1181 lines
1.2 MiB
1181 lines
1.2 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"#### Бизнес-цель: кластеризация пациентов для выявления групп с схожими характеристиками здоровья и рисками инсульта. Что, к примеру, может использоваться для следующего:\n",
|
||
"\n",
|
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"- определение, люди каких групп могут иметь бОльшую предрасположенность к возникновению инсульта\n",
|
||
"- помощь в медицине на основе полученных данных в разработке медицинских показаний людям с повышенным риском возникновения инсульта"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 160,
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"metadata": {},
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"outputs": [
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
|
||
" <th>gender</th>\n",
|
||
" <th>age</th>\n",
|
||
" <th>hypertension</th>\n",
|
||
" <th>heart_disease</th>\n",
|
||
" <th>ever_married</th>\n",
|
||
" <th>work_type</th>\n",
|
||
" <th>Residence_type</th>\n",
|
||
" <th>avg_glucose_level</th>\n",
|
||
" <th>bmi</th>\n",
|
||
" <th>smoking_status</th>\n",
|
||
" <th>stroke</th>\n",
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" </tr>\n",
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" <tr>\n",
|
||
" <th>id</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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||
" <th>9046</th>\n",
|
||
" <td>Male</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Private</td>\n",
|
||
" <td>Urban</td>\n",
|
||
" <td>228.69</td>\n",
|
||
" <td>36.6</td>\n",
|
||
" <td>formerly smoked</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51676</th>\n",
|
||
" <td>Female</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Self-employed</td>\n",
|
||
" <td>Rural</td>\n",
|
||
" <td>202.21</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>never smoked</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31112</th>\n",
|
||
" <td>Male</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Private</td>\n",
|
||
" <td>Rural</td>\n",
|
||
" <td>105.92</td>\n",
|
||
" <td>32.5</td>\n",
|
||
" <td>never smoked</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60182</th>\n",
|
||
" <td>Female</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Private</td>\n",
|
||
" <td>Urban</td>\n",
|
||
" <td>171.23</td>\n",
|
||
" <td>34.4</td>\n",
|
||
" <td>smokes</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1665</th>\n",
|
||
" <td>Female</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Self-employed</td>\n",
|
||
" <td>Rural</td>\n",
|
||
" <td>174.12</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>never smoked</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34383</th>\n",
|
||
" <td>Male</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Private</td>\n",
|
||
" <td>Urban</td>\n",
|
||
" <td>88.23</td>\n",
|
||
" <td>25.8</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8646</th>\n",
|
||
" <td>Female</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Private</td>\n",
|
||
" <td>Rural</td>\n",
|
||
" <td>97.47</td>\n",
|
||
" <td>26.7</td>\n",
|
||
" <td>never smoked</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46653</th>\n",
|
||
" <td>Female</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Private</td>\n",
|
||
" <td>Rural</td>\n",
|
||
" <td>59.28</td>\n",
|
||
" <td>28.1</td>\n",
|
||
" <td>never smoked</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1099</th>\n",
|
||
" <td>Female</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>children</td>\n",
|
||
" <td>Rural</td>\n",
|
||
" <td>101.15</td>\n",
|
||
" <td>22.2</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61676</th>\n",
|
||
" <td>Male</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>Self-employed</td>\n",
|
||
" <td>Urban</td>\n",
|
||
" <td>68.38</td>\n",
|
||
" <td>25.1</td>\n",
|
||
" <td>Unknown</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>2500 rows × 11 columns</p>\n",
|
||
"</div>"
|
||
],
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"text/plain": [
|
||
" gender age hypertension heart_disease ever_married work_type \\\n",
|
||
"id \n",
|
||
"9046 Male 67.0 0 1 Yes Private \n",
|
||
"51676 Female 61.0 0 0 Yes Self-employed \n",
|
||
"31112 Male 80.0 0 1 Yes Private \n",
|
||
"60182 Female 49.0 0 0 Yes Private \n",
|
||
"1665 Female 79.0 1 0 Yes Self-employed \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"34383 Male 46.0 0 0 Yes Private \n",
|
||
"8646 Female 54.0 0 0 Yes Private \n",
|
||
"46653 Female 81.0 1 1 Yes Private \n",
|
||
"1099 Female 15.0 0 0 No children \n",
|
||
"61676 Male 77.0 0 0 Yes Self-employed \n",
|
||
"\n",
|
||
" Residence_type avg_glucose_level bmi smoking_status stroke \n",
|
||
"id \n",
|
||
"9046 Urban 228.69 36.6 formerly smoked 1 \n",
|
||
"51676 Rural 202.21 NaN never smoked 1 \n",
|
||
"31112 Rural 105.92 32.5 never smoked 1 \n",
|
||
"60182 Urban 171.23 34.4 smokes 1 \n",
|
||
"1665 Rural 174.12 24.0 never smoked 1 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"34383 Urban 88.23 25.8 Unknown 0 \n",
|
||
"8646 Rural 97.47 26.7 never smoked 0 \n",
|
||
"46653 Rural 59.28 28.1 never smoked 0 \n",
|
||
"1099 Rural 101.15 22.2 Unknown 0 \n",
|
||
"61676 Urban 68.38 25.1 Unknown 0 \n",
|
||
"\n",
|
||
"[2500 rows x 11 columns]"
|
||
]
|
||
},
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||
"execution_count": 160,
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||
"metadata": {},
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"output_type": "execute_result"
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||
}
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||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"from sklearn import cluster\n",
|
||
"from scipy.cluster import hierarchy\n",
|
||
"\n",
|
||
"df1 = pd.read_csv(\"./csv/option4.csv\", index_col='id')\n",
|
||
"df1.info\n",
|
||
"df = df1.head(2500)\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
|
||
"source": [
|
||
"уберем пустые значения, подготовим данные:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 161,
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||
"metadata": {},
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"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"gender 0\n",
|
||
"age 0\n",
|
||
"hypertension 0\n",
|
||
"heart_disease 0\n",
|
||
"ever_married 0\n",
|
||
"work_type 0\n",
|
||
"Residence_type 0\n",
|
||
"avg_glucose_level 0\n",
|
||
"bmi 119\n",
|
||
"smoking_status 0\n",
|
||
"stroke 0\n",
|
||
"dtype: int64\n",
|
||
"\n",
|
||
"gender False\n",
|
||
"age False\n",
|
||
"hypertension False\n",
|
||
"heart_disease False\n",
|
||
"ever_married False\n",
|
||
"work_type False\n",
|
||
"Residence_type False\n",
|
||
"avg_glucose_level False\n",
|
||
"bmi True\n",
|
||
"smoking_status False\n",
|
||
"stroke False\n",
|
||
"dtype: bool\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(df.isnull().sum())\n",
|
||
"print()\n",
|
||
"\n",
|
||
"print(df.isnull().any())\n",
|
||
"print()"
|
||
]
|
||
},
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{
|
||
"cell_type": "code",
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"execution_count": 162,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Наличие пропущенных значений:\n",
|
||
"gender 0\n",
|
||
"age 0\n",
|
||
"hypertension 0\n",
|
||
"heart_disease 0\n",
|
||
"ever_married 0\n",
|
||
"work_type 0\n",
|
||
"Residence_type 0\n",
|
||
"avg_glucose_level 0\n",
|
||
"bmi 0\n",
|
||
"smoking_status 0\n",
|
||
"stroke 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\elena\\AppData\\Local\\Temp\\ipykernel_68948\\1629916119.py:1: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" df['bmi'] = df['bmi'].fillna(df['bmi'].median())\n"
|
||
]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
||
" <th>age</th>\n",
|
||
" <th>hypertension</th>\n",
|
||
" <th>heart_disease</th>\n",
|
||
" <th>avg_glucose_level</th>\n",
|
||
" <th>bmi</th>\n",
|
||
" <th>stroke</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>2500.000000</td>\n",
|
||
" <td>2500.000000</td>\n",
|
||
" <td>2500.000000</td>\n",
|
||
" <td>2500.000000</td>\n",
|
||
" <td>2500.000000</td>\n",
|
||
" <td>2500.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>44.605296</td>\n",
|
||
" <td>0.108000</td>\n",
|
||
" <td>0.062400</td>\n",
|
||
" <td>108.630440</td>\n",
|
||
" <td>29.102840</td>\n",
|
||
" <td>0.099600</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>22.817713</td>\n",
|
||
" <td>0.310443</td>\n",
|
||
" <td>0.241929</td>\n",
|
||
" <td>47.124712</td>\n",
|
||
" <td>7.804786</td>\n",
|
||
" <td>0.299526</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>0.080000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>55.220000</td>\n",
|
||
" <td>10.300000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>26.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>77.902500</td>\n",
|
||
" <td>23.975000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>47.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>93.200000</td>\n",
|
||
" <td>28.200000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>63.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>117.510000</td>\n",
|
||
" <td>33.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>82.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>271.740000</td>\n",
|
||
" <td>97.600000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age hypertension heart_disease avg_glucose_level \\\n",
|
||
"count 2500.000000 2500.000000 2500.000000 2500.000000 \n",
|
||
"mean 44.605296 0.108000 0.062400 108.630440 \n",
|
||
"std 22.817713 0.310443 0.241929 47.124712 \n",
|
||
"min 0.080000 0.000000 0.000000 55.220000 \n",
|
||
"25% 26.000000 0.000000 0.000000 77.902500 \n",
|
||
"50% 47.000000 0.000000 0.000000 93.200000 \n",
|
||
"75% 63.000000 0.000000 0.000000 117.510000 \n",
|
||
"max 82.000000 1.000000 1.000000 271.740000 \n",
|
||
"\n",
|
||
" bmi stroke \n",
|
||
"count 2500.000000 2500.000000 \n",
|
||
"mean 29.102840 0.099600 \n",
|
||
"std 7.804786 0.299526 \n",
|
||
"min 10.300000 0.000000 \n",
|
||
"25% 23.975000 0.000000 \n",
|
||
"50% 28.200000 0.000000 \n",
|
||
"75% 33.000000 0.000000 \n",
|
||
"max 97.600000 1.000000 "
|
||
]
|
||
},
|
||
"execution_count": 162,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['bmi'] = df['bmi'].fillna(df['bmi'].median())\n",
|
||
"print(\"\\nНаличие пропущенных значений:\")\n",
|
||
"print(df.isnull().sum())\n",
|
||
