1129 lines
1.5 MiB
1129 lines
1.5 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Лабораторная работа №5\n",
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"\n",
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"*Вариант задания:* Товары Jio Mart (вариант - 23) "
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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": null,
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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",
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"text": [
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"Index(['category', 'sub_category', 'href', 'items', 'price'], dtype='object')\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from scipy.cluster.hierarchy import dendrogram, linkage, fcluster\n",
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"from sklearn.cluster import KMeans\n",
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"from sklearn.decomposition import PCA\n",
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"from sklearn.preprocessing import StandardScaler\n",
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"from sklearn.metrics import silhouette_score\n",
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"\n",
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"df = pd.read_csv(\"..//static//csv//jio_mart_items.csv\")\n",
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"df = df.iloc[:15000]\n",
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"print(df.columns)"
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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": 2,
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"metadata": {},
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"outputs": [
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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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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>category</th>\n",
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" <th>sub_category</th>\n",
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" <th>href</th>\n",
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" <th>items</th>\n",
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" <th>price</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>0</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Fresh Dates (Pack) (Approx 450 g - 500 g)</td>\n",
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" <td>109.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Tender Coconut Cling Wrapped (1 pc) (Approx 90...</td>\n",
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" <td>49.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Mosambi 1 kg</td>\n",
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" <td>69.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Orange Imported 1 kg</td>\n",
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" <td>125.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Banana Robusta 6 pcs (Box) (Approx 800 g - 110...</td>\n",
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" <td>44.0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" category sub_category \\\n",
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"0 Groceries Fruits & Vegetables \n",
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"1 Groceries Fruits & Vegetables \n",
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"2 Groceries Fruits & Vegetables \n",
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"3 Groceries Fruits & Vegetables \n",
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"4 Groceries Fruits & Vegetables \n",
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"\n",
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" href \\\n",
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"0 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"1 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"2 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"3 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"4 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"\n",
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" items price \n",
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"0 Fresh Dates (Pack) (Approx 450 g - 500 g) 109.0 \n",
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"1 Tender Coconut Cling Wrapped (1 pc) (Approx 90... 49.0 \n",
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"2 Mosambi 1 kg 69.0 \n",
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"3 Orange Imported 1 kg 125.0 \n",
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"4 Banana Robusta 6 pcs (Box) (Approx 800 g - 110... 44.0 "
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.head()"
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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": 3,
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"metadata": {},
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"outputs": [
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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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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>price</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>count</th>\n",
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" <td>15000.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>mean</th>\n",
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" <td>373.427633</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>std</th>\n",
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" <td>463.957949</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>5.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>123.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>50%</th>\n",
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" <td>250.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>75%</th>\n",
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" <td>446.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>max</th>\n",
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" <td>14999.000000</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" price\n",
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"count 15000.000000\n",
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"mean 373.427633\n",
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"std 463.957949\n",
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"min 5.000000\n",
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"25% 123.000000\n",
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"50% 250.000000\n",