"df.describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 163,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"ЗАВИСИМОСТЬ ЗНАЧЕНИЙ ДРУГ ОТ ДРУГА\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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JCVGPHj2Un5+vo0ePKjs7W5J09913Szp3L7/du3dr9+7deuGFF+Tv768+ffp4cE8AAAAqPo/fwDk2Nlb33nuvRowYoQceeEDe3t6aM2eOfH19dfjwYXXo0EGrVq2SdO5q34ULF8qyLD3yyCPq37+/fH19tXDhQlWrVs3DewIAAFCxefQzfpLk7e2tuLg4xcXFFVkWGhqqPXv2FGpr3LixZs2adbnKAwAAuGJ4/B0/AAAAXB4EPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADCEj90VLctSYmKiMjMzZVlWkeVRUVElGqegoEDTp0/X4sWLderUKUVFRWnkyJGqX79+sf3z8vI0depULV++XKdOnVKLFi308ssvKyIiwu6uAAAAGMFW8Nu2bZueffZZpaamFllmWZYcDocSExNLNNbMmTO1cOFCjRs3TiEhIRo/frxiYmK0cuVK+fn5Fek/atQorVmzRuPGjdO1116rKVOmaODAgfrss89UrVo1O7sDAABgBFvBb+zYsfLx8dHYsWMVEhIiLy97Z4xzc3M1d+5cDR06VF26dJEkTZo0SR07dtTq1avVu3fvQv0PHjyopUuXatasWerYsaMkacyYMbr77ru1Y8cOtW/f3lYdAAAAJrAV/Hbu3KmJEyeqe/fuZdr47t27debMmUKBLTg4WM2aNdPmzZuLBL8ffvhB1apVU6dOnQr1/+abb8pUBwAAgAlsBb9atWrJ29u7zBs/f6q4bt26hdpr165d7GnkAwcOqH79+lq9erXefvttHTlyRM2aNdNLL72kxo0b267DsixlZmbaXv9SsrKyCv2NKx9zbibm3TzMuXkq6pyf/6jdpdgKfg8++KBmz56ttm3bKigoyM4Qkv7/Qbvws3z+/v46efJkkf6nT59WcnKyZs6cqWHDhik4OFhvvfWWHnzwQa1atUq1atWyVUdeXl6JP5NYFklJSeW+DVQszLmZmHfzMOfmqYhzXty1EReyFfySk5O1b98+3XLLLbr++usVEBBQaLnD4dB77713yXHOr5ebm1tojJycHAUGBhYt1sdHp0+f1qRJk5zv8E2aNEmdO3fWv//9b8XExNjZHfn6+qpJkya21i2JrKwsJSUlqWHDhsXuF648zLmZmHfzMOfmqahzvnfv3hL1sx38wsPDnV9feDuX4m7vUpzzp3jT0tLUoEEDZ3taWpqaNm1apH9ISIh8fHwKndYNCAhQ/fr1lZKSUqp9+COHw1Gmdy5LKjAw8LJsBxUHc24m5t08zLl5Ktqcl+Q0r2Qz+M2fP9/OakWEh4eratWq2rhxozP4ZWRkaNeuXerbt2+R/lFRUTp79qy2b9+uyMhISVJ2drYOHjyo22+/3S01AQAAXKls38BZkvbt26dNmzbp1KlTuuqqq3TTTTfpuuuuK/H6fn5+6tu3r+Lj41WzZk3Vq1dP48ePV0hIiHr06KH8/Hylp6erWrVqCggIUJs2bXTzzTfrxRdf1GuvvaYaNWpo6tSp8vb21l133VWWXQEAALji2Qp+lmXp1Vdf1eLFiwud1nU4HLrnnnv0xhtvlHis2NhYnT17ViNGjFB2draioqI0Z84c+fr6KiUlRd26ddPYsWPVp08fSdK0adMUHx+vp59+WtnZ2WrdurXef/991axZ086uAAAAGMNW8HvnnXe0dOlSxcbG6s4779Q111yjtLQ0rVixQm+99ZbCwsL06KOPlmgsb29vxcXFKS4ursiy0NBQ7dmzp1Bb1apVNWrUKI0aNcpO6QAAAMayFfyWLFmimJgYPfnkk8620NBQDR48WHl5efr4449LHPwAAABwedh61trhw4fVrl27Ype1bdu2TFfYAgAAoHzYCn716tUrcgr2vN27d/N5OwAAgArIVvDr3bu3pk2bps8++8x5cYdlWVq1apWmT5+uXr16ubVIAAAAlJ2tz/gNHDhQCQkJev755xUXF6errrpKx48fV35+vqKjo/Xss8+6u04AAACUka3g5+fnp3nz5um7777Tpk2blJGRoerVqysqKkqdO3d2d40AAABwgzLdwLlz584EPQAAgEqixMHv4Ycf1quvvqrGjRvr4Ycfvmhfh8Oh9957r8zFAQAAwH1KHPz++ISOP/77Un0BAABQMZQ4+M2fP7/YfwMAAKBysHU7l/MyMzOd//7iiy/07rvvKjk5ucxFAQAAwP1sBb/9+/frz3/+s95++21J0uTJk/Xss89q3LhxuvPOO7Vlyxa3FgkAAICysxX84uPj5ePjo27duik3N1cLFy5Ur169lJCQoI4dO2ry5MluLhMAAABlZSv4JSQkaMiQIYqMjNSmTZt06tQp3X///apatar+9re/aceOHe6uEwAAAGVkK/jl5eUpODhYkvT9998rMDBQN910kyQpPz9fPj5luj0gAAAAyoGt4BcWFqbVq1fr6NGj+vzzz9WhQwf5+PgoLy9PH3zwgcLCwtxdJwAAAMrIVvCLjY3VkiVL1KlTJ508eVIDBw6UJN12223asGGDBg8e7NYiAQAAUHa2zsnecsstWrlypbZv364bb7xR9erVkyQ98sgjateunZo2berWIgEAAFB2tj+MV79+fdWvX79Q2yOPPFLmggAAAFA+bAU/y7K0ePFiffvtt8rKylJBQUGh5TyrFwAAoOKxFfwmTJigd955R6GhoQoJCZHD4Si0nGf1AgAAVDy2gt/y5cvVv39/vfjii+6uBwAAAOXE1lW9p0+fVpcuXdxcCgAAAMqTreB300036ccff3R3LQAAAChHtk71xsTEKC4uTmfPntWNN96owMDAIn2ioqLKXBwAAADcx1bw69+/vyRpxowZklTo4g7LsuRwOJSYmOiG8gAAAOAutoLf+++/7+46AAAAUM5sBb/o6Gh31wEAAIByZvvJHenp6ZozZ47WrVuno0eP6p133tFXX32l8PBwde/e3Z01AgAAwA1sXdV78OBB3Xnnnfr4449Vp04dHTt2TPn5+Tpw4IBiY2O1Zs0aN5cJAACAsrL1jt+bb76pWrVqaf78+QoKClKLFi0knXuiR05OjmbNmsV9/gAAACoYW+/4rV+/Xk899ZSCg4OLPK7t/vvv16+//uqW4gAAAOA+toKfJPn4FP9mYW5ubpEwCAAAAM+zFfzatGmj2bNnKzMz09nmcDhUUFCgDz/8UK1bt3ZbgQAAAHAPW5/xGzJkiB544AH16NFDbdu2lcPh0Jw5c7Rv3z4lJydr4cKF7q4TAAAAZWTrHb+wsDAtWbJEbdu21caNG+Xt7a1169apQYMGWrRokSIiItxdJwAAAMrI9n38GjVqpAkTJhS7LDU1VSEhIbaLAgAAgPvZescvIiJC27ZtK3ZZQkKC/vKXv5SpKAAAALhfid/xmzt3rvNiDsuytHjxYn3//fdF+m3dulV+fn7uqxAAAABuUeLgl5OTo+nTp0s6dwXv4sWLi/Tx8vJStWrV9OSTT7qvQgAAALhFiYPfk08+6Qx04eHh+vjjj3XDDTeUW2EAAABwL1uf8bv55pt15swZd9cCAACAcmQr+G3dupWncwAAAFQytoJfx44d9cknnygvL8/d9QAAAKCc2LqPn7+/vz755BN99tlnaty4sYKCggotdzgceu+999xSIAAAANzDVvBLTU1Vq1atnF9bllVo+YVfAwAAwPNsBb/58+e7uw4AAACUM9uPbJOkkydPKiEhQWlpabrtttt04sQJNWrUiAs/AAAAKiDbwe+tt97S7NmzlZ2dLYfDoRtuuEGTJ0/W8ePHNXfuXAUHB7uzTgAAAJSRrat6FyxYoGnTpql///76+OOPnZ/p69u3rw4ePKgpU6a4tUgAAACUna3gN3/+fA0aNEjPPvusmjdv7mzv3LmznnvuOX3zzTduKxAAAADuYSv4HTp0SNHR0cUuu+666/T777+XqSgAAAC4n63gV7duXW3durXYZTt27FDdunXLVBQAAADcz9bFHffee6+mTZumgIAAdenSRZKUmZmpL774QrNnz1b//v3dWSMAAADcwFbwGzhwoFJSUhQfH6/4+HhJ0sMPPyxJuuOOO/T444+7r0IAAAC4ha3g53A49Nprr6l///7auHGjTpw4oWrVqikqKkphYWHurhEAAABuUKYbOJ+/WfPJkydVs2ZN1a9f3111AQAAwM1sB79FixZp5syZOnr0qLPt2muv1ZAhQ9SrVy+3FAcAAAD3sRX8PvzwQ40ePVrdunVTjx49VKtWLf3+++/6/PPPNWTIEPn5+al79+7urhUAAABlYCv4vfvuu3rwwQc1cuTIQu133323Ro4cqRkzZhD8AAAAKhhb9/FLTU1Vt27dil122223af/+/WUqCgAAAO5nK/hFRkZq7dq1xS7bunWrmjZtWqaiAAAA4H62TvU++eSTeuGFF3TmzBndddddqlOnjo4fP66vv/5a8+bN09///ndt3rzZ2T8qKsptBQMAAMAeW8FvwIABkqTFixdryZIlznbLsiRJo0ePdn7tcDiUmJhY1joBAABQRraC3/vvv+/uOgAAAFDObAU/X19ftWrVyi0FFBQUaPr06Vq8eLFOnTqlqKgojRw5skQ3g/7kk08UFxenr7/+WqGhoW6pBwAA4Epl6+KOBx54QD179tS//vUvpaWllamAmTNnauHChXr99de1aNEiFRQUKCYmRrm5uRdd77ffftNrr71Wpm0DAACYxFbwW7Bggdq0aaPZs2era9euGjhwoD7//HPl5eWVapzc3FzNnTtXsbGx6tKli8LDwzVp0iSlpqZq9erVLtcrKChQXFycmjdvbqd8AAAAI9k61dumTRu1adNGr7zyilavXq3ly5dryJAhqlq1qnr37q0+ffqUKJTt3r1bZ86cUfv27Z1twcHBatasmTZv3qzevXsXu96sWbOUl5enp59+Whs2bLCzC4VYlqXMzMwyj+NKVlZWob9x5WPOzcS8m4c5N09FnfPzF9Reiu1n9UqSv7+/7rjjDt1xxx3av3+/Xn31VX3wwQdauHChIiIiFBMTc9Hn9qampkqS6tatW6i9du3azmUX2rZtm+bOnaslS5boyJEjZSnfKS8v77JceZyUlFTu20DFwpybiXk3D3Nunoo4535+fpfsU6bgl5WVpdWrV2vFihXatGmTAgICdP/996tLly5as2aN4uLitGPHDg0bNszl+sUV6u/vr5MnTxbpn5mZqaFDh2ro0KFq2LCh24Kfr6+vmjRp4paxipOVlaWkpCQ1bNhQgYGB5bYdVBzMuZmYd/Mw5+apqHO+d+/eEvWzFfzWrVunFStW6Msvv1RmZqaioqI0ZswY9ezZUwEBAZKkrl27yuFwaNGiRS6D3/m+ubm5zn9LUk5OTrEHc8yYMWrUqJH+9re/2SnbJYfDoaCgILeOWZzAwMDLsh1UHMy5mZh38zDn5qloc16S07ySzeD32GOPqXbt2urXr5/++te/qkGDBsX2a9y4sTp06OBynPOneNPS0gqNkZaWVuxj35YuXSo/Pz/nrWTy8/MlSb1799YTTzyhJ554ws7uAAAAGMFW8Js9e7Y6deqkzMxMnTp1SocOHSrS59prr1W/fv3Ur18/l+OEh4eratWq2rhxozP4ZWRkaNeuXerbt2+R/hde6fvzzz8rLi5Ob7/9tsLCwuzsCgAAgDFsBb9GjRrpvvvu086dO132KcnFEn5+furbt6/i4+NVs2ZN1atXT+PHj1dISIh69Oih/Px8paenq1q1agoICNCf/vSnQuufvwDk2muvVY0aNezsCgAAgDFsBb/Ro0fr4MGDeuKJJxQaGiovL1u3A5QkxcbG6uzZsxoxYoSys7MVFRWlOXPmyNfXVykpKerWrZvGjh2rPn362N4GAAAAbAa/H3/8Ua+++qruvvvuMhfg7e2tuLg4xcXFFVkWGhqqPXv2uFy3bdu2F10OAACA/8/WW3VVqlTRNddc4+5aAAAAUI5sBb+77rpL77//vvOqWgAAAFR8JT7VO3z4cOe/z549q7Vr1+rPf/6zbrjhhiL33HM4HHrjjTfcVyUAAADKrMTBb+PGjYW+DgkJkXTuEWoXKulNBAEAAHD5lDj4ffPNN+VZBwAAAMqZ/fuwAAAAoFIh+AEAABiC4AcAAGAIgh8AAIAhCH4AAACGIPgBAAAYguAHAABgCIIfAACAIQh+AAAAhiD4AQAAGILgBwAAYAiCHwAAgCEIfgAAAIYg+AEAABiC4AcAAGAIgh8AAIAhCH4AAACGIPgBAAAYguAHAABgCIIfAACAIQh+AAAAhiD4AQAAGILgBwAAYAiCHwAAgCEIfgAAAIYg+AEAABiC4AcAAGAIgh8AAIAhCH4AAACGIPgBAAAYguAHAABgCIIfAACAIQh+AAAAhiD4AQAAGILgBwAAYAiCHwAAgCEIfgAAAIYg+AEAABiC4AcAAGAIgh8AAIAhCH4AAACGIPgBAAAYguAHAABgCIIfAACAIQh+AAAAhiD4AQAAGILgBwAAYAiCHwAAgCEIfgAAAIYg+AEAABiC4AcAAGAIgh8AAIAhCH4AAACGIPgBAAAYguAHAABgCIIfAACAIQh+AAAAhiD4AQAAGILgBwAAYIgKEfwKCgo0depUdezYUS1bttTAgQN18OBBl/1//fVXDRo0SG3btlX79u0VGxurQ4cOXcaKAQAAKp8KEfxmzpyphQsX6vXXX9eiRYtUUFCgmJgY5ebmFul7/Phx9e/fXwEBAZo/f77+9a9/KT09XTExMcrJyfFA9QAAAJWDx4Nfbm6u5s6dq9jYWHXp0kXh4eGaNGmSUlNTtXr16iL9v/rqK2VmZuqf//ynwsLC1KJFC40fP1779u3Tjz/+6IE9AAAAqBw8Hvx2796tM2fOqH379s624OBgNWvWTJs3by7Sv3379po5c6YCAgKcbV5e53YjIyOj/AsGAACopHw8XUBqaqokqW7duoXaa9eu7Vz2R6GhoQoNDS3U9vbbbysgIEBRUVG2arAsS5mZmbbWLYmsrKxCf+PKx5ybiXk3D3Nunoo655ZlyeFwXLKfx4Pf+QPn5+dXqN3f318nT5685Prz58/XggULNGLECNWsWdNWDXl5eUpMTLS1bmkkJSWV+zZQsTDnZmLezcOcm6cizvmFWao4Hg9+50/Z5ubmFjp9m5OTo8DAQJfrWZalKVOm6K233tKTTz6pfv362a7B19dXTZo0sb3+pWRlZSkpKUkNGza86D7hysGcm4l5Nw9zbp6KOud79+4tUT+PB7/zp3jT0tLUoEEDZ3taWpqaNm1a7Dp5eXkaPny4Pv30Uw0fPlyPPvpomWpwOBwKCgoq0xglERgYeFm2g4qDOTcT824e5tw8FW3OS3KaV6oAF3eEh4eratWq2rhxo7MtIyNDu3btcvmZvWHDhunzzz/XhAkTyhz6AAAATOHxd/z8/PzUt29fxcfHq2bNmqpXr57Gjx+vkJAQ9ejRQ/n5+UpPT1e1atUUEBCgZcuWadWqVRo2bJiio6N19OhR51jn+wAAAKAoj7/jJ0mxsbG69957NWLECD3wwAPy9vbWnDlz5Ovrq8OHD6tDhw5atWqVJOnTTz+VJP3zn/9Uhw4dCv053wcAAABFefwdP0ny9vZWXFyc4uLiiiwLDQ3Vnj17nF/PnTv3cpYGAABwxagQ7/gBAACg/BH8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBA+ni6goKBA06dP1+LFi3Xq1ClFRUVp5MiRql+/frH9jx8/rjFjxuj777+Xw+HQ7bffrmHDhikwMPAyV15yBQWW9hw8o3nfrFNaepZyzxbIKpAKSrj+3+9vo/bR9bQx4ZDGfLjZ2T7igSi1bXOtDh46pacnfqMCS/JySNNfuFX1r60mSfpu3f8Uv3Src52hf22lzjc3UHJKhp6Z9K0sSQ5J057vqj+FBrts3/JTqkbN3+gcZ1S/trqpZYgkKfGXYxo2+7/OZf98vIMiwmq5HOu31NMaPOFr5RdI3l7SjCHdVC+kqrZuO6KR721wjvPaI+3U6oY6F90PV3Xt2ZuuoW+tdbbHP9lRTZvUdNkuSTt3/66X/vWDc9m4gbeoefjVWr/pN73xUUKJ56NwrSnOWiWVeqy16w/qn0t+dLYPu7e1Oravf9H9+Pq/SZr875+dy56750Z169DQ5bH6YUOKxi3e4mx/6b6bdEu7UG3fdVR/n7PO2f7GgJsV2ewaSdLmHw/rtQ82OZeNfChaUa3r6tsfkjVx2U/O9hf6tFTXW/6kld/+qrc/3eVsH9S7me7oer3L/pJc1uvqWLmq6df9x/XCjO+d7RMHd9L1110lSVrxzS965z+JzmUxt0forlvDXG77YvV+8f1+TV+x/f+WpOjpuyJ1W6frXM7hl2sPaOrybc722Ltv0J87NnLZLrl+Hbhax9XcLv4yUe9//ouz/eGeYbrvzxGS5HKdz77bp5mf7HC2P3VnC/2lc2OX7a7mXJLLdVzNx3/W7NWslTud7U/c0Vy3d2ly0WNVeD7knI+PVu/Sgi9+dbb3ve163d+jmcu5dbVt6cLXc4rz9ezqe9HV99XFtuHq56Kr7wVXr4+fd6RpxLz1zvYx/dvrxha1Jbn+2efqZ/u+pBN6btp3zvbJz3RW44Y1XNYkyeXr0FW7q227ar/Yfrg67ku/2q13P9vjbH/0L0311+7hLr8PJV3wPZfi/J5zdXwv9rvTUxyWZVmeLGD69OlasGCBxo0bp5CQEI0fP14pKSlauXKl/Pz8ivTv16+fsrKyNHr0aGVkZOjll19WVFSU3nzzTVvb37793A+GyMjIMu2HK+u2HdI/5ycov8CjhxkAAFQQKyfc5fYxS5pnPHqqNzc3V3PnzlVsbKy6dOmi8PBwTZo0SampqVq9enWR/lu3btWmTZv05ptvqnnz5mrfvr1ee+01rVixQkeOHPHAHlzcum2HNPa9zYQ+AADgdMeQFR7btkeD3+7du3XmzBm1b9/e2RYcHKxmzZpp8+bNRfonJCTommuuUePGjZ1t0dHRcjgc2rJlS5H+npRfYGn2v7dduiMAADDOlp9SPbJdj37GLzX13E7XrVu3UHvt2rWdy/7oyJEjRfr6+fmpRo0aOnz4sO06LMtSZmam7fWLs/NAutIzctw6JgAAuDKMmr9RH4X92W3jWZYlh8NxyX4eDX5ZWVmSVOSzfP7+/jp58mSx/Yv73J+/v79ycuyHrLy8PCUmJl66YynsTHJvkAQAAFcWd2eP4jLShTwa/AICAiSd+6zf+X9LUk5OTrFX6QYEBCg3N7dIe05OjoKCgmzX4evrqyZNmthevzgFAelaui7drWMCAIArR0REhNvG2rt3b4n6eTT4nT9tm5aWpgYNGjjb09LS1LRp0yL9Q0JC9NVXXxVqy83N1YkTJ1S7dm3bdTgcjjIFx+K0jghUzeAdnO4FAABFjOrX1q3ZoySneSUPX9wRHh6uqlWrauPG/3+Pm4yMDO3atUtRUVFF+kdFRSk1NVXJycnOtk2bzt0r6aabbir/gkvB28uhx++5wdNlAACACshT9/PzaPDz8/NT3759FR8fr6+//lq7d+/W888/r5CQEPXo0UP5+fk6evSosrOzJUk33nijWrdureeff17btm3Thg0bNHLkSN19992qU6eOJ3elWDffcK2GPxIlb6+SpXAAAHDlK4/7+JWUx2/gnJ+fr4kTJ2rZsmXKzs52PrkjNDRUKSkp6tatm8aOHas+ffpIko4dO6bRo0dr7dq18vf3V8+ePTV8+HD5+/vb2n5538BZkk6fPqNPvtqidb/m8uQO457cIZ7cYeSTO8STO4x7cod4codxT+5QhXpyR0nzjMeDn6ddjuCXmZmpxMRERUREuP2zhKiYmHMzMe/mYc7NU1HnvFI8uQMAAACXD8EPAADAEAQ/AAAAQxD8AAAADEHwAwAAMATBDwAAwBAEPwAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDGP+s3h9//FGWZcnPz6/ctmFZlvLy8uTr6yuHw1Fu20HFwZybiXk3D3Nunoo657m5uXI4HGrduvVF+/lcpnoqrMsxaQ6Ho1yDJSoe5txMzLt5mHPzVNQ5dzgcJco0xr/jBwAAYAo+4wcAAGAIgh8AAIAhCH4AAACGIPgBAAAYguAHAABgCIIfAACAIQh+AAAAhiD4AQAAGILgBwAAYAiCHwAAgCEIfgAAAIYg+AEAABiC4FfOCgoKNHXqVHXs2FEtW7bUwIEDdfDgQU+XBTc5ceKERo4cqU6dOql169Z64IEHlJCQ4Fy+fv169enTRzfeeKN69uyp//znPx6sFu524MABtWrVSsuWLXO2JSYmqm/fvmrZsqVuvfVWvf/++x6sEO60fPly9erVS5GRkbr99tv12WefOZelpKTo8ccfV+vWrdWhQwdNnjxZ+fn5HqwWZXX27FlNmTJFXbt2VatWrfTQQw/pp59+ci6vrK91gl85mzlzphYuXKjXX39dixYtUkFBgWJiYpSbm+vp0uAGL7zwgrZu3aqJEydq6dKlioiI0IABA7R//37t27dPjz/+uDp27Khly5bpvvvu07Bhw7R+/XpPlw03yMvL09ChQ5WZmelsO378uPr3768GDRpo6dKlGjx4sOLj47V06VIPVgp3WLFihV5++WU99NBD+s9//qPevXs7X/95eXkaMGCAJGnRokUaNWqUPvzwQ82YMcPDVaMs3nrrLS1evFivv/66li9frkaNGikmJkZpaWmV+7Vuodzk5ORYrVq1sj744ANn28mTJ60bbrjBWrlypQcrgzskJSVZYWFhVkJCgrOtoKDA6t69uzV58mTrlVdese69995C67zwwgvWY489drlLRTmYMGGC9fDDD1thYWHW0qVLLcuyrFmzZlkdOnSw8vLyCvXr0aOHp8qEGxQUFFhdu3a1xo0bV6j9scces2bNmmWtXLnSatGihXXixAnnskWLFlmtW7e2cnJyLne5cJM777zTGjt2rPPrU6dOWWFhYdYXX3xRqV/rvONXjnbv3q0zZ86offv2zrbg4GA1a9ZMmzdv9mBlcIerrrpKb7/9tiIjI51tDodDDodDGRkZSkhIKDT3ktSuXTtt2bJFlmVd7nLhRps3b9ZHH32kcePGFWpPSEhQdHS0fHx8nG3t2rVTUlKSfv/998tdJtzkwIED+u2333THHXcUap8zZ44ef/xxJSQkqHnz5qpevbpzWbt27XT69GklJiZe7nLhJrVq1dK3336rlJQU5efn66OPPpKfn5/Cw8Mr9Wud4FeOUlNTJUl169Yt1F67dm3nMlRewcHB6ty5s/z8/JxtX3zxhZKTk9WxY0elpqYqJCSk0Dq1a9dWVlaWjh8/frnLhZtkZGRo2LBhGjFiRJHXtqs5l6TDhw9fthrhXgcOHJAkZWZmasCAAWrfvr3uu+8+ffPNN5KY9yvVyy+/LF9fX3Xr1k2RkZGaNGmSpk6dqgYNGlTqOSf4laOsrCxJKhQMJMnf3185OTmeKAnl6Mcff9Tw4cPVo0cPdenSRdnZ2UXm/vzXfMaz8ho1apRatWpV5N0fScXOub+/vyTxmq/ETp8+LUl68cUX1bt3b82dO1e33HKLnnrqKa1fv555v0Lt3btX1apV04wZM/TRRx+pT58+Gjp0qBITEyv1nPtcugvsCggIkHTul/z5f0vnvikCAwM9VRbKwVdffaWhQ4eqdevWio+Pl3Tuh8CFAe/818x/5bR8+XIlJCRo5cqVxS4PCAgoMufnfwkEBQWVe30oH76+vpKkAQMG6J577pEkRUREaNeuXZo3bx7zfgU6fPiwhgwZonfffVdt2rSRJEVGRmrv3r2aNm1apZ5z3vErR+dPA6WlpRVqT0tLU506dTxREsrBggUL9Mwzz6hr166aNWuW8399devWLXbug4KCVK1aNU+UijJaunSpjh07pi5duqhVq1Zq1aqVJOnVV19VTEyMQkJCip1zSbzmK7HzcxcWFlaovUmTJkpJSWHer0A///yz8vLyCn2GW5JuvPFGJScnV+o5J/iVo/DwcFWtWlUbN250tmVkZGjXrl2KioryYGVwl/O36nnooYc0ceLEQm/9t2nTRps2bSrUf8OGDWrdurW8vHjpVUbx8fFatWqVli9f7vwjSbGxsfrHP/6hqKgobdmypdD92zZs2KBGjRqpVq1aHqoaZdW8eXNVqVJFP//8c6H2X375RQ0aNFBUVJR27drlPCUsnZv3KlWqKDw8/HKXCzc4//m9PXv2FGr/5Zdf1LBhw8r9Wvf0ZcVXuokTJ1rR0dHWV199ZSUmJlqPPfaY1aNHDys3N9fTpaGM9u/fbzVv3twaPHiwlZaWVuhPRkaG9csvv1jNmze3xo8fb+3du9eaM2eO1axZM2vdunWeLh1u9Mfbufz+++9WVFSU9eKLL1q//vqrtXTpUisyMtJatmyZh6tEWc2YMcNq1aqVtXLlSis5OdmaOXOmFR4ebm3YsMHKzs62unfvbg0YMMBKTEy0vvzySys6OtqaNm2ap8uGTfn5+dYDDzxg9ezZ01q/fr114MABa9KkSVZERIT1008/VerXusOyuK9EecrPz9fEiRO1bNkyZWdnKyoqSiNHjlRoaKinS0MZzZo1S5MmTSp22T333KNx48bp+++/1/jx45WUlKTQ0FA988wz6tWr12WuFOWpadOmGjt2rPr06SNJ2rZtm/7xj39o165duuaaa/TYY4+pb9++Hq4S7jBv3jwtWLBAR44cUePGjfXMM8+oe/fukqTk5GSNHj1aCQkJql69uu69914988wzvLtfiZ08eVKTJ0/WmjVrdPLkSYWFhemFF15QdHS0pMr7Wif4AQAAGIL/igAAABiC4AcAAGAIgh8AAIAhCH4AAACGIPgBAAAYguAHAABgCIIfAACAIQh+AAAAhiD4AQAAGILgBwAAYAiCHwAAgCEIfgBgQ3Z2tiZMmKAePXqoRYsWat26tfr376/ExERnn3//+9/q1auXIiMjdeedd2r9+vVq1qyZli1b5uxz6NAh54Pfb7zxRj3yyCPatWuXJ3YJgAEIfgBgw7Bhw7R06VINGjRIc+fO1fDhw/Xrr79qyJAhsixLy5cv10svvaTWrVtr5syZuu222/TUU08pPz/fOUZ6err+9re/aefOnXrllVc0YcIEFRQU6KGHHtK+ffs8uHcArlQ+ni4AACqb3NxcnTlzRiNGjFCvXr0kSdHR0Tp9+rTGjRun33//XVOmTFHXrl01ZswYSVLHjh3l6+urCRMmOMd57733dOLECX344YeqV6+eJKlTp07q1auXpkyZoqlTp17+nQNwReMdPwAoJT8/P82ZM0e9evXSkSNHtGHDBi1atEjffvutJOnAgQM6dOiQevbsWWi922+/vdDX69evV0REhOrUqaOzZ8/q7Nmz8vLyUqdOnbRu3brLtj8AzME7fgBgw9q1a/XGG29o//79qlKlisLDwxUUFCRJ8vX1lSTVqlWr0DpXX311oa9PnDih5ORkNW/evNhtZGVlKTAwsByqB2Aqgh8AlNL//vc/DR48WN27d9fs2bNVv359ORwOffDBB1q7dq3zc3zHjh0rtN6FX1erVk3R0dEaNmxYsdvx8/Mrnx0AYCxO9QJAKe3YsUM5OTkaNGiQGjRoIIfDIencu4CSVLt2bTVo0EBffvllofVWr15d6Ovo6GgdOHBAjRo1UmRkpPPPihUrtGTJEnl7e1+eHQJgDIIfAJRS8+bN5ePjo/Hjx+uHH37Qt99+q2eeeUZr1qyRdO4UbWxsrL766iu9+uqr+u9//6t33nlHU6ZMkSR5eZ370fvoo4+qoKBAjz76qFatWqX169frlVde0fz589WoUSNP7R6AK5jDsizL00UAQGXz+eefa/r06frf//6n6tWrq2XLlnr44YfVr18/vfLKK3rooYf00Ucfac6cOTp06JCuv/56PfTQQ3r55Zc1bdo09ejRQ9K508YTJkzQ+vXrlZOTo4YNG6pfv3669957PbyHAK5EBD8AKAeffvqpmjVrpuuuu87ZtmbNGj3++ONasWKFwsPDPVgdAFMR/ACgHAwaNEj79u3Tc889p7p16yo5OVlTp05VgwYNNH/+fE+XB8BQBD8AKAfHjx/XhAkT9P333ys9PV1XX321brvtNsXGxqpKlSqeLg+AoQh+AAAAhuCqXgAAAEMQ/AAAAAxB8AMAADAEwQ8AAMAQBD8AAABDEPwAAAAMQfADAAAwBMEPAADAEP8PFPtRNRGBRJcAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"from typing import List, Any\n",