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"75% 446.000000\n",
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"max 14999.000000"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.describe()"
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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": 4,
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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",
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"text": [
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"category 0\n",
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"sub_category 0\n",
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"href 0\n",
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"items 0\n",
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"price 0\n",
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"dtype: int64\n",
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"category False\n",
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"sub_category False\n",
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"href False\n",
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"items False\n",
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"price False\n",
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"dtype: bool\n"
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]
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}
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],
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"source": [
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"# Процент пропущенных значений признаков\n",
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"for i in df.columns:\n",
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" null_rate = df[i].isnull().sum() / len(df) * 100\n",
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" if null_rate > 0:\n",
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" print(f'{i} Процент пустых значений: %{null_rate:.2f}')\n",
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"\n",
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"print(df.isnull().sum())\n",
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"\n",
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"print(df.isnull().any())"
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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": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"category object\n",
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"sub_category object\n",
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"href object\n",
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"items object\n",
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"price float64\n",
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"dtype: object"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Проверка типов столбцов\n",
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"df.dtypes"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Атрибуты \n",
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"\n",
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"category: Категория товара.\n",
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"\n",
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"sub_category: Подкатегория товара.\n",
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"\n",
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"href: Ссылка на товар.\n",
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"\n",
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"items: Название товара.\n",
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"\n",
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"price: Цена товара.\n",
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"\n",
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"# Цель:\n",
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"Оптимизация стратегий ценообразования и маркетинга для розничных компаний, стремящихся привлечь покупателей с различными предпочтениями.\n",
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"Кластеризация товаров на основе их характеристик (категория, подкатегория, цена) для выявления групп с похожими профилями."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Очистка данных"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Цель: Упростить набор данных, удалив несущественные столбцы, чтобы сосредоточиться на ключевых атрибутах, которые будут использоваться для кластеризации и анализа.\n",
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"\n",
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"Столбцы href и items несущественны для анализа, они не содержат ценной информации для решения задачи."
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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": 6,
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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",
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"text": [
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" category sub_category price\n",
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"0 Groceries Fruits & Vegetables 109.0\n",
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"1 Groceries Fruits & Vegetables 49.0\n",
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"2 Groceries Fruits & Vegetables 69.0\n",
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"3 Groceries Fruits & Vegetables 125.0\n",
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"4 Groceries Fruits & Vegetables 44.0\n"
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]
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}
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],
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"source": [
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"# Удаление несущественных столбцов\n",
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"columns_to_drop = ['href', 'items']\n",
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"df_cleaned = df.drop(columns=columns_to_drop)\n",
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"\n",
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"print(df_cleaned.head()) # Вывод очищенного DataFrame"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Визуализация парных взаимосвязей\n",
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"Визуализировать ключевые атрибуты миллиардеров для выявления закономерностей и связей между ними."
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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": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1600x4500 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Настройка стиля графиков\n",
|
||
"sns.set(style=\"whitegrid\")\n",
|
||
"\n",
|
||
"# Создание фигуры\n",
|
||
"plt.figure(figsize=(16, 45))\n",
|
||
"\n",
|
||
"# График 1: Категория vs Цена\n",
|
||
"plt.subplot(4, 1, 1)\n",
|
||
"sns.scatterplot(x=df_cleaned['category'], y=df_cleaned['price'], alpha=0.6, color='blue')\n",
|
||
"plt.title('Category vs Price')\n",
|
||
"plt.xlabel('Category')\n",
|
||
"plt.ylabel('Price')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"\n",
|
||
"# График 2: Подкатегория vs Цена\n",
|
||
"plt.subplot(4, 1, 2)\n",
|
||
"sns.boxplot(x=df_cleaned['sub_category'], y=df_cleaned['price'], color='green')\n",
|
||
"plt.title('Sub-Category vs Price')\n",
|
||
"plt.xlabel('Sub-Category')\n",
|
||
"plt.ylabel('Price')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"\n",
|
||
"# График 3: Категория vs Подкатегория\n",
|
||
"plt.subplot(4, 1, 3)\n",
|
||
"sns.countplot(x=df_cleaned['category'], hue=df_cleaned['sub_category'], palette='Set3')\n",
|
||
"plt.title('Category vs Sub-Category')\n",
|
||
"plt.xlabel('Category')\n",
|
||
"plt.ylabel('Count')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"\n",
|
||
"# Упорядочиваем графики\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Стандартизация данных для кластеризации"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" price category_Groceries sub_category_Dairy & Bakery \\\n",
|
||
"0 -0.569958 1.0 0.0 \n",
|
||
"1 -0.699284 1.0 0.0 \n",
|
||
"2 -0.656175 1.0 0.0 \n",
|
||
"3 -0.535471 1.0 0.0 \n",
|
||
"4 -0.710061 1.0 0.0 \n",
|
||
"\n",
|
||
" sub_category_Fruits & Vegetables sub_category_Premium Fruits \\\n",
|
||
"0 1.0 0.0 \n",
|
||
"1 1.0 0.0 \n",
|
||
"2 1.0 0.0 \n",
|
||
"3 1.0 0.0 \n",
|
||
"4 1.0 0.0 \n",
|
||
"\n",
|
||
" sub_category_Snacks & Branded Foods sub_category_Staples \n",
|
||
"0 0.0 0.0 \n",
|
||
"1 0.0 0.0 \n",
|
||
"2 0.0 0.0 \n",
|
||
"3 0.0 0.0 \n",
|
||
"4 0.0 0.0 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Выделяем числовые и категориальные признаки\n",
|
||
"numerical_cols = ['price']\n",
|
||
"categorical_cols = ['category', 'sub_category']\n",
|
||
"\n",
|
||
"# Масштабирование числовых признаков\n",
|
||
"scaler = StandardScaler()\n",
|
||
"df_numerical_scaled = scaler.fit_transform(df_cleaned[numerical_cols])\n",
|
||
"\n",
|
||
"# Кодирование категориальных признаков с помощью OneHotEncoder\n",
|
||
"encoder = OneHotEncoder(handle_unknown='ignore', sparse_output=False) # sparse=False для удобства\n",
|
||
"encoded_data = encoder.fit_transform(df_cleaned[categorical_cols])\n",
|
||
"\n",
|
||
"# Создаем новые столбцы для закодированных категориальных признаков\n",
|
||
"encoded_df = pd.DataFrame(encoded_data, columns=encoder.get_feature_names_out(categorical_cols))\n",
|
||
"\n",
|
||
"# Объединяем числовые и закодированные категориальные данные\n",
|
||
"df_encoded = pd.concat([pd.DataFrame(df_numerical_scaled, columns=numerical_cols), encoded_df], axis=1)\n",
|
||
"\n",
|
||
"# Выводим результат\n",
|
||
"print(df_encoded.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
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"text/plain": [
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"<Figure size 1600x1200 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Применение PCA ТОЛЬКО к числовым данным\n",
|
||
"pca = PCA(n_components=1)\n",
|
||
"kc_pca = pca.fit_transform(df_numerical_scaled)\n",
|
||
"\n",
|
||
"# Визуализация\n",
|
||
"plt.figure(figsize=(16, 12))\n",
|
||
"plt.scatter(range(len(kc_pca)), kc_pca, alpha=0.6)\n",
|
||
"plt.title(\"PCA Visualization of Price Feature\")\n",
|
||
"plt.xlabel(\"Sample Index\")\n",
|
||
"plt.ylabel(\"Principal Component 1\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Агломеративная (иерархическая) кластеризация"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[1 1 1 ... 1 2 1]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Построение дендрограммы (только для числовых данных)\n",
|
||
"linkage_matrix = linkage(df_numerical_scaled, method='ward')\n",
|
||
"\n",
|
||
"plt.figure(figsize=(16, 12))\n",
|
||
"dendrogram(linkage_matrix)\n",
|
||
"plt.title('Дендрограмма агломеративной кластеризации (числовой признак \"price\")')\n",
|
||
"plt.xlabel('Индекс образца')\n",
|
||
"plt.ylabel('Расстояние')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Получение результатов кластеризации (только для числовых данных)\n",
|
||
"result = fcluster(linkage_matrix, t=100, criterion='distance') \n",
|
||
"print(result) # Вывод результатов кластеризации (номера кластеров для каждого образца)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Выбираем подмножество данных для кластеризации\n",
|
||
"features = df_encoded[['price']]\n",
|
||
"\n",
|
||
"# Масштабирование числовых признаков\n",
|
||
"scaled_features = scaler.fit_transform(features)\n",
|
||
"\n",
|
||
"# Построение дендрограммы\n",
|
||
"linkage_matrix = linkage(scaled_features, method='ward') \n",
|
||
"\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"dendrogram(linkage_matrix, labels=df.index, leaf_rotation=90, leaf_font_size=10)\n",
|
||
"plt.title('Иерархическая кластеризация (дендрограмма) по цене')\n",
|
||
"plt.xlabel('Индекс товара')\n",
|
||
"plt.ylabel('Евклидово расстояние')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Визуализация распределения кластеров**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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b/iYZkt/pVzQd1ayy2frktE/p6pVXSZICroAKXAVqKpqocl+Fnm55Sl868kL9Yc3v1RLZJXP3QLkOw6Hzj/iSJhdN0T+33a2n2556rSbI1CkTTtH7J5yhJ1uf1PNtz2lp/fF6ouVxJbIJlfnKNbl4smzb1ozSmeqJdSuezX2GuEyXTm44RVNKpuqtSGVSeq79Wd255e/K2q/9nJV7K/Rvsz/3hu1GUkN6qvUpNYd3jFjeFJyoJbXHaE3vGq3rWztiXZmnTLNK56gv2aPfr/mdopno8GtQ7q/QhXO/rPpgvR5qfkjRTESSVFtQp9ahFg0kBhR0B9UeaVfaSmtK8VS5TKdW96xSkadY1YFqlXrLdHrT6ar0v7lrxe5Ylx5qfkjhVGh4mSFDC6sXaV7l/AOG2pKZpJZ3vqTVvauGl5kyNatstjb1b1TaTo9YfnTNEh1ZceSYQm2xWEwbNmzQzJkz5ff7D7j96u7V+s2qX6o91j68zG269aW5X9ai6qNV7Cve53798X491/asHtr5gCzbGl7eVDhRn51xtuoLG0Zs3xvv1cPND2ogOTBi+fyK9+io6qPkdoz+hZXXS2fTeqX7Za3oWi5br/1zpchdrNOaTj8kwausldXa3jV6of15WXrtOAPOAp3WdLpqC2r3u+9AYkCP7HxYPfHuEcvnlM3V0TWL5XV6D3p/34yOaIceaX5IQ+kheR1eVfmr9fiuR1XkKc6FQA1DbtOtkxtP1eTiyePa13e67YPbdNO6/1N3vGt4mWk49JEpH9XSuuPfNWGvgcSAHt35sLrj3cpkMhoYGFRJSbGOrJqvxXlwzh+utg1s0w3r/qDtg9uHlxky9Inpn9Kpje/N61BbNB3VM61Pa1to64jlDcEGnVh/sgo9bxy8Hi+2bWtj/wY93fqUMnZmeLnH4dVpE05TY+GEcezd4eXNXhcBwKFALQIw3qhDAPIBtQhvhWVbWt+7Ts+2PzPimZTP6dNpE05XfbDhDfbGeDtUuatxn3J048aNikajWrJkyfCywsJCzZo1S8uXLx+1/YoVK1RRUTEcZpOkRYsWyTAMrVy58m3pM95+XQNR7exN6Mn1XZpeU6j/fWqbOgeTWjK1QnevbFU6aytrSZs6wppQFlDbQFz/9+wOVRb5tXRmlToG4wrFU7pvVZuOnFCqHT0RzawvUiKdltvn0F9f3CWnw9TalpC6wwkFvU6F42lt746oJODRY+s61VAaUCyd1V9fbFZVsV//WNmmZMZSdzihsoLcg6k1LYN6cUuf1rTkHuAmM5YSqaziqYxW7RpUNGXpjuW7FE9Zsm1bg9GUvC5TfZGknt3cq/VtYTX3RGVLSmctGZLSWVu3Pd+srlBSz2zq0VAio6DXmWs7bemRVzvlMB3664s7FUnminsma8mWtLU7omc2dquuPKChSEIPt6cVmTJD6abJSi1fLmtwQIn77h8Os8kwZJaVKdvWpuitf5EzGMyF2STJsqRsVjIMJR97XKknn1Ry7boRYbbcQScU+f3v5VmyWDJzYTZJymzYoPidd8pz/PGyenuUfPpppVatHhFmkyTf7FkK/ejSEWE2SbLa2pRevkLRv/5Vio2cYthqadHQtddI0ogwmyT5Tj5JoZ/894gwmyTZPT0KX/4zObO2wj+7QnY4nDs+SZ5jj1X8zrtkhcNKvfyKslu35gJ9mYxkGEqvWqXYX/8mz9KlucYyGWW2blP0pj/Le9ppuZeysFBmUZFSzz+v1IqVchQX5dqQFL/zTlkbNir8P1ePCLPtOc7Ek08pdf8DSr/wwnCYTZLsWEzxv/1Nyaeeke/UUyRJsT/8rwzbVuR3v1d2x47c+7TnPclaGvzJf8l/wgmSZSnwyU8qevtfZbW1yertleHzyc5kZIfDSjzxhLIdHbKHIkqvWSOjpER2LC47HFZm+3ZlNm+Ro2mC5PEofvtflV67Vu73v1+p519QZv06mT6fhq7/pUyPJxdmsyzJsmS1tinx8CMyCwpyy9wuZbZvl2VZ2l6U1MtdK9QZ79TfNt2mXF7B0J7cwpreNXqm/Rl9fc7XZcqULVuGDHXFutQRa9dN628cEWaTpC2DW/RQ84M6smSemgonamH1Ig0kB/TQzgd1fMMJunPrHYplYrJlD18MtUVb9Ujzw5pUNEWFnkId17BUf9lwi6LpqGaWzdRDOx9UykopkY2rLdKm2oI69cR7dNumW3Vi4wnaGW7W/dvvVTgVUta21Bnr0PyqBXq+7XnFMjF1RbuUzqY0lBrSYHJQa3vXqNpfo3JfhZ5re1aWLC3veknRVFSWLLkdbu0a2qUppVN047obFM+8dr5n7Kx64t26a8udmlMxV1k7q3AqrIyd0ZMtT2hOxVwls0k90PyAtoe26aHmB+V2uBXLROVxeJXIJLSya4UGEgOqDdQpmoookU3ogR33yWW6VO6r0KKqxbp1458VTUf0/qb369m2Z7QttFW2bNUF67Q9tENdsS5tG9wql8OlcDKknniPNvdvUmukVSu6c5/dGSsjh+lQsadYK7tXqiveJY8jVysNGWoobNCjLY8onArLaTrVHmlVLBNT2krrsV2P6T1VRyllpfSnV2/Q9NIZ6kv0a2LhRHXFOrVlcLO6Yl0q9hRLkprDO7Ss40U1FTbJYeRCQKt6XtFLncsUdAYVSofkMBwq8hTp4Z0PKWNllMomlcjGZdmW1vauUWesQzWBWqWzKf1j293a3L95OMyWtbIq8hTpiV2PqSvaqdpgnf6+5a+yZMmyLSWyCXkcHu0MN+vp1qd0auNpylgZJbNJuR1uvdSxTG2RVn1mxmd13/Z71RLZlft5lyVbtjJ2Rn/f/DcNJgdGhNn2bPNky5PaPLhF20PbNLNsll7qXKZIOqKMlVF/ok/tkXZ1x7r0ZMvjI0ZkS1tpPd32lAYTI0NFY7VzqFl3b71zxD8cJKk30aP7tt+rWCq6nz2lrYNbR4XZJGnX0E5tHtw0KswmSVtD2zSQ6tftm24fDrNJudegP96ne7b9U690vzIcZnOZLmWtrDb0rVdXrFPhZFjRdEReh0fPtT0jW7mwYSg5qKHUkMKpkJZ1vKiMlRn1vfcnY2W0rGPZiDCbJNmytbzzJXVGOw/YRlukbUSYTZLKfeVa1vGimoeatVdWS5YsLet4QV2xA7f7ZvVF+/T3zbePCLNJUspK6Y/r/qBdQ7v2u+/W0FY9vPPBEWE2Kfez92jLo0plksPLLNvSys4Vo8JskvRKz0q1RdrG1N+OaIeWd700IswmSaHUoJZ3LHtT7+NYdce69ELHyDCbJEUzET3f/pySex3n3mzb1pqeVaPCbJL0at9atQy1HPS+vhmpbEovtr+goXTumqPKX6WnW59SIptQd6xLsXQuNJ2yUnq69andIxvirYin43qg+YERYTZJsuys7t56l5pDzePTsUNgTc9qde/jnF/Xt1Ytb1BPcOgks0k9svPBEWE2KfeZ9bdNt2vr4JZx6tnYbA9tHxVmk3Kj9G4e2DQOPRqb3nivnml7ekSYTZKS2YSebn1a0fT+r5cAAAAAAACQ0xPr0XMdz456JhXPxPVM27OKp+P72RPvZuM+5Wjn7lF8ampqRiyvrKwcXre3rq6uUdu63W4VFxero6PjLfXBtm3FYrEDb4hx4/e69Pymbi2ZVq6+aEqvtoRU4HEonsoomX7toWM6aytjWXKa0sod/Tr72Ana3h1RQ6lPa1vTcpiGWvujmlQZUNayVVHoV380o5U7+vXeI6r1j5W5h6wOh6lUPLO7TUuGDA3GUiryu1Qe9Gh9a0imIVm2FElkVBH0SEqqstCrpzZ2aW5DsTa25x4aJjOWPC6H3E5Lu/piCnhyP3a2pIxly9g9GlUonlYslQt/WVbu8a1h5Aasml1fomc39ajA41QkmZEtKWvlHvA2lQe0bFuffB6nQon08L57PLe5WwsnTtfkxnKt3Nypk49ZqtiGtSrKWrKjUaXWvhYoM4qKZMdjsuNxOSdNVPKZZ+SorVG2fffPViYzPFJb/J57FfyPbyj5l7+89s0KCmRHIsqs36CCiy5S0hr5EDrxyKMq+dAHlfjHP2UWFspRVvbaQUrSxInKbNsuu79/9Eng8Sjb3iFjd6hMrxtcMvXSctndPaN2s1pbZbXt++F5dvNmWW0tstrbJcdrI+E4qiqVeLBNnhNPUOLJ3eES25ZZWyurd/f3yGaV7eyUWVoiqyNXqxIPPqiSa69RTJJrzmylXn55+HWzBgZlVFXJ7umRPB4ln3pKztoapZqbR/XLSCSVbm3NjWL2+uMZGJRpSNmWFsnjyY201tWt9Pr1uQ3Sacnnk+JxyTRl9/Yp290tlZTIObFJ0d///rXGEkmZwaCsgQE5q6pk2/Zwn41AQFZ31/CxyraVfvVVuWbOVHrVKsXvuUeFP/6xkvfdq+SKl+X1+WX6vLL6+0e+N9ms0mvXquCC85V47HE5Z82UHA75PvNpvdj1ki45/jL9eePu0KTsvd7b3M/FMy1P69jq44YDDYZh6MqlV+up9idGhRz2eL79OZ024XT5nD6VeEq1I7xdPqdfkdSQ4pn4qAuhPaMqnNBwojYPSuFUWEkrqVJPmTJ2ZkSgbDA5oNpA7jNo48BGde1+kLu+f50W1y5RKpuUx+FRxsooq4xSu6eDHNwrHLAzvFOzJs6RZWXVEenQhr4Nufd2d4DCaTrldwTUFetSNB2VaZjDfTZ293d9/zqdOfmDI44la2fVG+9VqbdU8yrm6fm25+R1eoe3cRimErsftL3UuUzH15+g7aFtctnu3d8rovpgg7LKqC/RJ6fpVG1Bnf6+5W/D32NS0WQ9ueuJ3e+WrcHkgHxOv4bSQ6oIVOrlrpflNt1KWblQpc/pV9bOKJwKadPAZk0umjIc7KktqNMDO+5Tha9SQXfh8MM+W7bS2ZTSVlpuh1vxdExd0U55TLcmFU/R061PybItRdIRTSuZofa9wjE7w82qD9ZrZzg3xeWzbc/oq0d+VYObB3Vi/Ula1bNq+HtkrIzcDncuoGMYWt75kk5pfK/aIm2ybFvNoR2ys7ngY9pKK56JK56Na1bpLG3oXz/i/MtYGfndfiUyCb3Y+aK+NPfLwwHMaCY3peza3rU6ueEULe96adQ5axqmbNvSloHNqvHXqCM28nrGsi290P68Ftcco65Yp7o6XgtKZK2sBhMDqvBXaigVUTKTUjaTHe7fUGZIHUMdcltvfkSgrQNblcym9rluU/9G7Qq3qNHfOGpd2k5rbfcaZTKjA0flvnIt71iuTDYt0xj5exXhxKDaI22jfkal3Pndn+xXNB0dbrfcX66Nfetl2bZsy1IoFZLTdA2HVjf1b9CEwiZt7N+o/ni/gs6gmgeb1RnuVKn7wNNHStJAul87B5v32SdJ2ta/VeXOcu1vwGPDMLShd92o18Ln8Ks53CxDUom7VO7XjfK2Y6BZxeaBp0eNx+Mj/n4jLZEWrelds8918UxcO4d2aFrhNFnWyDBXLBvT1v4tSu8nQLau51V11nWp3F0uSQplQto6sGW/gbPNfZtU7a7e72sm5V63bf1b93kOSdKOwR3qGupSieutTSG7PzsHdyqV3vc53xZuVedQpyo8o6ePi2Qi2ti3cb/9Xdfzquq99W94zIdSb6pXLaFdw3UhY+XC0Dm2hlJD8pi5GhHOhNQ51CFXduxTw+I1rfFWre99VdY+3mvLzmjzwEY1+N75v0kYyUa0aa9zPpPJjvj71Z5XVe9tGLdz/nDVlmjTso5l+7xGtmXrle5XNKt4trLZfX+mjaesslrbtXq/dfTVnrWaEpwit5F/Ixx2DLUrntr353Bfplcd4Q7V+vY/wicOnjdzXQQAhwq1CMB4ow4ByAfUIrwVbeFWJVKJfa7rjnSqY6hD1d7qt7lXGCvbfi33cjCNe6BtTyFzu0dOPeTxeBQKjR4dIB6Pj9p2z/bJ5L5HTTiQdDqtDRs2vKV9ceiZpqkJ02ZoMJ5WVZFXyXTuBrzf7VA0NfqGdyZry2GayliWkmlL4XhGhf7cOWMoF0ALel1KZSzZlq1U1lLGtkeExPZ+BpALnUnRREZep0M+p6lQPCWHacjaPb3nnmc1ToehcCwtt/O1cJRt576vyzQVSeRCdcZe32PPt7ItW2nLzgVWXndMXrep9sG0XE5TSo5c73U7FI6nZRqGJCO3bq8NEqmsZEsel0OpVFaW06WMZe8ecSwrJV97cGs4HLIz2dxIWi63rIEBGd59TBdkGLIGB2Q4RoYRDKdTdjqzOwBljd4vmZQsS3YqJdu2Zb/ugYV7YpPs8L5HBTF8PtmxmJTdR7u7WYnXfch5vbIOEFa14/FR4Th7z0Me0xweYU6SDK9X9l51xo5EZXh2P1Sx7VyIbPdxG16v7Nhrv41vp1IyCwuV7emRUVAgKxTe92sr5aYCzez/QZOdSsmORKWaaql5p6x4bHiazr2n7NxzItjhsBwlJbJT6ZHtZLMyXE5pdxjEMM3h18uwrRGvtZ3JSvGEzOJiSZLVPyg7lcoFAVPJXH8cDtn7utDYPVqbnUjI2B0czJYWaijVIqecGkqGR++z21B6SNbrRmEr8hQpnBrazx5SIptQxkora2VlGLmghtf0KJoZfS7sedBqyVLWyshhmIrv3s7nzI1oNupw9hq5Z89oPRkro4yVkS1bbtOtRCYhW7YsWXLIVMYa+dpbdnZ4JLFoOjriZ9q2pUJXoSLpiGzZw9NSDq/fvXUqm97nbym4TLc8Do+G0kMyDXM4hGLLHq4NkfSQXKYr93O4+08yk5RTTqWy6T3fKBf43ut1MwxjxOgTqWxaDjlkZS2ZMhRND+WmSdz9EjkMU5adC48lMjG5fRXDfbF2931/QaFEJiGX4VZccUUyUfmcPjlNp+KZ2PD7ZsoYnsI0d/wJuc3XHnTmXkMpa2Xkc3o1NBQZ8Tradu5vw5YiqYgcciiVTMoyfRpKhRUdiimejsvtcyruiMnKWgq4CvYKgoxkyVY8E5Mhycpash22MtnceRFLx5SxMqNGuJJyI9bZyoUpA67APtdH0pHhEcn2DgjsCedZWUupZFKReETh0NCIMFFvYZ9iu97cPxy9Xq/6rT6l3uDaaigW1oado6+f3AVu9fT3KryPn21fNqDB9KCUsZXdK5DudDqUzmYUTUflMEYPIJw7721lrLQGBgYlSUVGscKxsFLJpAzTUMpMSZaUVlpW1lI0GZWyyq3PGhoywsqkLfUUdasr1DXqe+yLWWSot79vv+u7HJ3aGt6q1OtHK91zvD6fOiNdGggNjlge98WVSMQlGYq747m+7t2uq1NbB7YqnR5ZO/aneR/h6NfL1KT3GwSWcj8D/f39o35BxFfq02BscL/nQsxyqH+wTz19ucC3s9ipnr7e/X6fTrtT2+PblXj9Z/ZePB6POlOdw+/1vnT3dqtz8OCNZOd0OtVpvPH37OnrVm9o9LG5inLHvL8QnzfTpR2ZHeN3A6fIVv9eIfkKT2zE+xk34wolw8Nhxp6iXkV2MqLQW1JpK57Y//vcH+3Xrl27FI2+s19fZ5FT3X09o875od0jD3syXjVndygW46bl28ld5xqevn5fQsmQOjs71du7/xo9XjwFbvUM9GogPrjP9Sl3Wi2eFqWGxva5+HYxDEN9vt43/uwo6lFoP//GxaExlusiADjUqEUAxht1CEA+oBZhrBwOh7qcB7o/36OB8FubkQhvj33luP5V4x5o8+4OdKRSqeH/l6RkMimfz7fP7ff10DCZTL7lOZhdLpemTJnylvbF2yORlWbWFmpXb1TvmVimgNvUQDSt8oLRgSCf26FkxlKhz6mg16mmioAefzX3cNaybdWX+vXAqnYtmVohGVLQ51JF0KNEMqtCn0vheFoyNBws87ociiUzqizyavmOfmUsS8fNqNSj63IPw03ztYBJOJ7WvMYS9Udee