|
||
"\n",
|
||
"def draw_data_2d(\n",
|
||
" df: pd.DataFrame,\n",
|
||
" col1: int,\n",
|
||
" col2: int,\n",
|
||
" y: List | None = None,\n",
|
||
" classes: List | None = None,\n",
|
||
" subplot: Any | None = None,\n",
|
||
"):\n",
|
||
" ax = None\n",
|
||
" if subplot is None:\n",
|
||
" _, ax = plt.subplots()\n",
|
||
" else:\n",
|
||
" ax = subplot\n",
|
||
" scatter = ax.scatter(df[df.columns[col1]], df[df.columns[col2]], c=y)\n",
|
||
" ax.set(xlabel=df.columns[col1], ylabel=df.columns[col2])\n",
|
||
" if classes is not None:\n",
|
||
" ax.legend(\n",
|
||
" scatter.legend_elements()[0], classes, loc=\"lower right\", title=\"Classes\"\n",
|
||
" )\n",
|
||
"\n",
|
||
"columns = ['age', 'avg_glucose_level', 'bmi', 'hypertension']\n",
|
||
"df_temp = df[columns]\n",
|
||
"\n",
|
||
"sns.set_theme(style=\"whitegrid\")\n",
|
||
"print(\"ЗАВИСИМОСТЬ ЗНАЧЕНИЙ ДРУГ ОТ ДРУГА\")\n",
|
||
"plt.figure(figsize=(16,12))\n",
|
||
"draw_data_2d(df_temp, 0, 1, subplot=plt.subplot(2, 2, 1)) # age vs avg_glucose_level\n",
|
||
"plt.figure(figsize=(16,12))\n",
|
||
"draw_data_2d(df_temp, 0, 2, subplot=plt.subplot(2, 2, 2)) # age vs bmi\n",
|
||
"plt.figure(figsize=(16,12))\n",
|
||
"draw_data_2d(df_temp, 0, 3, subplot=plt.subplot(2, 2, 3)) # age vs hypertension\n",
|
||
"plt.figure(figsize=(16,12))\n",
|
||
"draw_data_2d(df_temp, 1, 2, subplot=plt.subplot(2, 2, 4)) # avg_glucose_level vs bmi\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"видно, что индекс массы тела в зависимости от возраста в основном держится поменьше в раннем возрасте (до полового созревания, грубо говоря), а потом уже распределяется от адекватного до 40+ (в общем, вплоть до ожирения, с выбросами-то)\n",
|
||
"\n",
|
||
"потом гипертония встречается все таки после 20 лет чаще\n",
|
||
"\n",
|
||
"ну и чем ниже индекс массы тела, тем ниже и адекватнее уровень глюкозы (ну тут ясно, почему. люди с избыточным весом и болеют диабетом чаще)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"продолжим приводить данные к нормальному виду, и теперь их стандартизуем:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 164,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>age</th>\n",
|
||
" <th>avg_glucose_level</th>\n",
|
||
" <th>bmi</th>\n",
|
||
" <th>hypertension</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>id</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>9046</th>\n",
|
||
" <td>0.981658</td>\n",
|
||
" <td>2.548208</td>\n",
|
||
" <td>0.960777</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51676</th>\n",
|
||
" <td>0.718652</td>\n",
|
||
" <td>1.986183</td>\n",
|
||
" <td>-0.115701</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31112</th>\n",
|
||
" <td>1.551505</td>\n",
|
||
" <td>-0.057528</td>\n",
|
||
" <td>0.435353</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60182</th>\n",
|
||
" <td>0.192639</td>\n",
|
||
" <td>1.328647</td>\n",
|
||
" <td>0.678842</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1665</th>\n",
|
||
" <td>1.507670</td>\n",
|
||
" <td>1.389985</td>\n",
|
||
" <td>-0.653940</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34383</th>\n",
|
||
" <td>0.061136</td>\n",
|
||
" <td>-0.432990</td>\n",
|
||
" <td>-0.423266</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8646</th>\n",
|
||
" <td>0.411811</td>\n",
|
||
" <td>-0.236875</td>\n",
|
||
" <td>-0.307929</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46653</th>\n",
|
||
" <td>1.595339</td>\n",
|
||
" <td>-1.047440</td>\n",
|
||
" <td>-0.128516</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1099</th>\n",
|
||
" <td>-1.297729</td>\n",
|
||
" <td>-0.158769</td>\n",
|
||
" <td>-0.884614</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61676</th>\n",
|
||
" <td>1.420001</td>\n",
|
||
" <td>-0.854297</td>\n",
|
||
" <td>-0.512973</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>2500 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age avg_glucose_level bmi hypertension\n",
|
||
"id \n",
|
||
"9046 0.981658 2.548208 0.960777 0\n",
|
||
"51676 0.718652 1.986183 -0.115701 0\n",
|
||
"31112 1.551505 -0.057528 0.435353 0\n",
|
||
"60182 0.192639 1.328647 0.678842 0\n",
|
||
"1665 1.507670 1.389985 -0.653940 1\n",
|
||
"... ... ... ... ...\n",
|
||
"34383 0.061136 -0.432990 -0.423266 0\n",
|
||
"8646 0.411811 -0.236875 -0.307929 0\n",
|
||
"46653 1.595339 -1.047440 -0.128516 1\n",
|
||
"1099 -1.297729 -0.158769 -0.884614 0\n",
|
||
"61676 1.420001 -0.854297 -0.512973 0\n",
|
||
"\n",
|
||
"[2500 rows x 4 columns]"
|
||
]
|
||
},
|
||
"execution_count": 164,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"scaler = StandardScaler()\n",
|
||
"\n",
|
||
"columns_to_scale = df_temp.drop(columns=[\"hypertension\"]).columns\n",
|
||
"columns_to_keep = [\"hypertension\"]\n",
|
||
"data_scaled = scaler.fit_transform(df_temp[columns_to_scale])\n",
|
||
"df_scaled = pd.DataFrame(data_scaled, columns=columns_to_scale, index=df_temp.index)\n",
|
||
"df_scaled[columns_to_keep] = df_temp[columns_to_keep]\n",
|
||
"\n",
|
||
"df_scaled"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"самое время применить иерархический алгоритм кластеризации (когда мы создаем дерево кластеров, где каждый уровень - это объединение более мелких кластеров)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 165,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# linkage_matrix = linkage(data_scaled, method='ward')\n",
|
||
"# plt.figure(figsize=(10,10))\n",
|
||
"# dendrogram(linkage_matrix)\n",
|
||
"# plt.title('Дендрограмма')\n",
|
||
"# plt.ylabel('')\n",
|
||
"# plt.xlabel('')\n",
|
||
"# plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"import numpy as np\n",
|
||
"from sklearn import cluster\n",
|
||
"from scipy.cluster import hierarchy\n",
|
||
"\n",
|
||
"def run_agglomerative(\n",
|
||
" df: pd.DataFrame, num_clusters: int | None = 2\n",
|
||
") -> cluster.AgglomerativeClustering:\n",
|
||
" agglomerative = cluster.AgglomerativeClustering(\n",
|
||
" n_clusters=num_clusters,\n",
|
||
" compute_distances=True,\n",
|
||
" )\n",
|
||
" return agglomerative.fit(df)\n",
|
||
"\n",
|
||
"\n",
|
||
"def get_linkage_matrix(model: cluster.AgglomerativeClustering) -> np.ndarray:\n",
|
||
" counts = np.zeros(model.children_.shape[0]) # type: ignore\n",
|
||
" n_samples = len(model.labels_)\n",
|
||
" for i, merge in enumerate(model.children_): # type: ignore\n",
|
||
" current_count = 0\n",
|
||
" for child_idx in merge:\n",
|
||
" if child_idx < n_samples:\n",
|
||
" current_count += 1\n",
|
||
" else:\n",
|
||
" current_count += counts[child_idx - n_samples]\n",
|
||
" counts[i] = current_count\n",
|
||
"\n",
|
||
" return np.column_stack([model.children_, model.distances_, counts]).astype(float)\n",
|
||
"\n",
|
||
"def draw_dendrogram(linkage_matrix: np.ndarray):\n",
|
||
" hierarchy.dendrogram(linkage_matrix, truncate_mode=\"level\", p=3)\n",
|
||
" plt.xticks(fontsize=10, rotation=45)\n",
|
||
" plt.tight_layout()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 166,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"tree = run_agglomerative(df_scaled)\n",
|
||
"linkage_matrix = get_linkage_matrix(tree)\n",
|
||
"draw_dendrogram(linkage_matrix)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 167,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"result = hierarchy.fcluster(linkage_matrix, 40, criterion=\"distance\")\n",
|
||
"y_names = ['0', '1', '2']\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12, 10))\n",
|
||
"\n",
|
||
"\n",
|
||
"draw_data_2d(df_temp, 0, 1, result, y_names, subplot=plt.subplot(2, 2, 1)) \n",
|
||
"draw_data_2d(df_temp, 0, 2, result, y_names, subplot=plt.subplot(2, 2, 2)) \n",
|
||
"draw_data_2d(df_temp, 0, 3, result, y_names, subplot=plt.subplot(2, 2, 3)) \n",
|
||
"draw_data_2d(df_temp, 1, 2, result, y_names, subplot=plt.subplot(2, 2, 4)) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"емае теперь переходим к НЕиерархической кластеризации\n",
|
||
"будем использовать метод К-средних (K-means), мы выбираем количество кластеров и флгоритм пытается распределить данные так, чтобы минимизировать расстояние между объектами и центром их кластера"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 168,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from typing import Tuple\n",
|
||
"\n",
|
||
"def print_cluster_result(\n",
|
||
" df: pd.DataFrame, clusters_num: int, labels: np.ndarray, separator: str = \", \"\n",
|
||
"):\n",
|
||
" for cluster_id in range(clusters_num):\n",
|
||
" cluster_indices = np.where(labels == cluster_id)[0]\n",
|
||
" print(f\"Cluster {cluster_id + 1} ({len(cluster_indices)}):\")\n",
|
||
" rules = [str(df.index[idx]) for idx in cluster_indices]\n",
|
||
" print(separator.join(rules))\n",
|
||
" print(\"\")\n",
|
||
" print(\"--------\")\n",
|
||
"\n",
|
||
"\n",
|
||
"def run_kmeans(\n",
|
||
" df: pd.DataFrame, num_clusters: int, random_state: int\n",
|
||
") -> Tuple[np.ndarray, np.ndarray]:\n",
|
||
" kmeans = cluster.KMeans(n_clusters=num_clusters, random_state=random_state)\n",
|
||
" labels = kmeans.fit_predict(df)\n",
|
||
" return labels, kmeans.cluster_centers_"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 169,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Cluster 1 (1314):\n",
|
||