0jocBiybFvxdFa1pX6tawvJVm42zr2zR06HIb/LMbxu78HNOgZimlod1KaO3Mhw5l7p1s5QXEunV2pd66Bs25bDNGTvNYBZY3lA2ayl/lBUVeVBuXq65HUYkmXJcLtlVr420ogVj8lZUiLL7ZbV1yfXB89U8qmnX+vI7ikzlc3KNWeuMq8bSc2OROSorpbKynLhqdelcM2GBtnpjMyyMhkOhwynY0SYLPXc8wqcfc4+zwE7FJJZVals575HYjSKiuQofd2IO4lErj/7GNFNkuR2y6yoHDE6myQZu0ehs6MRmRXlsrq7cyG+7m45p09Ttjk3+pOjrlapFSt272TInDxZ9u4H9NnOTjkmTBge3c4sKsqNfmbbsru75ZoxQ4lHHt73sXg8MgoCuX69fgQFw5Dh9cqsrZV298MsK8sF/qJRyenMjaSX21gyDDkbG5XduVOGaeRG4dsdFjY8HtmJpORySZmMbCsrZ3290v39sg0zt353mMLweOSsr1N6S24aIPeRRyqbzkiptMzKKpl1tbJjMRnBoOxI5LXX29j9PZNJOWpqhgOExrKXNfXoY7S5f4Oml07Xiq6XtPd0o3tMKZqqgDM4/LUtW0+1PKGpRVP0uB7d5+vXGGyU31Ugl8OljJVRha9Ca3pXq9JfKWP3f3uP+CZJBa4CGYapdCalCl+lJGkgOaBCT9GItp2mU3tGj/M7/Cpy59aXeErkkENO06VoJrp7KkxDTtOpZDYpvyswPIWiz+lT1soqbiVkGIYaCxvVHt17CkBbHUPtqg3UyjTMUVPfGYahAkeBvA63XHuN6mTIUIW/QlsHt6p9qF1Ti6dqy8BmuUyXkrvXG4Yp2ZaaCiepJ9Yj03DINEy5HC4FPUF1x3rU6G6SKVOGYciyLTUUNA5PkRlNR1XsLdbA7iksCz2F6op2yuV0K55OqqlokrbuNVVUIpNUmdcpv8uv6kCNeuO9w33NWlkVuILyODy7a9fIn8Nib7Hi2VyYrjZQo8FUSKFkSDWBGrUMtciQoVgmpiJPkfoSuXarA9Xa2P9awGpS4SSlrYx8Lp9ahlo0qWiiNg9slCFDpmHKMPaMjmarqbBJg8kBuT0eyTRUF6xXPB2XVx6lrJRKfKUyHaaaw806tu44vdjxwojX3rJtOU2nqn11SlkpmQ5TtmHL7/IrlBpUXUG1PA6Pyjxl6kuODEhZdm6K6aaiiXqq9Um9nmVbmlQ0ST2xLpmmOXxuS5JpOuRz+SVDcns8Ki0o1UB6ZG2uL69XVX3VqHYPJDwQ0jOdz+xzXYErqIrCSlWWV45aZ8vWFHOKdoS2j1rncBmaXjRNHZHX13JD8VhM1YFqJbOjg1OmTDkMR27kxZLi3DK3qYaSRoWtIcm2VeAu0FAqrIAzoFBqULXBWkWyUbk9HhV5ihT0F8rvCqi+qkGB2tHBwX2JZqOqi9Yptp/pwqZWT9fkoslv2MZg36Ai5sgQrsftVklBqTJWRgW+gBz+kef/1Oqpmhw88LVpPB5Xc3Ozmpqa9nndvLdd8Z0qdBfuN5BZH2xQcXGxincHl/dI22k1WU1aM7B6n/vVFNSoprRWwcpcrY5bcU2INu73+8yomaGJJRMPcGRSKpRUt7Xv4GHAFVB9Zb0CNWN7H8fKEXFoZ6p5n+s8Do/qK+tVWFs0al3aSqkpMUF9iX2HH2dWztTEionjNlrVUGZINUPVSmRz1yhF/iJ5PN7hz8JCX5GK3IWScvWsvrxelXWjf7ZxYL3pXlUGKzWY2nd4ZXLZZDWWjh7Z8p0mbafVlGga/vzNZLIaGhpSMBiU0+nQzIqZaqocv3P+cNWf7lNj0QS1RvY9zfH0kmmqqKhQRcXokSbHmy1bU527tGVg8z7XNwQbNbF+0qhf9MgHbfE2rY+u2+c6h+FQfUW9yurK3uZeHZ7ezHURABwq1CIA4406BCAfUIvwVnhjHm1O7PvekNN0qr6yXiV1B3fWFhw8W7duPfBGb8G4B9r2TB/a3d2txsbXbu53d3dr+vTpo7avrq7Wo4+ODDGkUikNDg6qsvKtPXgxDOMth+Hw9jASab2nqVSPre1U0OPQh49q0K3P79RgLK1JlQFt7849aC4rcCueygWAzjqqQd2DcQU8Tlm2IY/TVJHfJafDUMayFYqltLkjrCVTSvSB+bX6x8pWHTutXA+s7lA8lVXA65RtS5mspdKAW5YlpTKWqoq8qiz0qTTgUn80rcqgV/2RXMhyKJHR6UfU6n+f3DLcd7/boXTWki1pQplf5UGPtnZFXluXyYVVptUUqqYo96FuGoYcRm50OEmKJjM6bnql7l3VJr/HoUzWygXtUhml0pZm1RXqsXVu9QwlZRiGDOO1kZg+MK9e0XhCW3b16ewTp8v+y+/l6++WfF6Z5eXynfZeJR94MLdxLJ4LZhUUSLYt19y50t5JWqdzd4LPlv+TH1fsr38f+UbtDlL5PnaWks8/91pib/fDrILPf06xO++So6pSrtmzlR0clPx+ac8oasmkzJoquU88Qak9U33uYdtyTmjMTZ9pjR7hyP/Zz8oqL8/1d6/Qq1lWLu+ZZypxzz2j9/nYx2Q01Mv7vtOVeOjh4b6mXlklz7HHKNvaJu+JJymyPheQsSMRmcFCGQUFMgsCuZHS9oyeY1kqOO8Liv75ltxLsWGjAud9QamXX5FZVCgzsNdxBoPynHi8UuvWSRs2juqXUVMjd32dstt3KLNly4h1rvnzZAQCMkpyH9hGWZlUVSX/Rz+i6P/+UXKYuZHwJCmdlvvE43MjuFmW4o88It/HzlLshj/lXienU/bAQG7a0VhczvoGuRcepfT69bLa22VWVsiORmUUFkq2LUdDgxKPPiajoEDeMz+g/k99WmZhUL7TTlU2PCRHfYOUzcpy9r32Hjid8r3vdCWefU7e45cqvXGT5HQq+dhjmvfDL+mal6/XfxzzPZV5y18LAuwOmRky9P6JZ+j+7fftdRrYum3LX/STYy5TbaD2dUGwnDMmnimn7VDLUItchlPTS2eqxFOiUDKkSUWTtGVwy/CoXoaRC52d1HCyNvZtkNPpVDQd1dTiado1tFODiQFNLpqibbtDWnWBOnXHcgGL9zadrgpPLiR3cuMpw1NMOg2nehO9qvJVqjveraydVZmvTL3xHtmyNa9yvjb1b1SBu0AzSmep2FMkn8OrhBlXykopZaXkc/vkME3NLpujtXtNEWjIkClT7206XTsGm+U0XvsYL/WVyrIsJbJx9af69JGqj+qxXY/Ksi05DMfuKTxdymQNHVN7jP6y4Rb5XX5pd58CrgLtDL+kSn+lFtYs0srOFXqu7VmdPvF9+t+1ualqN/Vt1HuqjtKjOx+R3xVQwOmXYZgq95VoKB3WcfVL9UTLY7sDWkZupDw7o1JvqaYWT9OdW16rGev71umY2mO0dXCrsnZWFb5KhVNhGTJUV1CvvnifsnZWM8tmyWG45DKderV3rY6vP17tkXYVe0u0M9ysmWUz1TrklsvhVpG7SP2JXJjLNEyd1nSaXmh7VuW+Cq3tXaNj6r6qoPtZRdNRuR0eGbtfU4fh0DF1x+nBHffLNAzVFtRpcvEUNYd3yJYtp+1UxkprQmGT2iKtqvZXqcpXpa547lzwOL1KZhPyOrx6b9Pper792dy5YLrkMBzyO/06qmqhXuxYpg9MOlM3bfi/4fdTyj3ErQpUq6GgYZ8jaBW6C3VM7bH6v3V/ks/p1xHlR+rl7pWSIblMl6oD1UplU5rkn6hUNimn87XzojE4QbWFtfI43/wUXZPsSaovqFd7dPS0zSc2nKjGwkaZ5r4fLM+rmqf22OjpQ9NKa17VfIXSIaVeN51pia9UVf5qTS2eqr7OkcEgh+nQERVHqjpQo7bd/RnKhjWleIq2Dm6RaZgq8hRpKBWWy3Qp4CrQtNIZeq7tGTlNh0q9pXI6nVpQvUAVwbE/yPfLrwXVC0YEGPcocBWoqaRJfu8bX0NO0RRtGFw3HCaSpIHUgBZULdCO0A55XCPfmyJ3sRqKGg/Y7t58Pt8Br2WneKfq/U1n6PbNt41aN7tstuoK6vbbxtSSqaoKVKonNnJqb9N06Ni641RV+Fpg0i+/jqpZqKfbnnp9M/I5fZpUMnlM191NxkSt6VujaCYyat17qo96U+/jWDU4GlTmr1AoNfq3vI6omKeqYPV+hsz266jaRXps1yOj1ngcHk0rmz6uN2788uvI6vla2bVcUm4a2amlU7V1YIvcDreC7oLhujGxaJLqCuvkcjDl6FvRqEad2Hiy/rnt7lHrqvzVmlw85V3z786FtQv12K5HR3xuOZ0O+T1+TS+fwc3KceCXX++f+H7979o/jFpX4avQ9NIZeX3+HVF5hFoiu0aMBizlrunmV89Xgb9gnHr2xmpdtaovalBndPQvXk0vmaHawtpRv7iBQ2ss10UAcKhRiwCMN+oQgHxALcKbUe9sUHWwRr3xnlHr5pTNVU1hjcx9zPCD/HAophuVJMMe51+bTqVSWrJkib73ve/pE5/4hCQpHA5r6dKluuyyy/SBD3xgxParVq3Spz71KT388MOaMGGCJOnZZ5/VBRdcoCeffFJVVW9uBJK1a9dKkubOnXsQjgaHUv/QkDZ3JvXi1m6dfkStntnYo/tWt+vUOdXa2jmkzlBcxX632gfi+shR9Vo0qVRDiax+fMdqNVUUqKbYp6bygP75cqtqSvyaVh3U6UfUKBJPqyTg0Yvbe7WpPSyXw9SLW3tVEvCotMAjhyFNqirQquZ+TawMampVgdY09+vISWVavXNQ69tC6gwlNLEioE8tnqCAy6F4xtIjr3Zoe1dEDoehmiKfTj+yRls7wppeV6RXmge0Yke/HIYhp8PQcdMrVOhzqTTg1lAio3++3KqecFIOQ1oyrVIfWlCnp9a1a86EMt3/SptW7RqU3+PQjJpCnXZEjV7e3qelM6r06LpOvbStT+mMpYpCjz44v17FAZde2NCu91T5NX3tcyp86hF5U3H5P/IR2aYp5+xZsjZvUeSPNyi7fbsUCMj/0Y/KdeQRij36mAo+/GFFb75ZqVdekQzJOW26Cs47T46jFsjo7lbkTzcq8eBDUiolR0ODAp//nJyLFyv2298p8fRTuVHSamrlP/uzksul9MqX5ZwxXe4FC2QEg0rcf5/i/7xHVmubzNJSeT/1Cfk+8AHFb/mLYv/8hxSNyaioUOAzn5b3Qx+UnUgqdtPNit93b25dVZUKzv6s3O97vzKhQRmdHYr84X+VWbNWMgy5TzxRhd/5tmK33674XXfLDoVklJbK9/GPyfexs2T390uGocQ99yl+332yh4ZklJYq+K3/kB0KK9vbK8MwFL/vfsm2ZVZVynP0YjlqqhX+n6ulWEyOiRMVOPuzch19tFKPPa7ILbfI7uiQY9IkBf7tXKV37FD8zjulSFSuhUep4ILzpbIyOTwexW69VbG7/ylFo68d5xlnyB4KK71ho+L/+KfS69bJkOQ+7lh5Tz5FriPmqvfjn5D7qAUKfOlLSjz7vLyLFiq9YYNif/u7rN5eyeGQ7/TT5D/7HKVWr1Lsxv9TtqVFBf/+Vcl0KPHII8ps2y6jsFDeU07OBeLuvEuG1yPT5Vby6WdkpZIyfT45J02Wo7JC8X/8U45Jk1TwpfOVjMeVvvUvufPIYcoMBHa/Tg8o07xD2bZ2GV6PvO89TWZpsQx/QMmXXlJ25y456+vlaKiXWVOtbWccqZhpy+cr0D+33a1VPa/Ilq3G4AR9ePJHNLN0lp5qe0KP7XxU/Yl+FboLtbhmsd5X+wFFjaj+ue0ureheoaydVW2gVmdO+qCOKJ+n9mibXupcppe7VurkxlNV4avQis7lOrp2sV7tWaOV3S/LsrMqcBXopIaT1Rhs1HMdz6kj0q5oKqbPzfm8lne9pHW9r+qY2mPVEelQX7JPGSujwcSATmt6n46tPVY/XfYTnTHxA5pfuUDtkTZtC23X+r516ox26Ni645TIJtUf71Nfold+Z0C1BbWKpWPqjHaqpqBGpze9T6FkWIPJAS3vXKatg1vlNt2aUTZLR5YdqYbCej3W8phebH9BSSupUm+ZTmk8VXPL5uqJlsfUHe9RJpuR2+lRY7BBT7c+rdnlc/TBSR/U1OJpeqX7Zf1j+z/UHNquVDalyUVTdFrT6Xq1Z61W965SobtQs8rn6IiKI7W+d51e6VmpgLNAH578Yb3a96peaH9eH5z0YRmmoYebH1Rvok/Ti6drask0dcW61B5tU5G7SBOKmtRQ0CCv6VE4PaSHdz6kXUM7JVuaVzFf75/4AYWSg3qg+QFtD22T2+HS3PIjdGL9yWqLtOqF9ucV9ASVyMQVdAVV6a/SM61P6z3VC3V60+la3bNam/s3aefQTk0rnq65FXO1onO5Ng1sVNBdqPdUvUcVvkrdueXvCqfDmlg4UR+c9CFNKJyoDQPrtbl/kzqinfI5PDqp8RQ90/a0mkPNcjmcKvOWa2n98drct1HNkZ2aWz5Xp094v2oKarSpf5NWdi/XUGpIWSuraSXT1BHt1I7BbTp1wml6ouUxberfpKyyKvOU6YOTP6zGwkbdsvFmdUd75HV6NLFoso6tPU6tkVa90P6cPjTpw+pN9OqB5gfUG+uW03RqUfXR+uDkD6nYXaxNg5t177Z/avPgJpkyNatstj4w6UxVeCrUFmvTU61PqNBdpKyV1Y7QdpX7K1Ttr1ZjYaOqAjV6pXul0lZaTtOpyUVTdFTVQhV7i9/yZ29zaIcean5Q6/peVcbKqNBTpKV1J+jY2mNU7N3/b8JYtqVtg1u1vPMlDSRz4aBiT4kWVS/S5OIpah1q0YsdL6on3i1JCrqCWlB1lApdQQ0kB/Rs2zN6pu1pJTIJFXuKdVLjKTq+7gRVBaq0ume11vW9qmQ2oQJXgSYEm7QjvEPRdESDyZBMGVpSe4w292/S5tBmlXsrVBWo1BHlR2pO+Vx5nfue7nl/EpmEXu19VWt6VymeicuUqepAjRbXLlFNoGZMbbQOteiFjhfVHctNkRlwBXR01WKFUiGt63tViWxCpkzVFdRrce1iVfrHdj0bi8W0YcM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|
||
"text/plain": [
|
||
"<Figure size 2500x3000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.cluster import KMeans\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Закодирование категориальных переменных\n",
|
||
"df_encoded = pd.get_dummies(df_cleaned, drop_first=True)\n",
|
||
"\n",
|
||
"# Выбор подмножества данных для кластеризации\n",
|
||
"features = df_encoded[['price']]\n",
|
||
"\n",
|
||
"# Масштабирование данных\n",
|
||
"scaler = StandardScaler()\n",
|
||
"scaled_features = scaler.fit_transform(features)\n",
|
||
"\n",
|
||
"# Кластеризация данных\n",
|
||
"kmeans = KMeans(n_clusters=3)\n",
|
||
"df_encoded['Cluster'] = kmeans.fit_predict(scaled_features)\n",
|
||
"\n",
|
||
"# Визуализация кластеров\n",
|
||
"plt.figure(figsize=(25, 30))\n",
|
||
"\n",
|
||
"# Парный график 1: Price vs Category\n",
|
||
"category_columns = [col for col in df_encoded.columns if col.startswith('category_')]\n",
|
||
"if category_columns:\n",
|
||
" plt.subplot(4, 1, 1)\n",
|
||
" sns.scatterplot(x=df_encoded['price'], y=df_encoded[category_columns[0]], hue=df_encoded['Cluster'], palette='Set1', alpha=0.6)\n",
|
||
" plt.title('Price vs Category Clusters')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Category ({category_columns[0]})')\n",
|
||
"else:\n",
|
||
" plt.subplot(4, 1, 1)\n",
|
||
" plt.text(0.5, 0.5, 'No category columns found', ha='center', va='center', fontsize=12)\n",
|
||
" plt.title('Price vs Category Clusters')\n",
|
||
"\n",
|
||
"# Парный график 2: Price vs Sub-Category\n",
|
||
"sub_category_columns = [col for col in df_encoded.columns if col.startswith('sub_category_')]\n",
|
||
"if sub_category_columns:\n",
|
||
" plt.subplot(4, 1, 2)\n",
|
||
" sns.scatterplot(x=df_encoded['price'], y=df_encoded[sub_category_columns[0]], hue=df_encoded['Cluster'], palette='Set1', alpha=0.6)\n",
|
||
" plt.title('Price vs Sub-Category Clusters')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Sub-Category ({sub_category_columns[0]})')\n",
|
||
"else:\n",
|
||
" plt.subplot(4, 1, 2)\n",
|
||
" plt.text(0.5, 0.5, 'No sub-category columns found', ha='center', va='center', fontsize=12)\n",
|
||
" plt.title('Price vs Sub-Category Clusters')\n",
|
||
"\n",
|
||
"# Парный график 3: Price vs Category (другая категория)\n",
|
||
"if len(category_columns) > 1:\n",
|
||
" plt.subplot(4, 1, 3)\n",
|
||
" sns.scatterplot(x=df_encoded['price'], y=df_encoded[category_columns[1]], hue=df_encoded['Cluster'], palette='Set1', alpha=0.6)\n",
|
||
" plt.title('Price vs Category Clusters')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Category ({category_columns[1]})')\n",
|
||
"else:\n",
|
||
" plt.subplot(4, 1, 3)\n",
|
||
" plt.text(0.5, 0.5, 'Not enough category columns found', ha='center', va='center', fontsize=12)\n",
|
||
" plt.title('Price vs Category Clusters')\n",
|
||
"\n",
|
||
"# Парный график 4: Price vs Sub-Category (другая подкатегория)\n",
|
||
"if len(sub_category_columns) > 1:\n",
|
||
" plt.subplot(4, 1, 4)\n",
|
||
" sns.scatterplot(x=df_encoded['price'], y=df_encoded[sub_category_columns[1]], hue=df_encoded['Cluster'], palette='Set1', alpha=0.6)\n",
|
||
" plt.title('Price vs Sub-Category Clusters')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Sub-Category ({sub_category_columns[1]})')\n",
|
||
"else:\n",
|
||
" plt.subplot(4, 1, 4)\n",
|
||
" plt.text(0.5, 0.5, 'Not enough sub-category columns found', ha='center', va='center', fontsize=12)\n",
|
||
" plt.title('Price vs Sub-Category Clusters')\n",
|
||
"\n",
|
||
"# Настройка графиков\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## KMeans (неиерархическая кластеризация) для сравнения"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Центры кластеров:\n",
|
||
" [[ 194.76055021]\n",
|
||
" [ 696.35470625]\n",
|
||
" [1847.9773913 ]\n",
|
||
" [5430.2962963 ]]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.cluster import KMeans\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Загрузка данных\n",
|
||
"df = pd.read_csv(\"..//static//csv//jio_mart_items.csv\")\n",
|
||
"df = df.iloc[:15000]\n",
|
||
"\n",
|
||
"# Удаление несущественных столбцов\n",
|
||
"columns_to_drop = ['href', 'items']\n",
|
||
"df_cleaned = df.drop(columns=columns_to_drop)\n",
|
||
"\n",
|
||
"# Закодирование категориальных переменных\n",
|
||
"df_encoded = pd.get_dummies(df_cleaned, drop_first=True)\n",
|
||
"\n",
|
||
"# Выбор подмножества данных для кластеризации\n",
|
||
"features_used = ['price']\n",
|
||
"data_to_scale = df_encoded[features_used]\n",
|
||
"\n",
|
||
"# Масштабирование данных\n",
|
||
"scaler = StandardScaler()\n",
|
||
"data_scaled = scaler.fit_transform(data_to_scale)\n",
|
||
"\n",
|
||
"# Кластеризация данных\n",
|
||
"random_state = 42\n",
|
||
"kmeans = KMeans(n_clusters=4, random_state=random_state)\n",
|
||
"labels = kmeans.fit_predict(data_scaled)\n",
|
||
"centers = kmeans.cluster_centers_\n",
|
||
"\n",
|
||
"# Отображение центроидов\n",
|
||
"centers_original = scaler.inverse_transform(centers) # Обратная стандартизация\n",
|
||
"print(\"Центры кластеров:\\n\", centers_original)\n",
|
||
"\n",
|
||
"# Визуализация результатов кластеризации KMeans\n",
|
||
"plt.figure(figsize=(16, 12))\n",
|
||
"\n",
|
||
"# Парный график 1: Price vs Category\n",
|
||
"plt.subplot(2, 2, 1)\n",
|
||
"category_columns = [col for col in df_encoded.columns if col.startswith('category_')]\n",
|
||
"if category_columns:\n",
|
||
" sns.scatterplot(x=df_cleaned['price'], y=df_encoded[category_columns[0]], hue=labels, palette='Set1', alpha=0.6)\n",
|
||
" plt.title('KMeans Clustering: Price vs Category')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Category ({category_columns[0]})')\n",
|
||
"else:\n",
|
||
" plt.title('KMeans Clustering: Price vs Category (No Data)')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel('Category')\n",
|
||
"\n",
|
||
"# Парный график 2: Price vs Sub-Category\n",
|
||
"plt.subplot(2, 2, 2)\n",
|
||
"sub_category_columns = [col for col in df_encoded.columns if col.startswith('sub_category_')]\n",
|
||
"if sub_category_columns:\n",
|
||
" sns.scatterplot(x=df_cleaned['price'], y=df_encoded[sub_category_columns[0]], hue=labels, palette='Set1', alpha=0.6)\n",
|
||
" plt.title('KMeans Clustering: Price vs Sub-Category')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Sub-Category ({sub_category_columns[0]})')\n",