"31112, 53882, 10434, 27419, 60491, 12109, 12095, 12175, 27458, 4219, 70822, 38047, 33879, 14248, 712, 24977, 47306, 62602, 4651, 1261, 61960, 1845, 37937, 47472, 35626, 36338, 18587, 15102, 59190, 47167, 38829, 55927, 65842, 19557, 7356, 17013, 72366, 6118, 7371, 70676, 27169, 19773, 66159, 71673, 42117, 57419, 26015, 26727, 66638, 70042, 32399, 3253, 71796, 14499, 49130, 51169, 66315, 37726, 54385, 35512, 8154, 4639, 12363, 4712, 33175, 2346, 42072, 30456, 59125, 56546, 48405, 36706, 71639, 60744, 7547, 5563, 68798, 72918, 50522, 3352, 70943, 48796, 16817, 31563, 55824, 20439, 45965, 8045, 37651, 41241, 62861, 72081, 32503, 12482, 56939, 43054, 34567, 50931, 16590, 3512, 42899, 43364, 44993, 210, 28939, 60739, 67432, 2182, 40899, 62466, 36841, 33486, 54567, 66204, 8003, 28378, 41081, 16077, 30184, 66071, 36255, 23410, 35684, 18937, 491, 8580, 28484, 62019, 51314, 37060, 35578, 54921, 33454, 62439, 2548, 2390, 68023, 54724, 8899, 39105, 31154, 69959, 10552, 12917, 68356, 28493, 1836, 32221, 10548, 17739, 27153, 34060, 43424, 30468, 56543, 15266, 10460, 64908, 67855, 25774, 49589, 17986, 29217, 72911, 47175, 48588, 66767, 29908, 45222, 40311, 71750, 42203, 71379, 58261, 67318, 8831, 65199, 43454, 7282, 49003, 16371, 40181, 66174, 6319, 55232, 41940, 72214, 37089, 52134, 54918, 1703, 16934, 32689, 18051, 38805, 61837, 49713, 17608, 62608, 4630, 66333, 49916, 71038, 58617, 69064, 9404, 28286, 10159, 58282, 64489, 64553, 69936, 46527, 13547, 9608, 10504, 37090, 60148, 52173, 23462, 11091, 70374, 31143, 66972, 55810, 37031, 34608, 36007, 48298, 44749, 46468, 51983, 20351, 55351, 67431, 20546, 52342, 59906, 53144, 11999, 38119, 3355, 67177, 58600, 65946, 48368, 36471, 15689, 8233, 23221, 31830, 15296, 17718, 18498, 56735, 621, 5835, 11838, 38165, 71585, 3009, 32361, 53910, 67548, 33404, 50965, 21077, 66570, 29158, 34299, 7696, 34668, 68483, 6072, 51112, 69673, 71238, 63958, 34511, 24892, 29496, 19939, 27832, 27757, 25099, 33123, 21713, 6726, 17242, 16380, 9729, 56974, 65574, 17019, 41800, 6855, 26028, 14712, 23094, 40622, 46438, 65144, 34641, 13129, 37629, 62936, 59829, 55424, 61697, 55138, 39399, 721, 40448, 58007, 11960, 24592, 67744, 8328, 32437, 55420, 53660, 56553, 30480, 31988, 45585, 52063, 27377, 7446, 65130, 30753, 22853, 12465, 64849, 24183, 39601, 46891, 38987, 21886, 5353, 44300, 46218, 39745, 13517, 36355, 22678, 52512, 3579, 3130, 5545, 63693, 33528, 11068, 62233, 7291, 36814, 48265, 10139, 12662, 43174, 72823, 30567, 21117, 50491, 61013, 71010, 23551, 12738, 57772, 16615, 68995, 53010, 967, 31145, 54338, 13223, 67932, 10255, 27012, 20541, 5892, 66883, 43196, 51514, 38184, 13997, 27796, 18390, 63409, 72882, 40866, 63561, 51422, 3590, 60665, 18430, 13365, 60983, 14615, 50277, 50811, 1246, 30712, 31308, 3325, 52808, 36109, 53336, 56831, 55592, 44583, 58227, 60810, 34612, 25595, 30550, 13367, 38609, 22159, 37413, 4169, 18888, 42503, 23645, 62382, 59521, 55386, 72547, 26973, 41033, 71442, 49624, 10572, 28910, 10381, 31956, 24665, 13683, 7387, 57011, 50053, 51125, 29077, 4970, 58291, 99, 64633, 23016, 18412, 67412, 37545, 14491, 66220, 25458, 69645, 53695, 26692, 33400, 67078, 22540, 26999, 30102, 49521, 29134, 68281, 40350, 39375, 12106, 25283, 49949, 28681, 62332, 25488, 14807, 16110, 40970, 28933, 11709, 16809, 13907, 54071, 28024, 11730, 17245, 70852, 60957, 19742, 4808, 49928, 52688, 65698, 820, 55721, 72310, 24115, 7122, 48755, 33551, 62716, 68438, 41148, 14924, 47950, 9262, 71896, 38623, 26503, 5475, 15525, 48748, 71591, 67864, 34857, 34995, 22952, 57879, 36638, 41097, 54620, 19681, 6988, 25287, 5934, 58999, 28261, 35222, 44105, 65256, 20044, 54769, 12686, 48830, 47924, 59336, 5684, 3673, 31867, 23633, 52549, 37349, 2751, 64464, 66494, 42786, 33401, 24174, 61715, 60663, 46875, 69091, 1821, 44978, 10762, 84, 45824, 61838, 57212, 62668, 33142, 17437, 38303, 36484, 60047, 16542, 18805, 17869, 6793, 49265, 6606, 23031, 22902, 4807, 9641, 10313, 12097, 45323, 39120, 68344, 66752, 5077, 49279, 42856, 10752, 42133, 4842, 58138, 65053, 24168, 61973, 18687, 72642, 54782, 24437, 65429, 3509, 15220, 4813, 31166, 9051, 28669, 59894, 18684, 35866, 51907, 7250, 37888, 42329, 27323, 72836, 66321, 53817, 32240, 28127, 40824, 29380, 65453, 9415, 65258, 62756, 49042, 66362, 10370, 156, 11105, 65667, 35231, 1893, 34728, 30352, 45497, 50371, 32687, 35295, 15746, 43268, 54540, 20973, 3532, 52550, 47414, 38804, 72861, 30944, 26191, 69312, 20162, 48989, 30411, 8598, 57347, 32645, 46643, 13602, 28326, 16906, 16837, 47585, 37404, 70678, 38649, 53266, 1191, 36820, 10133, 22566, 7055, 69177, 44764, 61983, 72268, 35927, 8727, 7516, 20425, 59878, 5858, 37053, 48073, 27145, 30328, 739, 28414, 70610, 62284, 22295, 27583, 9696, 1164, 48781, 50947, 47844, 49412, 43088, 16355, 43172, 65339, 60399, 22488, 16114, 35293, 26172, 67814, 12618, 39123, 53967, 34772, 43124, 68003, 59157, 54383, 6928, 321, 33526, 38350, 6040, 17639, 1678, 57668, 27966, 38123, 47345, 17222, 7195, 52457, 52306, 132, 8951, 64752, 51285, 14349, 66310, 58101, 28904, 6563, 55315, 65849, 31125, 5103, 67309, 2275, 15757, 38523, 65388, 60816, 67350, 40124, 20370, 35188, 28716, 56166, 47357, 33167, 21042, 71062, 49646, 24256, 62340, 39927, 17398, 20938, 21850, 43905, 62272, 62767, 3184, 69239, 42703, 39258, 48648, 71444, 35372, 31849, 2772, 11148, 50775, 69259, 12414, 21381, 68650, 57124, 19382, 24674, 72361, 36523, 1577, 32459, 7725, 67217, 49976, 42201, 11232, 14709, 57137, 51124, 42191, 35332, 36960, 12992, 62460, 41402, 63577, 52559, 66893, 742, 42902, 61512, 10943, 11447, 30746, 16949, 45297, 26452, 16378, 4559, 45257, 34386, 9076, 72824, 64132, 17827, 29378, 48609, 72474, 32094, 66818, 17860, 17078, 23836, 5296, 48184, 9511, 25559, 8096, 19735, 15310, 10245, 49023, 51020, 29095, 68994, 25935, 24567, 36679, 37759, 47558, 54264, 47893, 3178, 18141, 354, 5777, 46210, 36620, 21720, 6304, 18887, 57468, 24218, 69792, 6372, 34664, 30116, 35584, 2898, 10603, 1231, 25107, 32766, 9011, 14832, 49789, 33525, 12318, 54553, 45976, 12915, 4542, 60973, 68739, 3154, 22623, 47037, 48614, 15969, 17752, 50889, 56459, 34163, 14222, 31461, 47947, 51149, 17079, 53610, 48210, 8960, 63491, 51883, 20460, 47181, 1842, 34720, 9489, 28725, 13723, 60104, 48722, 14481, 67963, 14711, 36722, 55235, 20468, 44171, 8470, 13949, 61096, 19239, 70447, 37451, 29104, 26862, 61365, 35143, 5043, 26826, 16953, 51660, 27135, 16028, 49645, 71016, 62681, 41007, 33462, 33906, 43510, 21202, 7222, 13561, 29179, 5511, 20825, 67144, 69524, 28443, 50978, 45573, 64412, 3591, 25138, 29221, 6802, 8644, 54579, 41935, 17926, 64523, 11024, 11238, 19805, 34719, 48769, 38242, 42465, 24638, 58587, 36545, 19467, 16868, 23543, 65396, 23561, 57533, 59370, 57285, 23988, 31811, 26830, 25883, 61299, 12600, 35117, 28913, 42229, 23459, 2209, 38673, 42184, 59250, 29525, 42713, 29232, 70122, 66110, 69461, 60050, 21608, 32150, 24066, 39242, 57618, 27479, 10238, 67063, 33298, 48739, 40878, 12376, 26154, 47972, 43806, 39849, 1741, 20129, 1151, 6672, 11134, 25199, 66490, 33144, 16783, 727, 44177, 2421, 48693, 5723, 28309, 31806, 68750, 32840, 49797, 13503, 62238, 4627, 47208, 6844, 60001, 44503, 40371, 1460, 30285, 21472, 6537, 41827, 49775, 25777, 2070, 15752, 45915, 65697, 56889, 21724, 29863, 31999, 44202, 18704, 36518, 21521, 27163, 2447, 44391, 12741, 15418, 69482, 45399, 26247, 25818, 62817, 25919, 71978, 38316, 15647, 67689, 31689, 23240, 30850, 66080, 57263, 60126, 64393, 59642, 12064, 59737, 19352, 61903, 48453, 8031, 39139, 4838, 14889, 31746, 1499, 34396, 68816, 16129, 51845, 30692, 42161, 16113, 65109, 61242, 65252, 14089, 53399, 36946, 69069, 11539, 16847, 15873, 15415, 22891, 7394, 54997, 6199, 4635, 46261, 42624, 66680, 34248, 60210, 67890, 49254, 8345, 8770, 22370, 25930, 33478, 23009, 24885, 56420, 55220, 7384, 59745, 9644, 50837, 67941, 66051, 70783, 10716, 2868, 56324, 42047, 64980, 65962, 41501, 53032, 37320, 3842, 38143, 54296, 66677, 17950, 42830, 34721, 5157, 26084, 69623, 40378, 4671, 65419, 14406, 924, 71339, 394, 63362, 59928, 18680, 19439, 14099, 57774, 64033, 48472, 67956, 35602, 13818, 64895, 38320, 42040, 31857, 34764, 64817, 72450, 13988, 64371, 50295, 58645, 42599, 68370, 57813, 1329, 32974, 47600, 48246, 58086, 53957, 40137, 70500, 43872, 62951, 43244, 31198, 4591, 37150, 65632, 21826, 21036, 46923, 2265, 2860, 15964, 46483, 32166, 34188, 58359, 59347, 12849, 29694, 30806, 39956, 58543, 57549, 24289, 6206, 28227, 35229, 3045, 22386, 1077, 57903, 55982, 55465, 38432, 49666, 32365, 15351, 17466, 57569, 170, 10649, 28258, 22269, 56312, 26993, 58599, 61764, 13620, 39308, 34336, 1505, 60258, 63450, 43903, 15579, 43090, 12469, 58820, 45259, 9986, 46488, 54172, 21804, 36317, 3724, 69668, 59274, 29676, 37655, 16980, 40213, 47831, 39129, 40837, 59000, 44510, 3793, 32215, 35296, 27664, 49555, 68141, 30432, 6480, 22136, 2244, 61010, 12336, 3668, 68725, 464, 42225, 51254, 70429, 47937, 39593, 35378, 69835, 4709, 20393, 45864, 68685, 44962, 7892, 11744, 20740, 559, 68524, 34896, 44325, 3761, 65324, 34383, 8646, 46653, 61676\n",
|
||
"\n",
|
||
"--------\n",
|
||
"Cluster 2 (813):\n",
|
||
"31720, 69768, 39912, 33943, 66866, 49669, 30669, 16523, 46136, 52800, 37893, 19584, 24447, 70336, 45801, 67210, 33759, 26325, 65460, 36811, 70970, 55680, 11014, 44338, 34974, 41648, 45538, 68249, 1686, 22284, 39038, 21956, 30171, 65535, 29865, 28799, 40840, 10449, 31091, 9487, 28102, 1506, 40670, 21284, 5973, 42996, 46785, 21408, 7559, 8171, 43232, 34402, 22706, 71539, 28637, 31741, 22537, 50611, 9637, 44862, 5708, 65357, 49465, 14123, 54975, 10913, 27029, 45719, 129, 530, 6107, 3655, 5010, 56681, 56716, 61350, 61465, 18108, 46436, 7351, 31164, 48272, 2893, 34376, 8595, 46474, 69687, 2953, 9179, 63050, 11974, 41523, 50441, 16927, 28265, 54375, 37832, 21058, 31279, 9201, 22622, 29933, 7621, 5374, 31564, 71808, 56998, 43134, 39383, 63606, 36331, 42359, 20751, 68241, 60902, 58439, 29010, 44912, 45238, 61511, 36942, 15095, 44315, 68245, 47732, 55709, 15311, 59807, 40639, 8544, 3361, 61408, 33552, 31364, 9906, 27794, 46809, 35565, 48144, 2532, 34363, 23650, 23046, 41927, 54866, 20364, 10997, 62999, 66184, 22870, 57523, 68131, 29873, 54182, 61300, 15274, 53016, 28848, 7745, 12593, 15553, 45796, 31840, 58767, 14391, 22321, 41673, 49086, 47523, 56870, 40791, 54304, 19234, 52454, 16575, 11176, 9612, 41513, 52580, 33723, 26235, 8320, 49529, 49785, 6886, 40055, 45283, 22685, 46745, 5046, 55847, 42441, 14387, 22384, 24108, 69427, 21688, 60777, 64732, 42710, 46683, 58909, 18616, 55529, 12204, 21397, 10324, 25514, 7663, 71793, 32352, 65218, 54643, 33410, 2543, 45289, 10792, 19153, 47876, 41615, 41537, 45759, 71929, 37154, 70380, 67405, 2549, 10782, 61742, 24099, 13948, 65766, 42482, 8008, 56089, 11745, 17733, 11743, 3606, 32554, 45893, 53538, 17006, 42108, 224, 56679, 27146, 16556, 36698, 57372, 30605, 13622, 39250, 2879, 59684, 56986, 16402, 40889, 4083, 48843, 5694, 44481, 19101, 11973, 59178, 44281, 55599, 45224, 54747, 6090, 46385, 46323, 28122, 50843, 60211, 53279, 37830, 2454, 3437, 6355, 58567, 62187, 72779, 12396, 69622, 58037, 34281, 7990, 57622, 11691, 13319, 53815, 51579, 58203, 6965, 42821, 10367, 66530, 43146, 57497, 16147, 18306, 61769, 26134, 66772, 41861, 954, 23565, 57854, 66678, 56734, 20347, 809, 67052, 69224, 13323, 59940, 46093, 46072, 47848, 71440, 59734, 32733, 61338, 59275, 19996, 31517, 56245, 9225, 45955, 53943, 53276, 39661, 51162, 4683, 782, 63565, 26389, 39518, 542, 26031, 38255, 41565, 39423, 68908, 28418, 33162, 39467, 20282, 51159, 7167, 59147, 18192, 14049, 69355, 2082, 16449, 5447, 44224, 533, 45554, 55744, 25767, 71319, 23604, 46576, 31293, 6044, 45209, 43155, 11882, 45669, 59604, 33187, 44192, 728, 28952, 51916, 21857, 55976, 27572, 54184, 4702, 45048, 30084, 50650, 40571, 13072, 22969, 47537, 26242, 36226, 32723, 35737, 30677, 50453, 14241, 40144, 13504, 51959, 2092, 68235, 3956, 34436, 40513, 48836, 62387, 3807, 51339, 32826, 44179, 14563, 40237, 65970, 51109, 5984, 13062, 47770, 12687, 36858, 50373, 13191, 47330, 64750, 70259, 72132, 11726, 13736, 43913, 41870, 37907, 15987, 57166, 47627, 8723, 937, 51806, 59412, 29233, 17762, 1405, 57953, 40251, 27013, 7586, 45357, 15219, 52987, 29327, 8085, 41820, 49057, 18070, 11770, 25454, 29224, 24219, 52089, 7297, 29910, 59339, 18754, 34312, 57798, 11605, 61924, 58015, 43271, 39714, 21785, 30214, 66419, 40931, 28559, 49815, 1625, 56309, 52034, 17175, 40544, 49152, 43672, 39286, 38043, 71721, 38094, 47350, 43675, 65801, 59953, 43772, 45754, 57485, 6128, 37082, 64541, 4538, 34001, 48964, 40393, 35432, 44010, 71044, 30290, 70752, 26366, 12436, 37698, 14677, 42743, 5686, 4789, 897, 69553, 38036, 36666, 16316, 31835, 4099, 26893, 1486, 5451, 3640, 17835, 37660, 24782, 63416, 42082, 54058, 4861, 33768, 35450, 62793, 66592, 29804, 3753, 27279, 38578, 66502, 9034, 16582, 28500, 70241, 66647, 39450, 57109, 17277, 18861, 38858, 13862, 66065, 71869, 46035, 54946, 29934, 28998, 63668, 24876, 22536, 8760, 53126, 18179, 68708, 12366, 38440, 34621, 16091, 17515, 34958, 30620, 1818, 70654, 49485, 61641, 11566, 72108, 22967, 33692, 25305, 7885, 14599, 38488, 52428, 61171, 2824, 2019, 47751, 34525, 13755, 56019, 67942, 52220, 48226, 10333, 10390, 72497, 51935, 29470, 71590, 16600, 41911, 3390, 72096, 41536, 17441, 737, 44938, 39011, 33412, 16061, 60266, 70965, 56736, 49480, 36704, 8884, 65229, 6596, 46577, 63455, 69249, 20310, 11450, 34133, 72311, 35651, 13749, 8882, 14287, 60139, 42500, 50983, 6493, 67099, 19585, 34261, 64128, 69339, 66546, 56584, 59933, 3429, 38920, 69285, 24428, 47701, 15225, 57236, 22689, 37752, 32320, 13964, 17492, 64006, 65712, 49615, 63511, 16987, 55522, 27954, 62607, 24404, 69666, 24342, 65093, 24735, 1679, 65336, 11573, 9199, 35402, 25996, 63219, 58591, 46363, 15440, 30731, 40471, 24721, 43590, 29014, 7868, 58350, 18927, 31372, 55262, 50238, 51343, 36486, 47582, 49627, 61291, 56791, 72514, 48435, 47607, 16535, 22414, 32252, 20565, 59993, 48851, 23413, 49970, 72414, 21374, 31443, 62289, 59464, 27017, 8277, 37128, 72701, 21969, 64494, 20673, 54985, 6049, 13380, 14404, 19419, 24518, 53494, 15255, 10584, 38675, 61743, 3879, 35085, 38474, 1451, 62834, 33284, 48875, 6104, 58253, 57679, 9197, 6968, 35838, 59200, 22108, 29258, 59904, 77, 54590, 52554, 12557, 2846, 61219, 65321, 23946, 20256, 27849, 33367, 1275, 31887, 35178, 9013, 60158, 8563, 61573, 43827, 31893, 63779, 71250, 55051, 2520, 21206, 60159, 3113, 62126, 51275, 3115, 35974, 44676, 40977, 67620, 63665, 33674, 10886, 67758, 41244, 50309, 27007, 37483, 29855, 66637, 22259, 19088, 6034, 61418, 59164, 54253, 66882, 54012, 28711, 58257, 36547, 13728, 4400, 24096, 65643, 30186, 11904, 20257, 2822, 18072, 53328, 8579, 29229, 48406, 1099\n",
|
||
"\n",
|
||
"--------\n",
|
||
"Cluster 3 (373):\n",
|
||
"9046, 51676, 60182, 1665, 56669, 8213, 5317, 58202, 56112, 34120, 25226, 70630, 13861, 68794, 64778, 61843, 54827, 69160, 43717, 39373, 54401, 47269, 7937, 19824, 8752, 25831, 66400, 58631, 5111, 10710, 17004, 2326, 50784, 36236, 45805, 28291, 2458, 56841, 63973, 45277, 12062, 41069, 53401, 13491, 44033, 14164, 37132, 53440, 69551, 20387, 71279, 11762, 29281, 30683, 17308, 67981, 58978, 11933, 46703, 24669, 59437, 66258, 20426, 63453, 14431, 65105, 67895, 66955, 24905, 69112, 64373, 58267, 54695, 68627, 31179, 68025, 29552, 25904, 31421, 20463, 12689, 39186, 32729, 23368, 25974, 1210, 36857, 52282, 45535, 40460, 32257, 41413, 28674, 63884, 4057, 36275, 11577, 20980, 28526, 18518, 42807, 11120, 68614, 4480, 2982, 59368, 65836, 21130, 56357, 45053, 28333, 49421, 54312, 69037, 63732, 2374, 15528, 27213, 22320, 50305, 59729, 12985, 22091, 17291, 66196, 1307, 35846, 28645, 22470, 15649, 12982, 67733, 545, 15791, 67780, 68275, 36561, 47811, 17148, 56179, 25483, 50118, 39639, 31090, 64174, 48993, 39659, 71533, 34558, 42553, 53515, 9752, 49744, 22485, 16685, 25315, 33585, 17813, 64582, 12270, 50826, 14147, 2314, 63058, 13571, 47885, 17351, 25627, 72020, 36618, 37290, 62709, 7273, 10538, 9648, 66922, 8521, 69330, 5824, 8332, 55862, 42550, 14178, 69143, 67603, 34326, 18414, 17708, 38678, 30989, 22363, 41291, 33622, 47735, 55775, 35140, 2750, 62783, 19778, 22440, 32157, 28150, 6419, 39823, 32884, 70031, 5821, 45788, 52150, 37327, 56090, 22001, 16260, 35913, 40624, 45945, 54526, 29869, 47159, 7806, 63984, 5878, 239, 33983, 29375, 62452, 47622, 50098, 46373, 71318, 49341, 4692, 40253, 44950, 42460, 41271, 21491, 43059, 46284, 38493, 5137, 39202, 4833, 19389, 34496, 49709, 31415, 71322, 72337, 7550, 57917, 41424, 54858, 49495, 15166, 16593, 63663, 15988, 35829, 53909, 5799, 16488, 44781, 29385, 48072, 32776, 50841, 26328, 52419, 70344, 6879, 58438, 12512, 2513, 45713, 24272, 54347, 54353, 15515, 48759, 32452, 35333, 15120, 11412, 24630, 24229, 9170, 47608, 63597, 5478, 43657, 71917, 24603, 70857, 16066, 48069, 49014, 61247, 27799, 72435, 46864, 25405, 7344, 61178, 48364, 71182, 48775, 8968, 32016, 32270, 1473, 60963, 66431, 36750, 16938, 29388, 5355, 29915, 3305, 50671, 68333, 44777, 36377, 39531, 14479, 53422, 19550, 62456, 47521, 63938, 45040, 42212, 57270, 63401, 53990, 17295, 55466, 34448, 49672, 59130, 34661, 65680, 5863, 23223, 55566, 63990, 61895, 36589, 28651, 45033, 20316, 7683, 23176, 61000, 9026, 54301, 3099, 46068, 3715, 50402, 69502, 16812, 62629, 63912, 49574, 7411, 6239, 44591, 27626, 12279, 28303, 7658, 35997\n",
|
||
"\n",
|
||
"--------\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[ 0.47644409, -0.40065839, 0.33339772, 0.12947449],\n",
|
||
" [-1.10132351, -0.3102823 , -0.77003252, 0.004914 ],\n",
|
||
" [ 0.72629021, 2.08749131, 0.50685056, 0.25737265]])"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"random_state = 9\n",
|
||
"\n",
|
||
"labels, centers = run_kmeans(df_scaled, 3, random_state) \n",
|
||
"print_cluster_result(df_scaled, 3, labels)\n",
|
||
"display(centers)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 170,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def draw_cluster_results(\n",
|
||
" df: pd.DataFrame,\n",
|
||
" col1: int,\n",
|
||
" col2: int,\n",
|
||
" labels: np.ndarray,\n",
|
||
" cluster_centers: np.ndarray,\n",
|
||
" subplot: Any | None = None,\n",
|
||
"):\n",
|
||
" ax = None\n",
|
||
" if subplot is None:\n",
|
||
" ax = plt\n",
|
||
" else:\n",
|
||
" ax = subplot\n",
|
||
"\n",
|
||
" centroids = cluster_centers\n",
|
||
" u_labels = np.unique(labels)\n",
|
||
"\n",
|
||
" for i in u_labels:\n",
|
||
" ax.scatter(\n",
|
||
" df[labels == i][df.columns[col1]],\n",
|
||
" df[labels == i][df.columns[col2]],\n",
|
||
" label=i,\n",
|
||
" )\n",
|
||
"\n",
|
||
" ax.scatter(centroids[:, col1], centroids[:, col2], s=80, color=\"k\")\n",
|
||
" plt.title('Точка - это кластер, грубо говоря (центр кластера) :)')\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.figure(figsize=(16, 12))\n",
|
||
"draw_cluster_results(df_scaled, 0, 1, labels, centers, plt.subplot(2, 2, 1)) # age vs avg_glucose_level\n",
|
||
"draw_cluster_results(df_scaled, 0, 2, labels, centers, plt.subplot(2, 2, 2)) # age vs bmi\n",
|
||
"draw_cluster_results(df_scaled, 0, 3, labels, centers, plt.subplot(2, 2, 3)) # age vs hypertension\n",
|
||
"draw_cluster_results(df_scaled, 1, 2, labels, centers, plt.subplot(2, 2, 4)) # avg_glucose_level vs bmi"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 172,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
|
||
"\n",
|
||
"#до двухмерного пространсва :) вжух\n",
|
||
"pca_data = PCA(n_components=2).fit_transform(df_scaled)\n",
|
||
"pca_data\n",
|
||
"\n",
|
||
"# Визуализация сокращенных данных\n",
|
||
"plt.figure(figsize=(16, 6))\n",
|
||
"\n",
|
||
"# Визуализация для KMeans кластеризации\n",
|
||
"plt.subplot(1, 2, 1)\n",
|
||
"sns.scatterplot(x=pca_data[:, 0], y=pca_data[:, 1], hue=labels, palette='Set1', alpha=0.6)\n",
|
||
"plt.title('PCA Reduced Data: KMeans Clustering')\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"теперь интересная штука... с помощью так называемого метода локтя посмотрим на лучшее (оптимальное) количество кластеров на основе инерции (расстояния = сумме квадратов расстояния от объектов до центра кластера)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 184,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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CAAAAQBMjeAEAAABAE+MerwbYu3evzGZzvbfsBQAAANAylZaWymAwaMCAAbW2Y8arAcxms+XDZDKJ2+RgbxibsGeMT9gzxifsGePTPlXlgrow49UAVTNd4eHhio6OVpcuXeTu7m7jqoA/FRYWMjZhtxifsGeMT9gzxqd92r9/f73aMeMFAAAAAE2M4AUAAAAATYzgBQAAAABNjOAFAAAAAE2M4AUAAAAATYzgBQAAAABNjOAFAAAAAE2M4AUAAAAATYzgBQAAAABNjOAFAAAAAE2M4AUAAAAATYzgBQAAAABNjOAFAAAAAE2M4AUAAAAATYzgBQAAAABNjODVzB1KzNLDL/2oQ4lZti4FAAAAwBkQvJq5byITtT8uQ9/uSbJ1KQAAAADOwMnWBeDspWUWKrfAJBmk7/cdkyRt35uksYPbSWbJ28NZwf7uNq4SAAAAQBWCVzM0ffGX1Y7l5Js0d8U2y/ebl/3tfJYEAAAAoBYsNWyG5k8ZKEcHQ43nHB0Mmj9l4HmuCAAAAEBtCF7N0JhB7bT03gtrPLf03gs1ZlC781wRAAAAgNoQvAAAAACgiRG8milfTxf5ermobbCnpMolhr5eLvL1dLFxZQAAAABOx+YazVSgr5teXXiJyivMumHhpyorN+upmX9VoK+brUsDAAAAcBpmvJoxo5OjXJ2dFB7mK0k6fCzHtgUBAAAAqBHBqwWI6OgnSYqJz7RxJQAAAABqQvBqAXp09JckRRO8AAAAALtE8GoBuneoDF7xx3NUVFJm42oAAAAAnI7g1QIE+ropyM9NFWYp9miWrcsBAAAAcBqCVwvR4+SsV0wCyw0BAAAAe0PwaiH+3GCDGS8AAADA3hC8WoiqDTZi4jNVUWG2cTUAAAAATkXwaiE6XeAjZ6Oj8otKdSw939blAAAAADgFwauFcHJ0ULf2vpLYVh4AAACwNwSvFuTU5YYAAAAA7AfBqwXpzs6GAAAAgF0ieLUgER0qdzZMTM1XXqHJxtUAAAAAqELwakF8PF0UFuQhSTqYwLbyAAAAgL0geLUw3U/e58UGGwAAAID9IHi1MGywAQAAANgfglcLU7XBRuzRLJWXV9i4GgAAAAASwavFaRfiJXdXJxWbyhWfnGvrcgAAAACI4NXiODgY/txWnuWGAAAAgF0geLVAf26wwc6GAAAAgD0geLVAPTpWPs+LBykDAAAA9sGmwWvnzp2KiIio8ePiiy+WJCUlJWnGjBkaOHCgRo4cqeeee07l5eVW/bz99tu6+OKL1bdvX02ZMkVRUVFW5+vTR0vSrb2fDAYpNbNQmbnFti4HAAAAaPVsGrwGDBigH374wepj1apVMhgMuuuuu1RaWqrp06dLkt555x3961//0v/+9z+9+OKLlj4++ugjPfvss7r33nu1ceNGtW3bVtOmTVNmZuVsT336aGncXY3qEOotifu8AAAAAHtg0+Dl7OysoKAgy4eHh4eefvppTZw4UZMnT9bWrVt1/PhxPfvss+rWrZvGjRunefPm6fXXX5fJZJIkvfzyy5o6daquvvpqdenSRU899ZTc3Nz0/vvvS1K9+miJevAgZQAAAMBu2NU9Xi+//LKKior0wAMPSJIiIyPVq1cv+fj4WNoMHz5c+fn5io6O1okTJxQfH68RI0ZYzjs5OWnw4MHavXt3vfpoqbrzIGUAAADAbthN8MrMzNRrr72mO++8U76+vpKklJQUhYaGWrULDg6WJCUnJyslJUWS1KZNm2ptqs7V1UdLVTXjFZeUo9Kylns/GwAAANAcONm6gCobNmyQl5eXrrvuOsux4uJieXt7W7VzcXGRJJWUlKioqEhS5ZLF09uUlJTUq4+GMpvNltev+mxPvN0kbw+jcgtKdSAuVd3a+9q6JJxH9jw2AcYn7BnjE/aM8WmfzGazDAZDne3sJnht2rRJf//73+Xq6mo55urqWu0+rKqw5O7ubmlbUxs3N7d69dFQpaWlio+PlyTLZ3vTxs9RuQWl+j4yVuUFXrYuBzZgr2MTkBifsG+MT9gzxqf9OX0iqCZ2EbxiYmKUmJioq666yup4aGioYmNjrY6lpaVJkkJCQixLDNPS0hQeHm7VJiQkpF59NJTRaFRYWJji4+PVsWNHS9CzJ4My4nUw6ZCyS1zUo0cPW5eD86ioqMiuxyZaN8Yn7BnjE/aM8Wmf4uLi6tXOLoJXZGSkAgIC1L17d6vjQ4YM0aZNm5Sfny9PT09J0o4dO+Th4aHu3bvL2dlZnTp10s6dOy0bbJSVlSkyMlJTpkypVx8NZTAYLAPezc3tnGbPmkrfriHa8MUhHUrMkZubW72mQNGy2OvYBCTGJ+wb4xP2jPFpX+r7N7ZdbK4RFRWliIiIasfHjRunoKAgzZkzRzExMfrqq6+0fPly3XrrrZbpvFtvvVXr16/XRx99pLi4OD388MMqLi7WNddcU+8+Wqou7Xzl5GhQVl6J0rJYCwwAAADYil3MeKWnp1t2MjyVi4uL1q5dq0WLFunaa6+Vj4+PpkyZorvuusvS5tprr1VeXp6ee+45ZWdnq3fv3lq/fr38/f3r3UdL5WJ0VOcwH8UezVZ0fKZC/PmXEQAAAMAW7CJ4/fe//z3juQ4dOujVV1+t9frp06dr+vTp59RHS9W9o79ij2YrJj5TYwa2tXU5AAAAQKtkF0sN0XSqnucVzYOUAQAAAJsheLVw3TtUBq/44zkqKimzcTUAAABA60TwauECfd0U5OemCrMUezTL1uUAAAAArRLBqxWomvWKSWC5IQAAAGALBK9WoHtHP0lSTDwzXgAAAIAtELxagaoNNmLiM1VRYbZxNQAAAEDrQ/BqBTpd4CNno6Pyi0p1LD3f1uUAAAAArQ7BqxVwcnRQt/a+kthWHgAAALAFglcrYdlgg+AFAAAAnHcEr1bCcp8XOxsCAAAA5x3Bq5WI6FC5s2Fiar7yCk02rgYAAABoXQherYSPp4vCgjwkSQcT2FYeAAAAOJ8IXq1I95PLDdlgAwAAADi/CF6tCBtsAAAAALZB8GpFqjbYiD2apfLyChtXAwAAALQeBK9WpF2Il9xdnVRsKld8cq6tywEAAABaDYJXK+LgYGC5IQAAAGADBK9W5s8NNtjZEAAAADhfCF6tTI+Olc/z4kHKAAAAwPlD8GplurX3k8EgpWYWKjO32NblAAAAAK0CwauVcXc1qkOotyTu8wIAAADOF4JXK9SDBykDAAAA5xXBqxWq2mCDGS8AAADg/CB4tUJVM15xSTkqLSu3cTUAAABAy0fwaoVCA9zl4+mssvIKHU7KsXU5AAAAQItH8GqFDIY/H6TMfV4AAABA0yN4tVJssAEAAACcPwSvVurUDTbMZrONqwEAAABaNoJXK9Wlna+cHA3KyitRWlaRrcsBAAAAWjSCVyvlYnRU5zAfSSw3BAAAAJoawasV43leAAAAwPlB8GrF2GADAAAAOD8IXq1Y1Zby8cdzVFRSZuNqAAAAgJaL4NWKBfq6KcjPTRVm6VBilq3LAQAAAFosglcrx4OUAQAAgKZH8Grlunf0kyTFxDPjBQAAADQVglcr1+OUnQ0rKniQMgAAANAUCF6tXKcLfORsdFR+UamOpefbuhwAAACgRSJ4tXJOjg7q1t5XEs/zAgAAAJoKwQtssAEAAAA0MYIX/rzPK4HgBQAAADQFghcU0aFyZ8PE1HzlFZpsXA0AAADQ8hC8IB9PF4UFeUiSDiawrTwAAADQ2AhekCR1P2VbeQAAAACNi+AFSWywAQAAADQlghck/bnBRuzRLJWXV9i4GgAAAKBlIXhBktQuxEvurk4qNpUrPjnX1uUAAAAALQrBC5IkBweDZbkh93kBAAAAjYvgBQvLBhvsbAgAAAA0KoIXLLqffJ4XG2wAAAAAjYvgBYuIDn4yGKTUzEJl5hbbuhwAAACgxbCL4LVp0yZdccUV6tOnj6688kp99tlnlnNJSUmaMWOGBg4cqJEjR+q5555TeXm51fVvv/22Lr74YvXt21dTpkxRVFSU1fn69AHJ3dWoDqHekrjPCwAAAGhMNg9e//d//6dHHnlEN954o7Zs2aIJEyZo3rx52rt3r0pLSzV9+nRJ0jvvvKN//etf+t///qcXX3zRcv1HH32kZ599Vvfee682btyotm3batq0acrMrAwO9ekDf6raVp7lhgAAAEDjcbLli5vNZj3//PO6+eabdeONN0qSZs6cqcjISO3atUvHjh3T8ePH9d5778nHx0fdunXTiRMn9Oyzz+rOO++Us7OzXn75ZU2dOlVXX321JOmpp57SuHHj9P7772vGjBnaunVrnX3gT907+uuzn+OZ8QIAAAAakU1nvI4cOaJjx47pqquusjq+bt06zZgxQ5GRkerVq5d8fHws54YPH678/HxFR0frxIkTio+P14gRIyznnZycNHjwYO3evVuS6uwD1rp3rNxgIy4pR6VlLMcEAAAAGoPNg5ckFRYWavr06RoxYoT+8Y9/6JtvvpEkpaSkKDQ01Oqa4OBgSVJycrJSUlIkSW3atKnWpupcXX3AWpsAD/l4OqusvEKHk3JsXQ4AAADQIth0qWF+fr4k6YEHHtDdd9+t++67T1u3btVdd92l9evXq7i4WN7e3lbXuLi4SJJKSkpUVFQkSdWWC7q4uKikpESS6uyjocxms+X1qz63FF3b+igyJl2/HkpR+2BXW5eDBmipYxMtA+MT9ozxCXvG+LRPZrNZBoOhznY2DV5Go1GSNH36dE2cOFGS1KNHD0VFRWn9+vVydXWVyWSyuqYqLLm7u8vVtTIU1NTGzc1Nkurso6FKS0sVHx8vSZbPLYWva+X7tedAkrr48x92c9bSxiZaFsYn7BnjE/aM8Wl/6rNvhE2DV0hIiCSpW7duVse7dOmi7777TkOHDlVsbKzVubS0NMu1VUsM09LSFB4ebtWmqu/Q0NBa+2goo9GosLAwxcfHq2PHjpag1xIY3LP01b5IJWeVq3v37vVK8LAvRUVFLXJsomVgfMKeMT5hzxif9ikuLq5e7WwavHr16iUPDw/9+uuvGjx4sOV4bGys2rdvryFDhmjTpk3Kz8+Xp6enJGnHjh3y8PBQ9+7d5ezsrE6dOmnnzp2WDTbKysoUGRmpKVOmSFKdfTSUwWCwDHg3N7dzmj2zN726uMjRwaDsfJPySwwK8W85P1tr09LGJloWxifsGeMT9ozxaV/qO0lh0801XF1dddttt+nFF1/UJ598oqNHj+qll17Sjz/+qGnTpmncuHEKCgrSnDlzFBMTo6+++krLly/XrbfeapnOu/XWW7V+/Xp99NFHiouL08MPP6zi4mJdc801klSvPmDNxeio8LaVu0DyPC8AAADg3Nl0xkuS7rrrLrm5uWnFihVKTU1VeHi4XnjhBQ0bNkyStHbtWi1atEjXXnutfHx8NGXKFN11112W66+99lrl5eXpueeeU3Z2tnr37q3169fL37/yQcAuLi519oHqunf0V+zRbMXEZ2rMwLa2LgcAAABo1mwevCRp2rRpmjZtWo3nOnTooFdffbXW66dPn67p06ef8Xx9+oC1Hh399fH2P5jxAgAAABqBTZcawn5171A5Yxh/PEdFJWU2rgYAAABo3gheqFGgr5sCfd1UYZYOJWbZuhwAAACgWSN44Yx6dKyc9WK5IQAAAHBuCF44o+4d/SRJMfHMeAEAAADnguCFM6qa8YqJz1RFhdnG1QAAAADNF8ELZ9TpAh85Gx2VX1SqY+n5ti4HAAAAaLYIXjgjJ0cHdW3nK6ly1gsAAABAwxC8UCs22AAAAADOHcELtbLc55VA8AIAAAAaiuCFWkV0qNzZMDE1X3mFJhtXAwAAADRPBC/UysfTRWFBHpKkgwlsKw8AAAA0BMELdYro8Oe28gAAAADOHsELdWKDDQAAAODcELxQp6rgFXs0S+XlFTauBgAAAGh+CF6oU7sQL7m7OqnYVK745FxblwMAAAA0OwQv1MnBwaDu3OcFAAAANBjBC/XS3fI8L3Y2BAAAAM4WwQv10v3k87zYYAMAAAA4ewQv1EtEBz8ZDFJqZqEyc4ttXQ4AAADQrBC8UC/urkZ1CPWWxH1eAAAAwNkieKHeeJ4XAAAA0DAEL9Rb1QYbB9lgAwAAADgrBC/UW/eOlRtsHErMVmlZuY2rAQAAAJoPghfqrU2Ah3w8nVVWXqHDSTm2LgcAAABoNgheqDeD4c8HKXOfFwAAAFB/BC+cFTbYAAAAAM4ewQtnpWqDjZj4TJnNZhtXAwAAADQPBC+clS7tfOXoYFBWXonSsopsXQ4AAADQLBC8cFZcjI4Kb+sjieWGAAAAQH0RvHDWTl1uCAAAAKBuBC+cNTbYAAAAAM4OwQtnrWpL+fjkXBWVlNm4GgAAAMD+Ebxw1gJ93RTo66aKCrMOJWbZuhwAAADA7hG80CAsNwQAAADqj+CFBune0U+SFBPPjBcAAABQF4IXGqTHKTsbVlTwIGUAAACgNgQvNEinC3zkbHRUflGpjqXn27ocAAAAwK4RvNAgTo4O6trOVxLP8wIAAADqQvBCg7HBBgAAAFA/BC80mOU+rwSCFwAAAFAbghcaLKJD5c6Gian5yis02bgaAAAAwH4RvNBgPp4uCgvykCQdTGBbeQAAAOBMCF44JxEd/txWHgAAAEDNCF44J2ywAQAAANSN4IVzcuqDlB9e/YMOJbLkEAAAADgdwQvnpF2Il9xdnWQqq9D+wyf07Z4kW5cEAAAA2B2CFxosLbNQfxzLUfsQL8ux7XuTFJeUrbjEbKVlFtqwOgAAAMB+ONm6ADRf0xd/We1YTr5Jc1dss3y/ednfzmdJAAAAgF1ixgsNNn/KQDk6GGo85+hg0PwpA89zRQAAAIB9InihwcYMaqel915Y47ml916oMYPaneeKAAAAAPtE8AIAAACAJmbz4JWamqqIiIhqHxs3bpQkRUdHa+rUqerfv7/Gjh2rN954w+r6iooKrVy5UqNGjVL//v11++23KzEx0apNXX2g4Xw9XeTr5aLQAHdJktHRQb5eLvL1dLFxZQAAAID9sPnmGjExMXJxcdFXX30lg+HP+4W8vLyUlZWladOmaezYsVq0aJH27dunRYsWycPDQ5MnT5YkrV69Whs2bNAzzzyj0NBQLVmyRLfddps2b94sZ2fnevWBhgv0ddOrCy+RqbRcUx/fqtLyCj1xxwgF+rrZujQAAADAbtg8eMXGxqpjx44KDg6udu7111+X0WjUE088IScnJ4WHhyshIUFr1qzR5MmTZTKZ9Oqrr+q+++7TmDFjJEkrVqzQqFGj9MUXX2jChAl67733au0D587o5Cijk6P6hAdob2y69h5MU6cLfGxdFgAAAGA3bL7U8ODBgwoPD6/xXGRkpIYOHSonpz/z4fDhwxUfH6+MjAzFxMSooKBAI0aMsJz39vZWz549tXv37nr1gcYzrFeoJGlXVKqNKwEAAADsi13MePn5+enGG2/UkSNH1KFDB82cOVMXXnihUlJS1K1bN6v2VTNjycnJSklJkSS1adOmWpuqc3X1ERgY2KC6zWazioqKJMnyubXr3blylivqyAmlpGfL28PZxhW1XoxN2DPGJ+wZ4xP2jPFpn8xms9UtU2di0+BVVlamP/74Q126dNGDDz4oT09PbdmyRXfccYfWr1+v4uJiOTtb//Hu4lK5aUNJSYll0NXUJicnR5Lq7KOhSktLFR8fL0mWz5BCfI1KzS7Vlu9+U//OHrYup9VjbMKeMT5hzxifsGeMT/tzet6oiU2Dl5OTk3bu3ClHR0e5urpKknr37q1Dhw5p3bp1cnV1lclksrqmKiy5u7tbrjGZTJavq9q4uVVu7lBXHw1lNBoVFham+Ph4dezY0fJ6rd3I40Z9+N0RJecZdUOPHrYup9UqKipibMJuMT5hzxifsGeMT/sUFxdXr3Y2X2ro4VF9VqRr16764YcfFBoaqrS0NKtzVd+HhISorKzMcqx9+/ZWbSIiIiSpzj4aymAwWAa8m5vbOYW4luQv/drpw++O6Le4EzI6u8jo5Gjrklo1xibsGeMT9ozxCXvG+LQv9VlmKNl4c41Dhw5p4MCB2rlzp9Xx33//XV26dNGQIUO0Z88elZeXW87t2LFDnTp1UkBAgLp37y5PT0+r63NzcxUVFaUhQ4ZIUp19oHF1aesrf28XFZWUa3/cCVuXAwAAANgFmwav8PBwde7cWU888YQiIyN1+PBhPf3009q3b59mzpypyZMnKz8/X4888oji4uK0ceNGvfbaa5oxY4akyrWUU6dO1dKlS/X1118rJiZGc+fOVWhoqMaPHy9JdfaBxuXgYNCQnlW7G6bYuBoAAADAPtg0eDk4OOjll19W3759NWfOHE2cOFG//vqr1q9fr27duikgIEBr167VkSNHNHHiRK1atUoLFizQxIkTLX3Mnj1b11xzjRYuXKgbbrhBjo6OWrdunYxGoyTVqw80rqEnt5XfeSBFZrPZxtUAAAAAtmfze7wCAwP19NNPn/F837599e67757xvKOjo+6//37df//9De4Djatf1yA5Gx2VkV2kI8dz1TmMhykDAACgdbP5A5TR8rgYHTWgW5AklhsCAAAAEsELTeTU5YYAAABAa0fwQpMY0jNEBoMUl5itEzk8XR0AAACtG8ELTcLPy1Xd2vtJknZHpdq4GgAAAMC2CF5oMkN7stwQAAAAkAheaELDTt7n9euhdBWXlNm4GgAAAMB2CF5oMu1DvRTi767SsgrtO5Ru63IAAAAAmyF4ockYDAbL7oa7WG4IAACAVozghSY17OR9XrujUlVRYbZxNQAAAIBtELzQpHp2DpC7q5Oy80sUm5hl63IAAAAAmyB4oUkZnRw0qHuIJJYbAgAAoPUieKHJVd3nxbbyAAAAaK0IXmhyg7sHy8HBoKMpeUo5UWDrcgAAAIDzjuCFJufp7qxenQIksdwQAAAArRPBC+eFZVv5KIIXAAAAWh+CF86Lob0qN9j4/fAJ5ReV2rgaAAAA4PxyashFmzZtqrPN3//+94Z0jRbqgkBPtQvxVGJqvn6JSdWFA9rauiQAAADgvGlQ8HrwwQdlMBhkNlc+EPfUr6u+J3jhdEN7hioxNU67DhC8AAAA0Lo0KHhJ0gsvvKAePXqovLxc48eP18svv6yuXbs2Zm1oYYb2CtWH38YpMiZVZeUVcnJkpSsAAABahwYHr+DgYIWFham8vFyS5OrqqrCwsEYrDC1PRAd/eXs4K7fApKgjJ9S3S5CtSwIAAADOiwZNOTg4OMhkMkmSCgoqn8v03HPPKSMjo/EqQ4vj6GDQkJ6Vm2zsOpBq42oAAACA86dBwSs4OFi///67JGnHjh3y8PBQVlaWrrjiCv3vf/9r1ALRsgzteXJb+QMpVvcFAgAAAC1Zg4LX5ZdfrqVLl+qaa67RggULdPXVV2vt2rXq2LGjFi1apMmTJzd2nWghBkQEy8nRQcknCpSYmmfrcgAAAIDzokH3eM2bN0+enp7av3+/LrroIt1+++1ydnbWu+++q/fee08rVqxo7DrRQri5OKlv10D9EpOmXVGpah/qbeuSAAAAgCbXoOBlNBo1a9asascNBoOuu+46XXbZZedcGFquYb1CK4PXgRRdM5adMAEAANDy8QBlnHdDe4bqpQ9/U0xCprLzSuTr5WLrkgAAAIAmdU4PUJZU4wYJPEAZtQn0dVPnMB/9cSxHkdGpGje0va1LAgAAAJpUg4LX7bffrtdff13dunXTAw88oAsuuKCx60ILN6xXqP44lqNdUSkELwAAALR4DdrVcP78+dqyZYsCAwN1++2366OPPlJQUJDCwsIsH0Bthvaq3Fb+l4NpMpWW27gaAAAAoGk1KHhJUrt27fTyyy9r5cqV2rJliy6//HJ9+eWXjVkbWrDwMB8F+LiqxFSu3+J48DYAAABatgYHryoXXnihNm/erClTpuihhx7SrbfeqsOHDzdGbWjBDAaD1cOUAQAAgJasQfd43XzzzTUeDwkJ0U8//aS///3v2r9//zkVhpZvaK9QffZzvHZFpWimua9lwxYAAACgpWlQ8KppJ0NJ8vf3l7+//zkVhNajb5dAuTo76kROsQ4fy1GXtr62LgkAAABoEg0KXm+++WZj14FWyNnoqAERwfp5f7J2HUgheAEAAKDFalDwqk1iYqJWr15t+b59+/aaOXNmY78MWoihPUP18/5k7TyQoimXdrd1OQAAAECTaNR7vCQpPz9f0dHRPEAZ9TK4R4gMBumPYznKyC5SoK+brUsCAAAAGl2j3uN1qqeffrohXaOV8fVyUfcO/oqOz9SuqBRd8ZdOti4JAAAAaHSNfo/Xvn37dMMNNzS4ILQ+Q3qGVAavAwQvAAAAtEzn/Byv07ElOM7WsF6Vz/P69VCGikrKbFwNAAAA0PgaPXgBZ6tdiJfaBHiorLxCew+m2bocAAAAoNE1aKnh7t27z3ju0KFDDS4GrZPBYNCQXiH6ePsf2hWVor/0vcDWJQEAAACNqkHB66abbjrjkkKz2cxyQ5y1Yb1C9fH2P7Q7KlXlFWY5OjCGAAAA0HI0KHi98cYbjV0HWrmenQLk4WZUboFJBxMy1bNTgK1LAgAAABpNg4LX0KFDG7sOtHJOjg4a1D1Y2/ce064DKQQvAAAAtCgN3lwjJiZG8+fP16hRo9S3b19ddNFFevjhh5WYmNiY9aEVqdrdcFdUio0rAQAAABpXg2a8du3apenTp8vHx0ejR49WQECAMjIytH37dm3dulX/+9//1K1bt8auFS3cwO4hcnQwKDE1X8cz8nVBoKetSwIAAAAaRYOC17JlyzRo0CC98sorcnFxsRwvLi7WbbfdpmeffVZr165ttCLROni6GdWrc4B+i8vQrgOp+vtoghcAAABahgYtNTx48KCmTZtmFbokydXVVdOnT9eePXsapTi0PpblhgdYbggAAICWo0HBq02bNkpKSqrxXGZmpvz9/c+pKLReQ08GrwNHTii/0GTjagAAAIDG0aDg9cADD2jlypXavHmzKioqLMd//PFHPffcc3r44YcbrUC0LqEBHmof6qWKCrMiY9JsXQ4AAADQKBp0j9cTTzwhk8mkBQsW6KGHHlJQUJCys7NVXFwss9msu+++29LWYDAoKiqq0QpGyzesV6iOpuRp14EUjRnY1tblAAAAAOesQcFr0qRJjV2HJOnIkSOaNGmSHn30UctrREdHa/Hixfr999/l7++vW265RTfffLPlmoqKCq1atUrvv/++8vLyNGTIED322GNq166dpU1dfcC+DO0Vqve/PqQ9MakqLauQ0anBTz0AAAAA7EKDgtepM1qNpbS0VPfdd58KCwstx7KysjRt2jSNHTtWixYt0r59+7Ro0SJ5eHho8uTJkqTVq1drw4YNeuaZZxQaGqolS5botttu0+bNm+Xs7FyvPmBfurXzk6+ni7LzSxT1xwn16xZk65IAAACAc9Kg4FVl27Zt+umnn5Senq65c+cqOjpavXr1UlhY2Fn39cILL8jT03r78Pfee09Go1FPPPGEnJycFB4eroSEBK1Zs0aTJ0+WyWTSq6++qvvuu09jxoyRJK1YsUKjRo3SF198oQkTJtTZB+yPg4NBQ3qG6MtdR7UzKoXgBQAAgGavQWu4ioqKdOutt2rGjBn68MMP9dlnnyk3N1f/+9//NGnSJB06dOis+tu9e7feffddPfPMM1bHIyMjNXToUDk5/ZkPhw8frvj4eGVkZCgmJkYFBQUaMWKE5by3t7d69uyp3bt316sP2KchPSt3N9x5IEVms9nG1QAAAADnpkEzXsuXL9eBAwf02muvafDgwerdu7ck6T//+Y9uu+02Pf/881q1alW9+srNzdWCBQu0cOFCtWnTxupcSkqKunXrZnUsODhYkpScnKyUlMpnPZ1+XXBwsOVcXX0EBgbWq87Tmc1mFRUVSZLlMxpPRDtPGZ0clJZZqIPx6WofwsOUzwZjE/aM8Ql7xviEPWN82iez2SyDwVBnuwYFr88++0zz5s3T8OHDVV5ebjkeHBysmTNn6oknnqh3X//61780YMAAXXXVVdXOFRcXy9nZ2epY1UObS0pKLIOupjY5OTn16qOhSktLFR8fL0mWz2hcHYOddeh4sT77/oAu7OVt63KaJcYm7BnjE/aM8Ql7xvi0P6fnjZo0KHjl5uae8T4uHx8fqw0yarNp0yZFRkZq8+bNNZ53dXWVyWT9EN2qsOTu7i5XV1dJkslksnxd1cbNza1efTSU0WhUWFiY4uPj1bFjR8vrofGMzk/SoY+jdfSEQT169LB1Oc1KUVERYxN2i/EJe8b4hD1jfNqnuLi4erVrUPDq2rWrNm/erJEjR1Y7980336hr16716ufDDz/UiRMnLBtjVHn88cf16aefKjQ0VGlp1g/Rrfo+JCREZWVllmPt27e3ahMRESFJdfbRUAaDwTLg3dzczinEoWYj+7fT2o+jdfhYjkrKHOTn7Vr3RbDC2IQ9Y3zCnjE+Yc8Yn/alPssMpQYGr5kzZ+ruu+9Wdna2LrroIhkMBu3evVsbN27UO++8o2XLltWrn6VLl6q4uNjq2Pjx4zV79mxdffXV+r//+z+98847Ki8vl6OjoyRpx44d6tSpkwICAuTl5SVPT0/t3LnTErxyc3MVFRWlqVOnSpKGDBlSax+wXwE+burSzldxidnaHZ2q8cM62LokAAAAoEEatKvhuHHjtGTJEh08eFD/+te/ZDab9cwzz+jzzz/Xv/71L1122WX16ickJEQdOnSw+pCkgIAAhYSEaPLkycrPz9cjjzyiuLg4bdy4Ua+99ppmzJghqXIt5dSpU7V06VJ9/fXXiomJ0dy5cxUaGqrx48dLUp19wL4NPbm74a4DKTauBAAAAGi4Bj/H66qrrtJVV12lP/74Q9nZ2fL29lbnzp3l4NCgLFejgIAArV27VosXL9bEiRMVFBSkBQsWaOLEiZY2s2fPVllZmRYuXKji4mINGTJE69atk9ForHcfsF/DeoVqw9YY7Y1NV0lpuVyMjrYuCQAAADhr5/QAZUnq3LlzY9RhcfDgQavv+/btq3ffffeM7R0dHXX//ffr/vvvP2ObuvqA/ep0gbcCfd2UkV2kXw+lW2bAAAAAgOakQcGre/futd5EZjAYFBUV1eCigCoGg0FDe4bo05/itetACsELAAAAzVKDgtesWbMswau8vFwvvfSSrr32WsuDiYHGNKxXG336U7x2R6WoosIsB4f67RwDAAAA2IsGBa977rnH8nVV8LruuuvUq1evRisMqNKnS4DcXByVmVuiuKRsdWvvZ+uSAAAAgLPSeDthAE3E6OSoARGVs6m7otjdEAAAAM0PwQvNwrBebCsPAACA5qtBSw1XrVpl+dpsNstgMOjdd9+13ONlMBg0a9asxqkQkDSoe4gcDNKR47lKyyxUsD9PawcAAEDzcc7Bq8p7771n+Zrghcbm4+mi7h39FXUkU7ujUnTlyMZ9jAEAAADQlBoUvGJiYhq7DqBOw3qFKupIpnYeIHgBAACgeal38HrooYfq3anBYNBTTz3VoIKAMxnSM1TrP4nS/sMZKiwulbur0dYlAQAAAPVS7+D10UcfyWAwyN3dXT4+PrW2re3hykBDtQ321AWBHjqeUaC9B9P1134X2LokAAAAoF7qHbz+85//6Omnn1ZRUZGuv/563XbbbXJwYFNEnD8Gg0FDe4Vq07bD2nkgmeAFAACAZqPeyelvf/ubtmzZotGjR2v58uW69tprdejQoaasDahm6Mlt5SOjU1VeXmHjagAAAID6Oaspq4CAAK1cuVIrV65UcnKyJk2apFWrVqmsrKyp6gOs9OzoL083o/IKSxWTkGXrcgAAAIB6adBawfHjx+vTTz/V5ZdfrlWrVmny5MmKiopq7NqAahwdHTS4Z4gkaScPUwYAAEAz0eCbtHx8fPTss8/qlVdeUXZ2tq699lqtWLFCJpOpMesDqhnas3K54a4DyTauBAAAAKifc94dY/To0dqyZYsmTZqk//73v5o4caJ+/fXXxqgNqNHAiGA5ORp0LL1ASWl5ti4HAAAAqFO9dzW8+eab62zj7e2tw4cP68Ybb9Tvv/9+ToUBZ+LhZlTv8EDti03XrgOpahvsZeuSAAAAgFrVO3iZzeY623Tt2vWcigHqa2jP0MrgFZWiSRd1sXU5AAAAQK3qHbzefPPNpqwDOCtDe4Vqzab9ij5yQrkFJnl7ONu6JAAAAOCMeAIymqUQf3d1bOOtCnPlM70AAAAAe0bwQrNV9TDlXVFsKw8AAAD7RvBCszXsZPD6JSZNpWXlNq4GAAAAODOCF5qtLm195efloqKSMu0/fMLW5QAAAABnRPBCs+XgYNCQkw9T3n2A5YYAAACwXwQvNGtVyw13RqXU65EHAAAAgC0QvNCs9e0aKGcnB6VnFSk+OdfW5QAAAAA1InihWXN1dlL/bsGSpF0sNwQAAICdInih2avaVn4nwQsAAAB2iuCFZm9IzxBJ0qHEbN3/wnYdSsyycUUAAACANYIXmj1/b1d1a+8rSYqJz9K3e5JsWxAAAABwGoIXmrW0zELFJWYrvK2v5dj2vUmKS8pWXGK20jILbVccAAAAcJKTrQsAzsX0xV9WO5aTb9LcFdss329e9rfzWRIAAABQDTNeaNbmTxkoRwdDjeccHQyaP2Xgea4IAAAAqI7ghWZtzKB2WnrvhTWeW3rvhRozqN15rggAAACojuCFFsNQ88QXAAAAYHMELzR7vp4u8vVyUZe2vrrukm6W4wnJOTasCgAAAPgTm2ug2Qv0ddOrCy+Rk6ODDAaDSkzl2rTtsP73Raz+2i9Mrs4McwAAANgWM15oEYxOjjKcXGs45dLuCvRxVWpmod7/+pCNKwMAAAAIXmiB3FycdPvf+0iSNn57SElpeTauCAAAAK0dwQst0og+bTSoe7DKys166cPfZDabbV0SAAAAWjGCF1okg8GgOyf1lbOTg36Ly9C2vcdsXRIAAABaMYIXWqzQAA9dO65yl8N1H/+ugqJSG1cEAACA1orghRZt0kVdFBbkoey8Er31WbStywEAAEArRfBCi2Z0ctTMSf0kSZ/+dERxidm2LQgAAACtEsELLV6/bkG6cECYKszS6g9/VXkFG20AAADg/CJ4oVWYfnVvubs66VBitrbuiLd1OQAAAGhlCF5oFfy9XTX1sh6SpDe2RCkrr9jGFQEAAKA1IXih1bjiLx3VOcxHBcVlWr/5gK3LAQAAQCtC8EKr4ejooFnX9JPBIH27J0n7D2fYuiQAAAC0EgQvtCrd2vvpsuEdJUkvffirSssqbFsQAAAAWgWCF1qdm6/oIR9PZyWm5mvTtjhblwMAAIBWwObB68SJE7r//vs1fPhwDRgwQHfccYcOHz5sOR8dHa2pU6eqf//+Gjt2rN544w2r6ysqKrRy5UqNGjVK/fv31+23367ExESrNnX1gdbF091Zt17VS5L0zpexSssstHFFAAAAaOlsHrxmzZqlhIQErVmzRh988IFcXV11yy23qKioSFlZWZo2bZrat2+vDz/8ULNmzdLSpUv14YcfWq5fvXq1NmzYoH//+9965513VFFRodtuu00mk0mS6tUHWp+LBrVTr84BMpWWa82m/bYuBwAAAC2cTYNXTk6OwsLC9OSTT6pv374KDw/XXXfdpbS0NB06dEjvvfeejEajnnjiCYWHh2vy5Mm65ZZbtGbNGkmSyWTSq6++qtmzZ2vMmDHq3r27VqxYoZSUFH3xxReSVGcfaJ0MBoNmTu4rRweDdh5I0c7fk21dEgAAAFowmwYvHx8fLVu2TN26dZMkZWZm6rXXXlNoaKi6dOmiyMhIDR06VE5OTpZrhg8frvj4eGVkZCgmJkYFBQUaMWKE5by3t7d69uyp3bt3S1KdfaD16hDqrb+PDpckrdm0X8UlZTauCAAAAC2VU91Nzo9HH31U7733npydnfXSSy/J3d1dKSkpllBWJTg4WJKUnJyslJQUSVKbNm2qtak6V1cfgYGBDarXbDarqKhIkiyf0fxcPbK9tv2SpLSsIr312QFNGd/V1iU1CsYm7BnjE/aM8Ql7xvi0T2azWQaDoc52dhO8/vnPf+q6667T22+/rVmzZmnDhg0qLi6Ws7OzVTsXFxdJUklJiWXQ1dQmJydHkurso6FKS0sVHx8vSZbPaJ7G9fPQO9uLtfmHeIV5FynYx2jrkhoNYxP2jPEJe8b4hD1jfNqf0/NGTewmeHXp0kWStHjxYv36669666235Orqatkko0pVWHJ3d5erq6ukynu9qr6uauPm5iZJdfbRUEajUWFhYYqPj1fHjh0tr4fmp0cP6VDqXu05mKHvokx6bFqfev2rhT0rKipibMJuMT5hzxifsGeMT/sUF1e/xxPZNHhlZmbq559/1qWXXmq5B8vBwUFdunRRWlqaQkNDlZaWZnVN1fchISEqKyuzHGvfvr1Vm4iICEmqs4+GMhgMlgHv5uZ2TiEOtjfzmgG669lvFHUkS7tiMnXRoHa2LqlRMDZhzxifsGeMT9gzxqd9qe8/2Nt0c42MjAzNmzdPP//8s+VYaWmpoqKiFB4eriFDhmjPnj0qLy+3nN+xY4c6deqkgIAAde/eXZ6entq5c6flfG5urqKiojRkyBBJqrMPQJJC/N11/SWV9wK++vEB5Rea6rgCAAAAqD+bBq9u3brpwgsv1JNPPqndu3crNjZWDz74oHJzc3XLLbdo8uTJys/P1yOPPKK4uDht3LhRr732mmbMmCGpci3l1KlTtXTpUn399deKiYnR3LlzFRoaqvHjx0tSnX0AVf4+uovaBnsqO79Eb3wWbetyAAAA0ILY/AHKy5cv14gRIzR37lz94x//UHZ2tt5++21dcMEFCggI0Nq1a3XkyBFNnDhRq1at0oIFCzRx4kTL9bNnz9Y111yjhQsX6oYbbpCjo6PWrVsno7Fyg4T69AFIktHJQTMn95Ukff5zvGKPZtm4IgAAALQUBrPZbLZ1Ec3N/v37JUnh4eGKjo5Wjx49WGfbgizbsEff7UlSl7Y+WnrvaDk6NL+NNgoLCxmbsFuMT9gzxifsGePTPlVlgz59+tTazuYzXoC9ufWqXvJwdVJcUo4+/+mIrcsBAABAC0DwAk7j5+Wqm67oKUl647NoZeUW27giAAAANHcEL6AGl43oqC7tfFVYXKZ1Hx+wdTkAAABo5gheQA0cHQy6a3JfGQzStr1J+vVQuq1LAgAAQDNG8ALOoGs7P13xl06SpJc+/E2lZeV1XAEAAADUjOAF1GLq5T3k6+WiY+n52vhdnK3LAQAAQDNF8AJq4elm1PSrekmS3vsyViknCmxcEQAAAJojghdQh9ED26pvl0CZyir0ykf7xaPvAAAAcLYIXkAdDAaD7pzUV06OBkVGp2rH7ym2LgkAAADNDMELqId2IV6aOKaLJGnNpv0qKimzcUUAAABoTgheQD1dO66bgv3dlZFdpHe+OGjrcgAAANCMELyAenJ1dtKMiX0kSf+3/bASknNtXBEAAACaC4IXcBaG9gzV8N6hKq8w66WNv7HRBgAAAOqF4AWcpdv/3kcuzo468McJfROZaOtyAAAA0AwQvICzFOznrhsuiZAkvbr5gPIKTTauCAAAAPaO4AU0wN9Gh6tdiJdyC0x6fUuUrcsBAACAnSN4AQ3g5Oiguyb3lSR9sTNBMQmZNq4IAAAA9ozgBTRQ7/BAjR3cTmaz9NIHv6m8vMLWJQEAAMBOEbyAczBtQi95uhn1x/EcbfnpiK3LAQAAgJ0ieAHnwNfLRTdf2VOS9NZnMTqRU2TjigAAAGCPCF7AObp0WAd1a++ropIyrfv4gA4lZunhl37UocQsW5cGAAAAO0HwAs6Rg4NBd03uJweD9P2+Y3r3y1jtj8vQt3uSbF0aAAAA7ATBC2gEXu7O+mu/MEnS7qgUSdL2vUmKS8pWXGK20jILbVkeAAAAbMzJ1gUALcH0xV9avq4wV37OyTdp7optluObl/3tfJcFAAAAO8GMF9AI5k8ZKEcHQ43nHB0Mmj9l4HmuCAAAAPaE4AU0gjGD2mnpvRfWeO7yv3TUqP5h57kiAAAA2BOCF9DIDKdNfH3ywxEtWPW9jqbk2qYgAAAA2BzBC2gkvp4u8vVyUZe2vrrrmn7q0s5X7q5OcnNxVOzRbM1ZsU0ffHNI5eUVti4VAAAA5xmbawCNJNDXTa8uvEROjg4yGAy6bHgHlZVXKLfApFXv/6rI6FS9viVKP+8/rjnXD1S7EC9blwwAAIDzhBkvoBEZnRxlOLnW0GAwyOjkqAAfNz02fZjuvW6APFydFHs0W/cu/47ZLwAAgFaE4AWcBwaDQeOGtteq+8dqUPdglZZV6PUtUXpg1Q9KTM2zdXkAAABoYgQv4DwK9HXT47cN173X9ZeHq5MOHs3Svcu/04ffHFJ51QPAAAAA0OIQvIDzrHL2q4PV7NdrW6L0wAvfM/sFAADQQhG8ABs5dfbLndkvAACAFo3gBdhQ1ezXi/eP1UBmvwAAAFosghdgBwJ93fSv24Zr9rXWs18bv2X2CwAAoCUgeAF2wmAw6JJhHbTqvj9nv9Z/wuwXAABAS0DwAuxMkB+zXwAAAC0NwQuwQ1azXxGnzH6tYvYLAACgOSJ4AXYsyM9N/7p9uO6pmv1KYPYLAACgOSJ4AXbOYDBoPLNfAAAAzRrBC2gmzjz7FcfsFwAAgJ0jeAHNSM2zXwf04KrvlZTG7BcAAIC9IngBzdDps18xCVm6d9l3+ui7ytmvw8dy9NpX6Tp8LMfWpQIAAECSk60LANAwVbNfA7oF64X39mpvbLpe3XxAP/12XEG+LopPK9H3+5LVp2sbW5cKAADQ6jHjBTRzQX5uWnTHCN18RU+5GB0Vk5Cl739NkST98FuK4pKyFZeYrbTMQhtXCgAA0Hox4wW0AAaDQW98GlXteF5hqeau2Gb5fvOyv53PsgAAAHASM15ACzF/ykA5OhjOeN7V2VEvfvCrfj+coQp2QQQAADivmPECWogxg9qpbYiX1QxXFS93o/IKS/X5z/H6/Od4Bfm56cL+YRo9sK06XeBjg2oBAABaF4IX0AIZDJLZ/Ofnf90+QoXFpfrulyT99Fuy0rOK9OG3cfrw2zh1CPXS6IFtNXpAWwX7u9u6dAAAgBaJ4AW0IL6eLvL1clGAt4t6XOCg6OMVOpFbIn9vV3Vr76f+3YI1c3K5IqNStW1vknZHpSohJU9vfBqtNz6NVs9O/ho9sK3+2vcC+Xi62PrHAQAAaDFsHryys7O1fPlyfffdd8rPz1dERITmz5+vwYMHS5J+/vlnLVmyRIcPH1abNm10zz336Morr7RcX1JSomeeeUaff/65iouLNXbsWD3yyCPy9/e3tKmrD6ClCPR106sLL5GppFgxMTGaelV3Obu4yujkaGnjYnTUX/tdoL/2u0D5hSb9+Fuytu9N0v7DGYo6kqmoI5la89F+DewerNED2mpYr1C5utj8VwUAAECzZvO/pubNm6f09HQtX75cAQEBevPNNzV9+nR99NFHMpvNmjFjhqZNm6YlS5bou+++04IFC+Tv768RI0ZIkv71r38pMjJSL7zwgpydnfX4449r9uzZeuuttyRJhw8frrMPoCUxOjmq1FS5yYbBYLAKXafzdHfWpcM76NLhHZSRXaTte49p294k/XEsR7ujUrU7KlWuzo4a3qeNRg9oqwHdguToyJ48AAAAZ8umwSshIUE//vijNmzYoEGDBkmSHn30UX3//ffavHmzTpw4oYiICM2dO1eSFB4erqioKK1du1YjRoxQamqqNm3apJdfftkyQ7Z8+XJddtll2rt3rwYMGKDXX3+91j4AVAr0ddOki7po0kVdlJiap+9+SdK2X5KUmlmo7/Yk6bs9SfLxdNaofpWbckR08JPBcOZdFAEAAPAnm/7TtZ+fn9asWaM+ffpYjhkMBhkMBuXm5ioyMrJaOBo+fLj27Nkjs9msPXv2WI5V6dSpk0JCQrR7925JqrMPANW1C/HSTZf30H8fHqcl94zShL92ko+ns3LyTfrkxyO6/4XvdcfTX+mtz6KVmJpn63IBAADsnk1nvLy9vTV69GirY1u3blVCQoIefvhhffTRRwoNDbU6HxwcrKKiImVlZSk1NVV+fn5ycXGp1iYlJUWSlJKSUmsfp94LdjbMZrOKiookyfIZsBeNOTbbB7vqpsu66IZLOmv/4Uz9+FuKdkWnKeVEod79KlbvfhWrjm28NLJvqP7aN1T+3q6Waw8fy9HbWw/pxku7KjyMbetRid+dsGeMT9gzxqd9MpvN9VoFZPN7vE71yy+/6KGHHtL48eM1ZswYFRcXy9nZ2apN1fcmk0lFRUXVzkuSi4uLSkpKJKnOPhqqtLRU8fHxkmT5DNibxh6brpIu7uWoUREhOphUrP3xhYpLLlZ8cp7ik/P01tZD6hjioj4d3NWzvZu+/S1XB47k6/++idLlg30btRY0f/zuhD1jfMKeMT7tT02Z5HR2E7y++uor3XfffRo4cKCWLl0qqTJAnR6Oqr53c3OTq6trjeGppKREbm5u9eqjoYxGo8LCwhQfH6+OHTueU19AYysqKmrysdmvj3StpNwCk3YeSNUPv6UoJiFb8aklik8t0aeRWZZ//YlKKtHfLw6TzJKXh1FBvvz30pqdj/EJNBTjE/aM8Wmf4uLi6tXOLoLXW2+9pcWLF+uyyy7Tf/7zH0tibNOmjdLS0qzapqWlyd3dXV5eXgoNDVV2drZMJpNVykxLS1NISEi9+mgog8FgGfBubm5yd+fBs7A/52Nsuru7629jfPW3MRFKzSzUbYu/lCSVV0hS5X2UeYWleuilnZZr3l18hdxdjU1aF+wfvzthzxifsGeMT/tS383GbL4v9IYNG/Tvf/9bN954o5YvX24VoAYPHqxdu3ZZtd+xY4cGDhwoBwcHDRo0SBUVFZZNNiTpyJEjSk1N1ZAhQ+rVB4DGE+LvrvlTBsrRofZfQFMe/UwLXvheG7bG6MAfJ1RWmdIAAABaLJvOeB05ckRPPfWULrnkEs2YMUMZGRmWc66urrrppps0ceJELV26VBMnTtS2bdv0+eefa+3atZKkkJAQXXnllVq4cKGeeuopubm56fHHH9fQoUPVv39/SaqzDwCNa8ygdmob4qW5K7ZVOzeiTxvFH89V8okCRcdnKjo+U//74qDcXBzVq3Og+ncLUv+uQWof6sVW9QAAoEWxafDaunWrSktL9eWXX+rLL7+0Ojdx4kQ988wzWr16tZYsWaLXX39dbdu21ZIlS6y2h//3v/+tp556Snfffbck6cILL9TChQst57t27VpnHwCahsEgmc1/fr52XDd1aeurlBMF+vVQhn49lK5fD6Urt8CkyOhURUanSpJ8vVzUv2uQ+nUNVL+uwQryYx07AABo3gxmHmZ11vbv3y+p8mHM0dHR6tGjB+tsYVcKCwttOjYzsos097ltCvJ10yXDOujLnQlKzy7SijmjFXjaxhoVFWbFJ+dqX2xlCPv9jxMylZZbtQkL8lC/rkHq3y1IfboEydON+8OaM1uPT6A2jE/YM8anfarKBqc+m7gmdrG5BoCWJdDXTa8uvEROjg4yGAy6bHgHlZVXyOjkWK2tg4NBncN81DnMR5Mu6qLSsnLFxGdp36F0/RqbrkOJWTqWXqBj6QX69Kd4ORikLu18LUGsR0f/GvutcigxS+s/idK0CT3VtZ1fU/7YAAAAZ0TwAtAkTg1DBoOh1nB0+nV9ugSqT5dA3XR5D+UXlWp/3J/LEpPS8hV7NFuxR7P1/teH5Gx0VK9O/urfLUj9ugap0wU+cjhlc49vIhO1Py5D3+5JIngBAACbIXgBsGuebkaN6NNGI/q0kVS5jPHXQ+mWGbGsvBLtjU3X3th0SZKXu7O6dfBV5wt8FNHBT9/vOyZJ2r43SWMHt5PMkreHs4L9WaIBAADOH4IXgGYl0NdNFw9pr4uHtJfZbNbR1Dz9GlsZxH4/nKG8QpP2RKdpT7T18/ty8k1WOy1uXva38106AABoxQheAJotg8GgDqHe6hDqrasvDFdZeYVij2Zp07bD+nl/8hmukWZO6nueKwUAAK0dwQtAi+Hk6KCenQLUs1OA4pKya3yWmNksrdn0uw78kalLR3RQ784BPDMMAAA0OYIXgBbt9GeJhQV66lhGvrbtTdK2vUkKC/LQ+GEddfGQdvLxdLF1uQAAoIUieAFokXw9XeTr5VLtWWL/vnOEsvNLtHVHgrbvTdKx9AKt/+SA3vwsSsN7t9FlwzuqT5dAq50RAQAAzhXBC0CLVNuzxIL83NW1nZ9uvaqXvt93TFt3JOhQYrZ++PW4fvj1uEID3DV+WAeNG9Jeft6utv5RAABAC0DwAtBi1fUsMXdXoy4d3lGXDu+oP47laOuOeH33S5JSThTqjU+j9fbnMRraK1SXDe+o/t2CmAUDAAANRvACAEmdw3w0c3I/TZvQSz/8ekyf70jQwYQs/bw/WT/vT1awv7vGD22vcUPbK8DHzdblAgCAZobgBQCncHVx0rihHTRuaAfFJ+dq6454fbsnSWmZhXrr8xht+OKghvQI0aXDO2hg9xA5MgsGAADqgeAFAGfQsY23Zkzsq1sm9NKPvx7X1h3xijqSqZ0HUrTzQIoCfd10ydD2umRoBwX5MQsGAADOjOAFAHVwMTpq7OB2Gju4nRJT87R1R4K+iTyqjOwi/e+Lg3r3y4Ma2L1yFmxIjxA5OjrYumQAAGBnCF4AcBbahXjptr/11s1X9NDP+5O1dUeC9h/OUGR0qiKjU+Xv7Vo5Czasg0L83S3XHUrM0vpPojRtQk91bednw58AAADYAsELABrA2eio0QPbavTAtjqWnq8vdiToq91HlZlbrHe/itV7X8dqQLdgXTq8g4b2CtU3kYnaH5ehb/ckEbwAAGiFCF4AcI7Cgjw17apemnp5D+08kKytPydo36F0/XIwTb8cTJOnu1GlpRWSpO17kzR2cDvJLHl7OCv4lFkxAADQchG8AKCRGJ0cNLJfmEb2C1NyRoHuePorSVJ+YamlTU6+SXNXbLN8v/aRSxTs5yaDgd0RAQBoyQheANAE2gR6aP6UgXrunb0qrzCfsd1ti7+Uj6ezurbzU7f2furW3ldd2/nJ28P5PFYLAACaGsELAJrImEHt1DbEy2qGq8pf+rZRWmah4pNzlZNvsmzOUaVNgIe6ngxh3dr7qnOYj1yd+ZUNAEBzxf+LA8B5YDBIZvOfn/9xcTd1aesrU2m5jhzPUezRbMUmZunQ0SwdSy9Q8onKj+17j0mSHBwM6hjqra7tfU/OjPmpXYgXD3AGAKCZIHgBQBPy9XSRr5eLgnzddMmwDvpyZ4LSs4vk6+kiqXJ3xIgO/oro4G+5Jr/QpEOJVUEsW7FHs5SVV6I/jufoj+M52rojQZLk6uyo8LaVQaxru8rPdd0vxrb2AADYBsELAJpQoK+bXl14iZwcHWQwGHTZ8A4qK6+Q0cnxjNd4ujtrQESwBkQES5LMZrNO5BQr9miWYo9m6VBitg4lZqmopFwH/jihA3+csFxb1/1ibGsPAIBtELwAoImdGrIMBkOtoasmBoNBgb5uCvR101/6XiBJKq8w61hantUSxTPdLxbk66a2wZ5qH+qtb/ckSWJbewAAzjeCFwA0Q44OBrUP9Vb7UG+NG9peks54v1h6dpHSs4u0Nzbdcv3p29pvXva38/4zAADQmhC8AKCFONP9Yh98c0gbv4uT+cy72mvG01+pRyd/9egYoJ6d/BUW5CkHNu4AAKDRELwAoAXzdHfWLRN6aWT/sBq3tQ8NcFfKiUIdzyjQ8YwCfb07UZLk5W5U947+6tHRXz07BahLO1+5GM9uiSQAAPgTwQsAWpHTt7V/4OYhCvV3V0xClqKOnFB0fKZij2Yrr7BUu6NStTuq8l4xJ0eDwtv6ngxilTNjvl4uNv5pAABoPgheANAK1Latvae7swb3CNHgHiGSpNKyCh05nqOoI5mKjj+h6COZysor0cGELB1MyNKmbYclSW0CPU4JYv5qG+zF8kQAAM6A4AUArcDZbGtvdHKwPKT576PDZTablZpZeDKIZSr6yAkdTc1TckaBkjMK9E1k5fJET7fK5YlVQaxre78alycePpaj175K1x3eF6hPV3ZTBAC0DgQvAGglGrqtvcFgUGiAh0IDPCq3oJeUX1SqmPiqIJapg0ezlF9UarWVvZOjQeFhvic37fBXj07+8vNy1fZ9yYpPK9H3+5LVp2ubxv9BAQCwQwQvAMBZ83QzWi1PLCuv0B/HcixBLDr+hDJzS3TwaJYOHv1zeWKgj6tyCkySpG17k9W32zH5ebkqyNeNZ4kBAFo0ghcA4Jw5Of65PPFvF/65PLEqiH32c7wkKSOn2HJNYUmZ/vNGpOX7iPZ+CvF3V0iAe+Vnf3eF+HsoyM9NTo4O5/tHAgCgURG8AACN7tTliRcNaqeenfz13Dt7VV5x5oeJVc2Onc7BIAX4ulmFsaqvQwPc5efl2qBNPQ4lZmn9J1GaNqGnurbzO+vrAQA4GwQvAECTGzOondqGeNX4LLGnZv5Fbq5GpWYWKvVEoVIzCyq/zixUWmahTGUVSs8qUnpWkX4/fKLa9UYnBwX7uVkFsj9nzTzk5W6UwVA9mH0Tmaj9cRn6dk8SwQsA0OQIXgCA8+r0Z4m5uRrVpa2vurT1rda2osKs7PySaoEsNbNQKZmFysguUmlZhY6lF+hYekGNr+fm4mQJZF4eRnm6OyvQ203f/ZIkSdq+N6ly0xCz5O3hzL1mAIAmQfACAJwXVc8SC/B2UY8LHBR9vEInckvk63nmBzE7OBjk7+0qf29X9ejkX+18eXmF0rOLrALZqSEtK69ERSVlik/OVXxybo2vkZNvspqJ+8/dI9UuxEte7s7n/kMDAHASwQsAcF5UPUvMVFKsmJgYTb2qu5xdXOu9rX1NHB0dLPeS1aSktFxplkBWoN3RqfolJk1nvtNMemDVD5Iqg2JYsKfahXipbbCn2gVXfg70deNB0QCAs0bwAgCcN0YnR5WaKkPL2TxLrKFcjI5qF+KldiFekqQrR3ZWXFJ2jfeajRoQprwCk5LS8pWRXaTs/BJl55fowB/W95W5ODsqLKgyiLUL8VTbYC+1DfHUBYEeZ/3zsMEHALQeBC8AQKt0+r1mk8Z0sdxnVlRSpmNp+UpMy1NSWr4SUys/J2fkq8RUrj+O5eiPYzlW/Tk4GBTq7662lkDmqbYhXmob7CVPN2ONNbDBBwC0HgQvAECrUnWvWZCvmy4Z1kFf7kxQenaR1b1mbi5O6tLOV13a+VpdW1ZeoZQTBVZhLCktT4mp+SoqKdPxjAIdzyjQrijr1/TzclG7EC+FBXvK19NFPh7OCgnw0Pf7jkligw8AaA0IXgCAVqXqXjMnRwcZDAZdNryDysor6rVM0MnRoXJpYbCXhvduYzluNpuVmVuspNSTQeyUQJaZW6ysvBJl5ZXot7iMGvs9fYOPZ2aNVKCvmwJ8XHl4NAC0EAQvAECrc2rIaox7zQwGgwJ83BTg46Z+3YKszhUWl1rNkO09mKbDpy1TPN2DL/5wst/K2bJAXzfLR9BpX/t6ucrxHDf74F4zAGh6BC8AAJqQu6tR3dr7qVv7ykDzzyt7nnGDj0E9glViKldGdpEysotVVl6hzNwSZeaWKPZodo39OzoY5O/jqkAf61B2akjz8XSu8SHSVbjXDACaHsELAAAbOX2Dj6mX9bBs8FFRYVZOQcnJEFak9JNh7NTvM3OLVV5hVnpWkdKzihR9htcxOjko0KcqkLkqyM9dLkZHubo4ys/LVdv32v5eM2bdALR0BC8AAM6z+mzw4eBgkJ+Xq/y8XM8YRMrLK5SVV3JKMCuq9nVWXolKyyqUfKJAyScKaq3r9HvNRg9oK093ozzdjCc/O5/yvbPluIvRsdYZtfpg1g1AS0fwAgDgPDuXDT5O5ejoYFlW2P0MbUrLKnQip3ooi0nIqrYl/um27U2qVx1Ojg6WQObl7iwPS1Cr/P5Mwa2wuFTFJeWSQezwCKDFI3gBAGADjb3Bx5lfx0GhAR4KDfCodu5M95rdelUvebk7K7/IpPzCUuUXlSq/sFR5RSYVFJZWHi8qVV5hqSoqzCorr1B2Xomy80rOud7TZ93m3jBA3h4u8vZwlreHs7zcneXu6nTOM2xncvhYjl77Kl13eF+gPl0JfQAaD8ELAIBW7vR7zfp0CbTca1Ybs9msopIy5ReVqqCoVHmF1kHNOriZlFdUagluBUWlqjDXXduK/+2tdszRwWAJYqeGMusP6+MuzvVbDrl9X7Li00r0/b5k9enaps72AFBfBC8AAFqp+txrVhuDwSB3V6PcXY3SWd6WVVFhVmFJmQ78kaEnX91V7fyoAWFykEG5BSXKLTQpt6Dyo8RUrvIKs+XZaFJevV7P6ORwxmBmMFSGOU83o77/NVmS9OP+FI0fkc2SRwCNhuAFAEAr1Vj3mjWEw8mgE+DjJqn6rNukMV1qnHUrNpUpr6Bydi23oMQSyKw//jyek29SWXnFyXvdinUip7he9eUWlFoteRzWK1TeHs7y9XKRt4eLfDyd5ePpIh+Pk589nRvtfWOHR6Blsqvg9corr+iHH37Qm2++aTkWHR2txYsX6/fff5e/v79uueUW3XzzzZbzFRUVWrVqld5//33l5eVpyJAheuyxx9SuXbt69wEAQGt1vu41O5OznXVzdXaSq7OTgvzc6tW/2WxWsam8WiCr+sgrMCkuKVuHErNr7WfngZQ6X8vd1em0MFYZyLw9XOTr6Szvk+eqwpvRyaHGftjhEWiZ7CZ4vf3223ruuec0ePBgy7GsrCxNmzZNY8eO1aJFi7Rv3z4tWrRIHh4emjx5siRp9erV2rBhg5555hmFhoZqyZIluu2227R582Y5OzvXqw8AAGAbTT3rZjAY5ObiJDcXJ4XUslzwTBuN3HNtf3m6GZVTYFJufomy80uUm29STkGJcvJNyskvUU6BqXLpZHGZCovLlJxR+7b9VU4Naq7OTnJ1cZSnm1E//HpckvTN7qPq0tZH7i5GhQR4qGMbrybbVKQmzLwBjcvmwSs1NVWPP/64du7cqY4dO1qde++992Q0GvXEE0/IyclJ4eHhSkhI0Jo1azR58mSZTCa9+uqruu+++zRmzBhJ0ooVKzRq1Ch98cUXmjBhQp19AAAA27L1rNupTl/y2DnMp86NRioqzCooLq0MYaeEsTMFtdwCk8rrEdQKisusNhdxcDDIy71yi34v9z93efTycJaXu9Hqe2/LceczzqzVhZk3oHHZPHgdOHBARqNRH3/8sV588UUdO3bMci4yMlJDhw6Vk9OfZQ4fPlyvvPKKMjIydPz4cRUUFGjEiBGW897e3urZs6d2796tCRMm1NlHYGDg+flBAQCA3apa8hjg7aIeFzgo+niFTuSW1GujkcpAVBly2gbX/Vpms1kFRaXKPhnUcgtKtCsqVV/vPipzLTs9VlSYT4Y301n8ZJKbi+MpAc06lHl5GK2+Ly0rV0VF5TU8Ww1oXDYPXmPHjtXYsWNrPJeSkqJu3bpZHQsOrvyNlpycrJSUyvXWbdq0qdam6lxdfTQ0eJnNZhUVFUmS5TNgLxibsGeMT9gjd2dp1byRKjUVKyEhQZPHdZDR2VVGJ7MKCwsb/fUcJPl7Osrf002Sm/qF++riQW300Es7q7V9euYwtQ3ysDw7La+w6rlqJz8X/vlctfyq80WVH2azVFRSrqKSIqVlNey/udOfrXbdxeGnPAj75OeTH24u9du2v74OH8vR21sP6cZLuyo8zKfR+m2u+P1pn8xmc73Gvc2DV22Ki4vl7OxsdczFpfJfnkpKSiyDrqY2OTk59eqjoUpLSxUfHy9Jls+AvWFswp4xPmHPEhISzvtrHs+seSbryJEjKsn5828ZR0k+jpKPpyTPU486SnK1tKswm1VsMquopFyFpgoVlVSosKRCRaaTn0sqqh3PLyqv8/lq7359+IznHAySm4uD3JxP+XA57bOzg9xdrL93MRpq/MP108hsHTiSr//7JkqXD/atvbBWhN+f9uf0vFETuw5erq6uMpmsfwlVhSV3d3e5ulb+cjGZTJavq9q4ubnVq4+GMhqNCgsLU3x8vDp27Gh5PcAeFBUVMTZhtxifsGe2HJ/BOcXy+SFbgT6uumhQmL7dc0wZOcXq3ztCAT6udXfQSGKPZuvR/+6udvzSYW3lbHQ8+UDsspMPzf5zdq20rEIVZqmguEIFxRVn9ZqVjxdwkqebUS5GR7kYHeXm4qQDRypnG3+NL1J4h1B5uDkp2M9dHdt4ydPNKAeH87PZiL3MvPH70z7FxcXVq51dB6/Q0FClpaVZHav6PiQkRGVlZZZj7du3t2oTERFRrz4aymAwWAa8m5vbOYU4oKkwNmHPGJ+wZ7YYn+7u7lr/6HjLDo9XX9j1vD1X7VSenpX/YH36RiOX/SW81o1GSkrLlX/yYddVSyDzqpZCWn1dda7ymKm0XBUVZuUWlCq3oLTGvotN5drwpfUftwaD5OnmbHmmWtUDsat2ivQ+eawxnrX20+9xOnAkSz8fyFCfrm3qvqCJHD6Wo9e+Stcdky5Qn64BNqsD1uq7vNaug9eQIUP0zjvvqLy8XI6Olf+h7NixQ506dVJAQIC8vLzk6empnTt3WoJXbm6uoqKiNHXq1Hr1AQAAYC/sYYfHs322WhUXo6NcfNwsD8Wur6rAVhXMduxP1uYf/jjjRiMuRkeVlJbLbJYlwCWl5dfrtdxcnE6GM+c/H4Tt4fLnsarQ5uEiU2m5TGXlMhgMdrPRyPZ9yYpPK9H3+5JtGgDRMHYdvCZPnqy1a9fqkUce0W233abffvtNr732mhYtWiSpci3l1KlTtXTpUvn7+yssLExLlixRaGioxo8fX68+AAAA8Kemfrba6U4PbH3CA3XR4HY1PldtxdzR6tLWV2XlFcorNFlt1Z97cqv+nII/t+3PLbDewr+opExFJWVKzWzYhimnbzQybkh7GZ0cZHRykJOjg+Vro5ODnJwcZHRylPG049ZtHc943Mmx8r63tMxC5RaYJIP00/7KzeN+3J+i8SOy2WmymbHr4BUQEKC1a9dq8eLFmjhxooKCgrRgwQJNnDjR0mb27NkqKyvTwoULVVxcrCFDhmjdunUyGo317gMAAAB/soeZt8rXtl7uWMXJ0UF+Xq7y86rfvW9VW/hXPl/tlLB26ueTz16rDG4mmUrL6+z3q91HG/qj1YvRyUGlZdXvl8stKLUKgE/d9VcF+LgqwMdNLkbbPQcPtTOYzbU9MQI12b9/vyQpPDxc0dHR6tGjB/cpwK4UFhYyNmG3GJ+wZ4xP+5CRXaS5z22rttxxxZzRCvQ9P5tKFJvKtP9Qhp54tfoW/5Mv6iJfL1eVlpWrrKxCpeUVKi079aP8z6/LKyrbWH1dbt3+5PUVdW0pWQ8ebsbKEObtKv+TYez07308XeTYwI1JDiVmaf0nUZo2oScP1j6pKhv06dOn1nZ2PeMFAACA1ud8L3esiauzk/xO7iZ5+szbyP5htW400lDlFeY/w9wpQe2PYzn6z5uR1doPjAiWqaxcJ3KKdSKnWKbSchUUlaqgqFRHU/LO+DoODgb5eblYZsn8vV1Pfu2qAG+3kwHNVe6uxmrXfhOZqP1xGfp2T5JNg1dzDIAELwAAANgde1ju2NCNRhrK0cEgR2cn6bRHQhWWVO7kfXoAvOmKHpYAaDabVVBcphM5Rco8GcRO5J76dbEyc4qVnVesigqzJaxJ2Wesx83FUf7ervJyd5aHm1E+ns766bdkSdLXu4+qfYiXnI0O8vd2VdtgL7m6OMnN2VGOjg5N8O5Ys5cAeDYIXgAAAEAN7GHmTfozAAZ4u6jHBQ6KPl6hE7klVgHQYDDI080oTzejOoR6n7Gv8vIKZeeXWIJXZk6RTuRWff1nWCsoLlNRSbmOpRdIKqjWT2FxmV784NcaX8Po5CBXZye5uTieDGNOcnVxPHnMSa4uTnJ1rnxW26ntLF87n9bGxUnOTg5KzyqybDRiLztNng2CFwAAAHAG9jDzVhUATSXFiomJ0dSrusvZxbVBtTg6Opy876v2e+WKS8oss2Q/7Dumz3bE17rFf1l5hcpP3qNWee+aSXkN2zyyRg4GqaZb4E7faXLzsr813os2MoIXAAAAYOeMTo4qNVVuiHE+AqCri5PCgjwVFuSpPl0CdcnwDrVu8S9VBq5iU+WW/cUlZSo2lVu+LjKVW44Vm04eO62N5WtTmYpLylVkKlOJqXJ3ybr2HXF0MGjO9QMa+21oVAQvAAAAAPVypi3+JZ18BpmzvNyda764AcorzCoxnQxsJWU6lJitpW/vqdZu6b0XNsmGJ42J4AUAAACgVud7o5Eqjg4GubsaLTssnmmjkeaA4AUAAACgVva20cj5DoCNgeAFAAAAoE72tNGIrQNgQxC8AAAAADQb9hAAG6Lpn24GAAAAAK0cwQsAAAAAmhjBCwAAAACaGMELAAAAAJoYwQsAAAAAmhjBCwAAAACaGMELAAAAAJoYwQsAAAAAmhjBCwAAAACaGMELAAAAAJoYwQsAAAAAmhjBCwAAAACaGMELAAAAAJoYwQsAAAAAmpjBbDabbV1Ec/PLL7/IbDbLaDSqtLRURqNRBoPB1mUBFmazmbEJu8X4hD1jfMKeMT7tk8lkksFg0MCBA2tt53Se6mlRqga6wWCQs7OzjasBqmNswp4xPmHPGJ+wZ4xP+2QwGOoVhJnxAgAAAIAmxj1eAAAAANDECF4AAAAA0MQIXgAAAADQxAheAAAAANDECF4AAAAA0MQIXgAAAADQxAheAAAAANDECF4AAAAA0MQIXgAAAADQxAheAAAAANDECF4AAAAA0MQIXgAAAADQxAheDVBRUaGVK1dq1KhR6t+/v26//XYlJibauixAkpSamqqIiIhqHxs3brR1aWjFXnnlFd10001Wx6KjozV16lT1799fY8eO1RtvvGGj6tDa1TQ+Fy5cWO336NixY21UIVqb7OxsPfbYY7rwwgs1cOBA3XDDDYqMjLSc//nnnzVp0iT169dPl112mbZs2WLDalFfTrYuoDlavXq1NmzYoGeeeUahoaFasmSJbrvtNm3evFnOzs62Lg+tXExMjFxcXPTVV1/JYDBYjnt5edmwKrRmb7/9tp577jkNHjzYciwrK0vTpk3T2LFjtWjRIu3bt0+LFi2Sh4eHJk+ebMNq0drUND4l6eDBg7rzzjs1depUyzFHR8fzXR5aqXnz5ik9PV3Lly9XQECA3nzzTU2fPl0fffSRzGazZsyYoWnTpmnJkiX67rvvtGDBAvn7+2vEiBG2Lh21IHidJZPJpFdffVX33XefxowZI0lasWKFRo0apS+++EITJkywbYFo9WJjY9WxY0cFBwfbuhS0cqmpqXr88ce1c+dOdezY0erce++9J6PRqCeeeEJOTk4KDw9XQkKC1qxZQ/DCeVHb+DSbzYqLi9Mdd9yhoKAg2xSIVishIUE//vijNmzYoEGDBkmSHn30UX3//ffavHmzTpw4oYiICM2dO1eSFB4erqioKK1du5bgZedYaniWYmJiVFBQYDWwvb291bNnT+3evduGlQGVDh48qPDwcFuXAejAgQMyGo36+OOP1a9fP6tzkZGRGjp0qJyc/vz3v+HDhys+Pl4ZGRnnu1S0QrWNz6NHj6qwsFCdO3e2UXVozfz8/LRmzRr16dPHcsxgMMhgMCg3N1eRkZHVAtbw4cO1Z88emc3m810uzgLB6yylpKRIktq0aWN1PDg42HIOsKXY2FhlZmbqxhtv1F/+8hfdcMMN2r59u63LQis0duxYvfDCC2rXrl21cykpKQoNDbU6VjVLm5ycfF7qQ+tW2/iMjY2VJL355psaO3asxo0bpyeeeEJ5eXnnu0y0Qt7e3ho9erTV7Stbt25VQkKCRo0adcbfn0VFRcrKyjrf5eIsELzOUlFRkSRVu5fLxcVFJSUltigJsCgrK9Mff/yhnJwc3XPPPVqzZo369++vO+64Qz///LOtywMsiouLa/w9KonfpbC52NhYOTg4KDg4WC+//LIefPBB/fDDD7rrrrtUUVFh6/LQyvzyyy966KGHNH78eI0ZM6bG359V35tMJluUiHriHq+z5OrqKqlyYFd9LVX+oeDm5marsgBJkpOTk3bu3ClHR0fL+Ozdu7cOHTqkdevWsfYbdsPV1bXaHwhVgcvd3d0WJQEWM2fO1JQpU+Tn5ydJ6tatm4KCgnTttddq//791ZYmAk3lq6++0n333aeBAwdq6dKlkir/ker0359V3/O3qH1jxussVS0xTEtLszqelpamkJAQW5QEWPHw8LD6RwFJ6tq1q1JTU21UEVBdaGhojb9HJfG7FDbn4OBgCV1VunbtKkncVoDz5q233tI999yjiy66SC+//LJlVUCbNm1q/P3p7u7ODsZ2juB1lrp37y5PT0/t3LnTciw3N1dRUVEaMmSIDSsDpEOHDmngwIFW41OSfv/9d3Xp0sVGVQHVDRkyRHv27FF5ebnl2I4dO9SpUycFBATYsDJAWrBggW655RarY/v375ckfpfivNiwYYP+/e9/68Ybb9Ty5cutlhYOHjxYu3btsmq/Y8cODRw4UA4O/Glvz/hf5yw5Oztr6tSpWrp0qb7++mvFxMRo7ty5Cg0N1fjx421dHlq58PBwde7cWU888YQiIyN1+PBhPf3009q3b59mzpxp6/IAi8mTJys/P1+PPPKI4uLitHHjRr322muaMWOGrUsDdOmll+rnn3/WqlWrdPToUW3btk0PP/ywJkyYwK6xaHJHjhzRU089pUsuuUQzZsxQRkaG0tPTlZ6erry8PN1000367bfftHTpUh0+fFivvvqqPv/8c9122222Lh114B6vBpg9e7bKysq0cOFCFRcXa8iQIVq3bp2MRqOtS0Mr5+DgoJdfflnLli3TnDlzlJubq549e2r9+vXq1q2brcsDLAICArR27VotXrxYEydOVFBQkBYsWKCJEyfaujRAF198sZ577jmtWbNG//3vf+Xl5aWrrrpKc+bMsXVpaAW2bt2q0tJSffnll/ryyy+tzk2cOFHPPPOMVq9erSVLluj1119X27ZttWTJEu7jbgYMZjb8BwAAAIAmxVJDAAAAAGhiBC8AAAAAaGIELwAAAABoYgQvAAAAAGhiBC8AAAAAaGIELwAAAABoYgQvAAAAAGhiBC8AaCVuuukm3XTTTVbHIiMjdfXVV6tnz556//33bVQZAAAtn5OtCwAA2MaJEyd05513qlevXlq3bp0iIiJsXRIAAC0WwQsAWqn169eruLhYzz77rEJCQmxdDgAALRpLDQGgFcrKytKGDRt01VVXVQtd8fHxmj17tv7617+qf//+uummm7Rnzx6rNmPHjlVERES1j7Fjx1q1efDBB62umzdvniIiIrRz504lJSUpIiJCGzdutGrz4IMPWvUjSe+//76uvPJK9e7dW2PGjNELL7yg8vJyqzbbtm3T9ddfr/79+2vkyJF67LHHlJubq507d9ZYa0REhGXp5ak/T/fu3TVkyBDdc889ysrKsvSfl5enp59+WuPGjVOfPn00YcIEffDBB7W+z1WvvXPnTklSbGysxo0bp+uvv97Spq7aJCkzM1OLFi3SRRddpN69e2vo0KGaNWuWkpKSrF5v06ZNmjhxovr166cxY8Zo2bJlMplM2rhx4xlfp+p/o5KSEj377LMaPXq0evfurauuukqffvqpVf9jx47VihUr9NRTT2nIkCEaNmyYFixYoOzsbKt2P/74o6ZMmaJBgwZp2LBhmj9/vpKTky3nT6+nd+/euvTSS/Xxxx/X+n4CQHPGjBcAtCJms1nJycl68sknVVZWphkzZlidj4uL07XXXquOHTtq4cKFMhqNeuONN/TPf/5Tr776qoYOHWppO3r0aN11112W71evXq24uLgzvnZkZKS2bNly1jW/8sorWrFihaZOnaqHHnpI0dHReuGFF5ScnKynnnpKkvTtt99q5syZuvjii/Xcc88pOztbzz77rI4dO6bnn39e7777rqTKAPfBBx9Yvvf09Kz285SWlurw4cN69tlntXjxYi1dulTFxcWaMmWKTpw4odmzZyssLExfffWVHnnkEWVkZOjOO++s18+yZMkS9e7dWzNnzrQ6fs011+gf//iH5ftFixZZvjabzZoxY4ZycnJ03333KTAwUAcPHtRzzz2nxx9/XOvWrZMkvf3223riiSf0j3/8Q/PmzVNiYqKeffZZ5eTkaM6cOZafefXq1YqKitKqVaskSf7+/jKbzZo1a5Z++eUXzZ49W+Hh4fryyy81d+5cmUwm/f3vf7fUs2HDBnXo0EFPP/20MjMztWzZMiUkJOidd96RwWDQpk2b9MADD2jChAmaMWOGsrKytHLlSl133XX66KOPFBAQYOlr1apVCgoKUk5Ojt555x098MAD6tOnjzp16lSv9xMAmhOCFwC0Irt379aYMWNkNBr13//+Vx07drQ6v2rVKjk7O+uNN96whJIxY8ZowoQJevbZZ61mePz9/dW/f3+r78+koqJCTz75pHr16qUDBw5IkhwdHSWp2szVqfLy8rR69Wpdd911WrhwoSRp5MiR8vX11cKFCzVt2jR17dpVL7zwgnr06KFVq1bJYDBIkpydnfX888+ruLjYUuf3338vSVZ11/TzDBkyRD/99JOl1o0bNyo2NlbvvPOOBgwYIEkaNWqUysrKtHr1al1//fXy9fU9488hSQkJCfrhhx/08ccfq2vXrlbnQkNDrWo6NRCmpaXJzc1NDzzwgAYPHixJGjZsmI4ePWoJUxUVFXrxxRc1btw4Pfnkk5Zri4qKtGXLFnl5eVn69/f3l7Ozs9Xr/fjjj/r++++1YsUKXXHFFZafr6ioSEuXLtWECRPk5FT5J4ODg4PWr18vLy8vS3+zZs3S999/r5EjR2rp0qUaOXKkli1bZul/4MCBuuKKK7Ru3TotWLDAcrxHjx5q27atJKlNmzb65ptvFB0dTfAC0CKx1BAAWpGePXvqmWeekY+Pjx566KFqS9V27dqliy66yOoPfycnJ1155ZX6/fffVVBQ0KDXfeedd5Senq5Zs2ZZjvn6+srR0VEpKSlnvG7v3r0qLi7W2LFjVVZWZvmoWor4448/qri4WFFRURo3bpwldEnSFVdcoa1btyowMLBeNZrNZpWVlclkMum3337Tnj171Lt3b0mV70tYWJgldFW5+uqrVVJSol9//bXWvgsLC7VixQoNGzasWuiqS0hIiN544w0NGjRISUlJ+vHHH/Xmm2/ql19+kclkkiQdOXJEJ06c0CWXXGJ17fTp07Vx40YZjcZaX+Pnn3+WwWDQ6NGjq73P6enpOnTokKXt2LFjLaGr6nsnJyft3r1bR44cUXp6uiZMmGDVf/v27TVgwADt2rXL6nhFRYXKysqUl5en9957T05OTurevftZvT8A0Fww4wUArYinp6cmTpyozp0764YbbrAsQauafcrJyakxqAQGBspsNis/P18eHh5n9ZrZ2dl6/vnntWDBAqtA5+bmpmHDhumdd97RqFGj1KVLF8XExFj9kV9179Add9xRY99paWnKycmR2Wy2WsLWEJs2bdKmTZus6qtaQpiTk6OgoKBq11S9V7m5ubX2feedd8rb27vOe8LO5OOPP9by5cuVnJwsX19f9ejRQ66urpbzVe9TQ9+D7Oxsmc1mDRw4sMbzaWlp6tGjhyRVuyfQwcFBfn5+ysnJsdRxpjEUFRVldez0oDhp0iR17ty5QT8DANg7ghcAtEL9+vWz3Lf1v//9T1OnTpUk+fj4KCMjo1r79PR0SZKfn5/l2KmzS7V5/vnn1b59e02aNKnajMfixYt111136brrrpMkubi4yMXFxTKj4u3tLUlaunRptWWRUuUf856enjIYDMrMzLQ6V1JSoh07dqhfv351LgOUpIsuukizZs2S2WzWiRMntHTpUs2ZM0cff/yxfHx8lJCQUO2amt6XmixYsECff/65Zs+erbffftsqgEq1v5eRkZF64IEHdNNNN2n69OmW4PPss89aNj2pep9Ofw+ysrIUFRWlAQMGyN3d/Yyv4eXlJXd3d73xxhs1nu/QoYNVn6cqLy9XVlaW/P39Le/zmcbQ6e/TSy+9pKCgIJlMJv3444968cUXNWbMGF166aVnrBUAmiuWGgJAK3X33XcrJCREK1eutPzBPmTIEH377bfKz8+3tCsvL9eWLVvUp08fOTs7S6pcIubgUPf/hcTGxur999/Xo48+WmO4uOCCC/TRRx9p69at+vzzzxUZGamLL77Ycr5fv34yGo1KTU1Vnz59LB9OTk5avny5kpKS5OHhoR49eujbb7+16nv79u264447lJaWVq/3w9fXV3369FHfvn110UUX6YYbblBsbKyysrI0ZMgQHTt2THv37rW65uOPP5bRaFTfvn1r7bt3795atWqVjh07piVLlliOV1RUSFKt7+XevXtVUVGhe+65xxK6ysvL9dNPP1n66Ny5s/z8/Kq9B//3f/+nO+64Q6WlpbXWN3ToUBUWFspsNlu9z7GxsXrxxRdVVlZmabt9+3bLEkdJ+vrrr1VWVqYRI0aoU6dOCgoK0ieffGLVf2Jiovbt21dtRq1bt27q06ePBg0apNmzZ8vX11c7duyotVYAaK6Y8QKAVsrDw0MLFizQ/PnztWzZMi1evFh33323tm/frptvvll33HGHjEaj3nrrLSUmJmrt2rVKTU3VwYMHlZmZaZllqc2BAwc0efLkWoOJwWCocTZLqpxJuu222/T8888rPz9fw4YNU2pqqp5//nkZDAbL/UCzZ8/WzJkzNW/ePP39739XRkaGli9frnHjxqlbt271ej8yMzO1b98+VVRUKDMzUx9++KECAgLk5+enSZMmacOGDZo1a5Zmz56ttm3b6ptvvtGHH36ou+++u17vRUhIiObMmaPFixdr8uTJ8vPz02+//SZJtV5f9d498cQTmjx5snJycvT2228rJiZGUuX9Y56enrrnnnv0xBNPKCAgQGPHjtWRI0e0cuVK3XjjjfLx8am1ttGjR2vIkCG66667dNdddyk8PFy//fabVq5cqVGjRlltnJKcnKyZM2fq5ptvVnJyspYvX65Ro0Zp2LBhkiofGfDQQw9p/vz5uvrqq5WVlaVVq1bJx8dH06ZNs3rd6OhoZWRkqKSkRJGRkcrOzlaXLl3qfC8BoDkieAFAKzZhwgS9++67+vDDD3Xdddepb9++2rBhg5YvX66HHnpIBoNBffv21RtvvKHBgwfr5Zdf1vPPP69OnTpZbX9+Jl5eXpo/f/451ThnzhwFBQVpw4YNWrt2rXx8fDRixAjNmzfPsiTxoosu0ssvv6xVq1Zp1qxZ8vf311VXXaV77rmn3q+zbds2bdu2TVJlKO3evbtefPFFGQwGubm56c0339SyZcssIbBz585avHixrrnmmnq/xpQpU7Rx40YtWrRIPXv21Icffqi+fftadhKsybBhw/TYY49p/fr1+vzzzxUYGKhhw4ZZftY9e/Zo9OjRuvHGG+Xu7q5169bp3XffVWhoqG6//Xbdfvvtddbl4OCgNWvW6Pnnn9crr7yiEydOKCQkRNOmTbPaEEWSrrzySnl7e2vOnDlyd3fXxIkTNXfuXMv5SZMmycPDQ6+88opmzZolT09PjRo1SvPmzat2n9zdd98tqXKHy6CgIN16661WzzgDgJbEYDabzbYuAgAA2L+xY8dq6NCheuaZZ2xdCgA0O9zjBQAAAABNjOAFAAAAAE2MpYYAAAAA0MSY8QIAAACAJkbwAgAAAIAmRvACAAAAgCZG8AIAAACAJkbwAgAAAIAmRvACAAAAgCZG8AIAAACAJkbwAgAAAIAmRvACAAAAgCb2/59givYqlur3AAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.cluster import KMeans\n",
|
||
"\n",
|
||
"inertias = []\n",
|
||
"clusters_range = range(1, 23)\n",
|
||
"for i in clusters_range:\n",
|
||
" kmeans = KMeans(n_clusters=i, random_state=random_state)\n",
|
||
" kmeans.fit(data_scaled)\n",
|
||
" inertias.append(kmeans.inertia_)\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(clusters_range, inertias, marker='*')\n",
|
||
"plt.title('Метод локтя для оптимального k')\n",
|
||
"plt.xlabel('Количество кластеров')\n",
|
||
"plt.ylabel('Инерция')\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"отсюда можем видеть, что кривая, в принципе, прекращает резко падать после 15 кластера. а в принципе, САМЫЙ резкий спад закончился на количесте кластеров,равному 3-5"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"ТЕПЕРЬ ЧАВО ой капс\n",
|
||
"\n",
|
||
"теперь берем и считаем, насколько хорошо будут данные разделены на некое количество кластеров <br/>\n",
|
||
"делаем это с помощью коэффициента силуета - чем ближе он к 1, тем лучше сгруппирован объект и тем дальше он от соседних кластеров. чем ближе к нулю, тем он ближе к соседям.\n",
|
||
"чем ближе к -1, тем больше вероятность, что он неправильно сгруппирован в кластер"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 186,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import silhouette_score\n",
|
||
"\n",
|
||
"silhouette_scores = []\n",
|
||
"for i in clusters_range[1:]: \n",
|
||
" kmeans = KMeans(n_clusters=i, random_state=random_state)\n",
|
||
" labels = kmeans.fit_predict(data_scaled)\n",
|
||
" score = silhouette_score(data_scaled, labels)\n",
|
||
" silhouette_scores.append(score)\n",
|
||
"\n",
|
||
"# Построение диаграммы значений силуэта\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(clusters_range[1:], silhouette_scores, marker='4')\n",
|
||
"plt.title('Коэффициенты силуэта для разных k')\n",
|
||
"plt.xlabel('Количество кластеров')\n",
|
||
"plt.ylabel('Коэффициент силуэта')\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"видим, что при количестве кластеров, равном трем, самое лучшее разбиение получается. вот и отличненько) ведь я как раз разбивала данные на 3 кластера"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "vev",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|