|
||
"else:\n",
|
||
" plt.title('KMeans Clustering: Price vs Sub-Category (No Data)')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel('Sub-Category')\n",
|
||
"\n",
|
||
"# Парный график 3: Price vs Category (другая категория)\n",
|
||
"plt.subplot(2, 2, 3)\n",
|
||
"if len(category_columns) > 1:\n",
|
||
" sns.scatterplot(x=df_cleaned['price'], y=df_encoded[category_columns[1]], hue=labels, palette='Set1', alpha=0.6)\n",
|
||
" plt.title('KMeans Clustering: Price vs Category')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Category ({category_columns[1]})')\n",
|
||
"else:\n",
|
||
" plt.title('KMeans Clustering: Price vs Category (No Data)')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel('Category')\n",
|
||
"\n",
|
||
"# Парный график 4: Price vs Sub-Category (другая подкатегория)\n",
|
||
"plt.subplot(2, 2, 4)\n",
|
||
"if len(sub_category_columns) > 1:\n",
|
||
" sns.scatterplot(x=df_cleaned['price'], y=df_encoded[sub_category_columns[1]], hue=labels, palette='Set1', alpha=0.6)\n",
|
||
" plt.title('KMeans Clustering: Price vs Sub-Category')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel(f'Sub-Category ({sub_category_columns[1]})')\n",
|
||
"else:\n",
|
||
" plt.title('KMeans Clustering: Price vs Sub-Category (No Data)')\n",
|
||
" plt.xlabel('Price')\n",
|
||
" plt.ylabel('Sub-Category')\n",
|
||
"\n",
|
||
"# Настройка графиков\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### PCA для визуализации сокращенной размерности"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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yp7PT6dSll14qSZoxY4aaNGmiF1980fMmvmPHjrrkkktKPP/jnczvsze2bdum9PR03XzzzerSpYskqWnTpnrrrbeUm5urhIQEJSQkSPrndbZz5069/fbbGjt2rG6//XZJ0jnnnCOTyaQXX3xRN9xwg6KioiRJVqtVjz76qGfqh7IWiXS73Ro1apSnOdK1a1etWrVKX331lXr37q3ly5drx44dWrp0qefvXM+ePXX++ecblhcAAHByqFnKRs1S+WmEdu3apZtvvlkpKSlyOBwl1qEry8UXX6wlS5aUmEbqk08+0XnnnafAwMASx37wwQcn/LknJyd7RgF169ZNktSjRw/t2bOn1Iif4uJiLViwwFOD5Obmavz48dq8ebPatWunH3/8UWeffbYnBz169FBwcLCio6PLfT5JSUmqV69epXJ1MlJTU7Vjxw6NGjVK5557riSpQ4cOev7551VUVKQ6deqoYcOGkqTWrVurfv36ys7O1ty5c3Xttdfq4YcflnTk/X9kZKQefvhhDR8+XC1atPDk5LHHHvPUEOW55pprPLVTr169tHr1an311Ve67rrrtHbtWq1bt06zZ8/WgAEDJB35OV166aUlRi0B8B+MwAAg6cgd3G3btvX8d9ZZZ2ns2LFq166dZsyYIZPJJOnIXSgV3QlflqVLl6pHjx6y2WzKysqSw+FQ//799dFHH5U5NPVYxxcea9euVWxsrNq2bavi4mIVFxfL6XSqX79++v3335WZman169dLUok7YsxmswYOHOhV3NKRBc46depU4u6shIQEffnllzr33HO1du1amUwmnXvuuZ54iouL1b9/fx0+fFhbt27Vxo0b5XA41K9fvxKPfdFFF1V47cqed+utt+rJJ59Ubm6ufv/9d33yySd68cUXJanUCIhjPfDAAxo3bpyysrK0ceNGffDBB54h3BWdd7y0tDR9+eWXGjhwoLKyspSVlaUWLVqoXr16Jd6Er1u3Tm63u8QH/JI8H8JL0u7du3XgwIFSx5Q1PPuojRs3qqioqMTjSFK3bt1Ur149/fjjjyW2H/0gXZJnXtejBYYkRUZGSjpSjEnSDz/8oO7duysoKMjz8w0NDVW3bt30/fffl3js41+vVZHj4OBgnX/++SWG+H/88cfq1auX4uPjlZ+fr19//VXnnnuup6gvLi5WgwYN1KxZswoX4T6Z32dvtGjRQnXq1NHIkSM1adIkrVq1SjExMbrvvvvKLTp++OEHud1u9e/fv9TvVGFhoX7++WfPsU2bNq3U2hydO3f2fG2z2VSnTh3l5eV5rtegQQPPBx7Skfm1j/+9AwAAvkfNUjZqlsr76KOPFB8fr0WLFikvL0/33XdfhU2Mrl27Kj4+3jMKo6ioSKtXry5Ve0iV+7nHx8fr9ddfV9euXbVv3z6tWbNGixYt0i+//FLq+TRv3tzTvJDkGSlydHH5Hj166O2339Ztt92mxYsXa+/evRo9erT69u1b7vMx+v1/TEyMmjdvrokTJ2r8+PGexuCECRM8TYjjbdiwQQUFBWW+/5dUop6JjIw8YfNCKvn+Xzry+3Ds+3+r1VrihiWz2exp7gHwP4zAACBJatu2rR599FFJkslkUmBgoBITE0u8YZKO3F10dG7ZsjgcDmVmZno+GP7zzz89C5udeeaZpY5fvny5brjhhnIfLzg4uMT3GRkZOnz4sNq2bVvm8YcPH/bMt3r0Lu2jTmYanIyMDNWvX7/C/W63u8SH4sdKTk72fBDubTyVfR5paWl65JFHtHr1aplMJjVq1MhzN4/b7S738ffs2aNJkyZp7dq1slqtatq0qc4444wTnne85cuXy+FwaPbs2Z65R4/av3+/tm/frmbNmnnWYzj+jqBjvy/vmIoWkDuap7KOiYmJUXZ2doltx7+mJZWa//VYGRkZ+uSTT0rNESxJderUKfH98a/XqsrxFVdcoeXLl2vLli2KiYnRunXrNHXqVElHGi0ul0svvfSSXnrppVLnHn9n2LG8/X32VkhIiJYsWaJ58+bp008/1VtvvaWgoCBdccUVevjhh8tsPmRkZEgqv2l16NChEo9fGUFBQSW+N5vNnvynp6eXeZdaRXeuAQAA36BmKRs1S+W1bdtWr776qsLCwjRmzBg99dRTeuGFF8qdfspkMunCCy/UihUrNHbsWH377bcym806++yzS7wvlSr3c4+IiNDy5cs1c+ZMHTx4UJGRkWrdunWp96tS6RrFbD5yD/LRhstDDz2khIQELV++XI8//rgef/xxde7cWZMnT/bk6Hh169YtsY5GWQ4ePKjExMQKjymPyWTSwoULNW/ePK1atUrLli3zNAseffRRRURElDrn6Pv/o6Ovj5ecnOz5uqre/0dGRnryeRTv/wH/RQMDgKQjbwSOTv9TkXPOOUevvfaaDh8+XOab2a+//lqjR4/W888/rwsuuEDvvfeegoODNXfu3FJvECZNmqS33nqrwmLgeGFhYWrcuLGmT59e5v769et73jynpKSUWIzt6BujYx1/98nRuzKOvV5ZCyGvXbtW9evXV1hYmIKDg/X666+XGU+jRo08bxBTU1PVtGnTCuM51tHncaLzxo0bpx07dujVV19V586dZbPZlJ+fr7fffrvcx3a5XLr99ttltVr17rvvqnXr1goICNC2bdv0wQcfVBjX8ZYuXeqZQ/dYeXl5GjVqlP7v//5PDz/8sOeOoeN/Lsfm9+jdNMevLXH898c6+iY4JSWlRJ6kI0XC0bmQT1ZYWJjOOussz7RXxwoIKP+f0arMca9evRQbG6tPP/1UsbGxCgwM9Ax3DgkJkclk0rBhw8r80L+i5oy3v8/HOnqH4/F3rOXm5pYoLJo2bepZNG/Tpk364IMP9H//939q2LBhmetWhIeHS5Jee+21MguUshZYPBXx8fHatWtXqe0VveYAAIBvULMcQc3i/fvpo/r166ewsDBJ0vDhw/Xll19qzpw56tmzZ7kNnosvvlivvfaaNm/erE8++UQDBgyQ1WotdVxlfu7r16/X+PHjNWTIEN1yyy2eGmnatGklRhpXhs1m0x133KE77rhDBw4c0Jdffqm5c+fq3nvv1ccff1zmOb1799aXX36p3377rczfpc2bN2vQoEGaMGGChg0bVmLf0ff/J3o9xsfHa/LkyXrkkUe0ZcsWrVixQi+99JKioqLKXPPv6Pv/6dOnl7n2xsneTFWe+Ph4paeny+Vylfh95/0/4L+YQgqAV2688UZZrVZNmTKlzDcuzz33nKKiotSnTx8VFRXpww8/VP/+/dWrVy/16NGjxH+DBg3Sli1btHHjxkpfv3v37jp48KCio6PVvn17z39r1qzRyy+/LIvFop49e0pSqcXWvvzyyxLfh4aGllj4TVKpN43dunXTr7/+WqIgSE1N1a233qqvv/5a3bt3V15entxud4l4/v77b82ZM0fFxcXq3LmzgoKCThjP8Sp73s8//6wBAwZ4hrxLRxbVlv75cPn4xc3S09O1c+dOXX311Wrfvr3ng/jjzzuR3377TX///beuvPLKUj/ffv36qWfPnvrggw9UUFCgrl27ymKxaNWqVSUe47PPPvN8nZCQoIYNG1Z4zPE6duwom82mjz76qMT29evX68CBA+UWIpXVvXt3bdu2Ta1bt/b8fNu1a6dXX321VJzHqmyOy1t47lgWi0WXXXaZvvzyS61YsULnn3++506/0NBQtWnTRjt27CjxGmzRooVmz56tdevWlfu43vw+H+/onY7H/g5lZmaWmDd2xYoV6tmzpw4fPiyLxeK5Iyw8PNxzV+TxHxIcvRMvPT29xPNJS0vTs88+e8Ii2lvdu3fXvn37PHddSlJBQUGFcz0DAAD/Rs1CzVIZJpNJTz31lOx2u2eaqrJ06tRJ9erV0wcffKAvvvii3JHClfm5b9iwQS6XS3fddZeneeF0Oj1T01b2ORUUFGjgwIFauHChpCM3+dx444265JJLKhx9dPnllys2NlZPPPGECgoKSuxzOp2aPn26rFZrmVOHHX3/f+zIE4fDUWJEx4YNG3TWWWdp06ZNMplMat26tcaMGaOWLVuW+/6/Y8eOslqtOnToUIm8BQQEaObMmWWuc3cqunfvruLiYn3xxReebW63W6tXr67S6wCoOozAAOCV+vXra/LkyXrooYd044036rrrrlNiYqL27NmjV155RXv37tWCBQsUGBioTz75RBkZGWXODyodmRbn2Wef1ZtvvlnpRdeuvPJKLV68WMOHD9fIkSOVmJio77//Xi+99JJuuukmWa1WNWrUSNdee62eeeYZFRcXq3Xr1vrggw/0119/lXisfv366YsvvtATTzyh/v37a/369Vq2bFmJY4YNG6Zly5bp1ltv1YgRI2S1WjVv3jwlJCTosssuU1hYmM4880yNGjVKo0aNUrNmzbRp0yY999xz6t27t2eKoVGjRmnWrFmy2+3q2bOnvv766xMWAyEhIZU6r0OHDvrwww/Vtm1bJSQk6JdfftH8+fNlMpk886Mevcto7dq1atasmTp27Kh69eppyZIlSkhIUHh4uL799lvPXVlHz5OOzGt77GJrx1q6dKmsVqtnNMDxrrjiCn3//ff65JNPdOWVV+qqq67SzJkz5XA4dMYZZ2jVqlWe52M2m2UymXT33Xdr3LhxeuSRR3TBBRdoy5YtmjNnjueY40VGRur222/XnDlzZLVa1a9fP+3bt0/PPvusmjdvrsGDB1eY5xMZNWqUrrvuOo0YMULXX3+9AgMD9dZbb2n16tV67rnnyj0vOjq6Ujk++rP56quvFBERUe5w7yuuuEILFy6U2WwuNVXU0QWv7733Xl1++eVyOp1auHChfv3113KHw0ve/T4fr1WrVkpMTNScOXMUGhrqWWT72BEfXbp0kcvl0ujRo3X77bcrJCREn376qbKzsz2vmaN3XH300Ufq2LGjWrVqpcsvv1wTJ07U/v371a5dO+3cuVPPPPOM6tevX+ZdWafi0ks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",
|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Применение PCA ТОЛЬКО к числовым данным\n",
|
||
"pca = PCA(n_components=1)\n",
|
||
"reduced_data = pca.fit_transform(data_scaled)\n",
|
||
"\n",
|
||
"# Визуализация сокращенных данных\n",
|
||
"plt.figure(figsize=(16, 6))\n",
|
||
"\n",
|
||
"# График 1: PCA reduced data: Agglomerative Clustering\n",
|
||
"plt.subplot(1, 2, 1)\n",
|
||
"sns.scatterplot(x=range(len(reduced_data)), y=reduced_data[:, 0], hue=result, palette='Set1', alpha=0.6)\n",
|
||
"plt.title('PCA reduced data: Agglomerative Clustering')\n",
|
||
"plt.xlabel('Sample Index')\n",
|
||
"plt.ylabel('Principal Component 1')\n",
|
||
"\n",
|
||
"# График 2: PCA reduced data: KMeans Clustering\n",
|
||
"plt.subplot(1, 2, 2)\n",
|
||
"sns.scatterplot(x=range(len(reduced_data)), y=reduced_data[:, 0], hue=labels, palette='Set1', alpha=0.6)\n",
|
||
"plt.title('PCA reduced data: KMeans Clustering')\n",
|
||
"plt.xlabel('Sample Index')\n",
|
||
"plt.ylabel('Principal Component 1')\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Анализ инерции для метода локтя (метод оценки суммы квадратов расстояний)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Список для хранения инерций\n",
|
||
"inertias = []\n",
|
||
"clusters_range = range(1, 11)\n",
|
||
"\n",
|
||
"# Вычисление инерции для каждого количества кластеров\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",
|
||
"# Визуализация метода локтя\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(clusters_range, inertias, marker='o')\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": [
|
||
"### Расчет коэффициентов силуэта"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Список для хранения коэффициентов силуэта\n",
|
||
"silhouette_scores = []\n",
|
||
"\n",
|
||
"# Вычисление коэффициентов силуэта для каждого количества кластеров\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='o')\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": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Средний коэффициент силуэта: 0.678\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Добавляем индекс строки как дополнительный признак\n",
|
||
"data_scaled_with_index = np.hstack((data_scaled, np.arange(data_scaled.shape[0]).reshape(-1, 1)))\n",
|
||
"\n",
|
||
"# ========================\n",
|
||
"# Применение K-Means\n",
|
||
"# ========================\n",
|
||
"kmeans = KMeans(n_clusters=3, random_state=42) \n",
|
||
"df_clusters = kmeans.fit_predict(data_scaled)\n",
|
||
"\n",
|
||
"# ========================\n",
|
||
"# Оценка качества кластеризации\n",
|
||
"# ========================\n",
|
||
"silhouette_avg = silhouette_score(data_scaled, df_clusters)\n",
|
||
"print(f'Средний коэффициент силуэта: {silhouette_avg:.3f}')\n",
|
||
"\n",
|
||
"# ========================\n",
|
||
"# Визуализация кластеров\n",
|
||
"# ========================\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"df_pca = pca.fit_transform(data_scaled_with_index)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 7))\n",
|
||
"sns.scatterplot(x=df_pca[:, 0], y=df_pca[:, 1], hue=df_clusters, palette='viridis', alpha=0.7)\n",
|
||
"plt.title('Визуализация кластеров с помощью K-Means')\n",
|
||
"plt.xlabel('Первая компонента PCA')\n",
|
||
"plt.ylabel('Вторая компонента PCA')\n",
|
||
"plt.legend(title='Кластер', loc='upper right')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Средний коэффициент силуэта, равный 0.678, указывает на хорошую кластеризацию. \n",
|
||
"\n",
|
||
"Средний коэффициент силуэта (silhouette score) указывает на качество кластеризации, измеряя, насколько хорошо точки внутри одного кластера близки друг к другу по сравнению с точками из других кластеров. Значения коэффициента силуэта находятся в диапазоне от -1 до 1:\n",
|
||
"\n",
|
||
"1: Указывает на идеально плотные и четко разделенные кластеры. \n",
|
||
"0: Указывает на перекрытие кластеров или слабую структуру кластеризации. \n",
|
||
"Отрицательные значения: Указывают, что точки в кластере расположены ближе к другому кластеру, чем к своему."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Средний коэффициент силуэта (агломеративная кластеризация): 0.724\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Добавляем индекс строки как дополнительный признак\n",
|
||
"data_scaled_with_index = np.hstack((data_scaled, np.arange(data_scaled.shape[0]).reshape(-1, 1)))\n",
|
||
"\n",
|
||
"# ========================\n",
|
||
"# Агломеративная кластеризация\n",
|
||
"# ========================\n",
|
||
"agg_cluster = AgglomerativeClustering(n_clusters=3) \n",
|
||
"labels_agg = agg_cluster.fit_predict(data_scaled)\n",
|
||
"\n",
|
||
"# ========================\n",
|
||
"# Оценка качества кластеризации\n",
|
||
"# ========================\n",
|
||
"silhouette_avg_agg = silhouette_score(data_scaled, labels_agg)\n",
|
||
"print(f'Средний коэффициент силуэта (агломеративная кластеризация): {silhouette_avg_agg:.3f}')\n",
|
||
"\n",
|
||
"# ========================\n",
|
||
"# Визуализация кластеров\n",
|
||
"# ========================\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"df_pca = pca.fit_transform(data_scaled_with_index)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 7))\n",
|
||
"sns.scatterplot(x=df_pca[:, 0], y=df_pca[:, 1], hue=labels_agg, palette='viridis', alpha=0.7)\n",
|
||
"plt.title('Визуализация кластеров с помощью агломеративной кластеризации')\n",
|
||
"plt.xlabel('Первая компонента PCA')\n",
|
||
"plt.ylabel('Вторая компонента PCA')\n",
|
||
"plt.legend(title='Кластер', loc='upper right')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Значение коэффициента силуэта лежит в диапазоне от -1 до 1. Ближе к 1: Хорошо сформированные, плотные кластеры, четко отделенные друг от друга. \n",
|
||
"\n",
|
||
"Ближе к 0: Кластеры пересекаются или слабо разделены, не имеют четких границ. Точки расположены одинаково близко как к своему кластеру, так и к соседним. \n",
|
||
"Ближе к -1 (Отрицательные значения): Некоторые точки скорее относятся к другим кластерам, чем к текущему (ближе к центрам других кластеров). Очень плохая кластеризация. \n",
|
||
"Ближе к 1: Все точки внутри каждого кластера плотно сгруппированы и значительно удалены от точек других кластеров. Свидетельствует о четкой и хорошо разделенной структуре данных. Единица говорит об идеальной кластеризации.\n",
|
||
"\n",
|
||
"Средний коэффициент силуэта, равный 0.724, указывает на то, что кластеры имеют хорошее разделение и четкие границы. Точки внутри каждого кластера достаточно плотно сгруппированы и значительно удалены от точек других кластеров, что свидетельствует о четкой и хорошо разделенной структуре данных."
|
||
]
|
||
}
|
||
],
|
||
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