diff --git a/lab_5/lab5.ipynb b/lab_5/lab5.ipynb new file mode 100644 index 0000000..1c6697a --- /dev/null +++ b/lab_5/lab5.ipynb @@ -0,0 +1,1129 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Анализ популяции с применением метода кластеризации" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from scipy.cluster.hierarchy import dendrogram, linkage, fcluster\n", + "from sklearn.cluster import KMeans\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import silhouette_score\n", + "\n", + "\n", + "df = pd.read_csv(\n", + " \".//static//csv///world-population-by-country-2020.csv\", index_col=\"no\"\n", + ")\n", + "\n", + "df[\"Population2020\"] = df[\"Population2020\"].apply(lambda x: int(\"\".join(x.split(\",\"))))\n", + "df[\"NetChange\"] = df[\"NetChange\"].apply(lambda x: int(\"\".join(x.split(\",\"))))\n", + "df[\"Yearly Change\"] = df[\"Yearly Change\"].apply(lambda x: float(\"\".join(x.rstrip(\"%\"))))\n", + "df[\"LandArea\"] = df[\"LandArea\"].apply(lambda x: int(\"\".join(x.split(\",\"))))\n", + "df[\"Density\"] = df[\"Density\"].apply(lambda x: int(\"\".join(x.split(\",\"))))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country (or dependency)Population2020Yearly ChangeNetChangeDensityLandAreaMigrants (net)Fert. RateMed. AgeUrban Pop %World Share
no
1China14393237760.3955400901539388211-348,3991.73861%18.47%
2India13800043850.99135866314642973190-532,6872.22835%17.70%
3United States3310026510.591937734369147420954,8061.83883%4.25%
4Indonesia2735236151.0728980471511811570-98,9552.33056%3.51%
5Pakistan2208923402.004327022287770880-233,3793.62335%2.83%
\n", + "
" + ], + "text/plain": [ + " Country (or dependency) Population2020 Yearly Change NetChange Density \\\n", + "no \n", + "1 China 1439323776 0.39 5540090 153 \n", + "2 India 1380004385 0.99 13586631 464 \n", + "3 United States 331002651 0.59 1937734 36 \n", + "4 Indonesia 273523615 1.07 2898047 151 \n", + "5 Pakistan 220892340 2.00 4327022 287 \n", + "\n", + " LandArea Migrants (net) Fert. Rate Med. Age Urban Pop % World Share \n", + "no \n", + "1 9388211 -348,399 1.7 38 61% 18.47% \n", + "2 2973190 -532,687 2.2 28 35% 17.70% \n", + "3 9147420 954,806 1.8 38 83% 4.25% \n", + "4 1811570 -98,955 2.3 30 56% 3.51% \n", + "5 770880 -233,379 3.6 23 35% 2.83% " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Population2020Yearly ChangeNetChangeDensityLandArea
count2.350000e+02235.0000002.350000e+02235.0000002.350000e+02
mean3.317120e+071.1042983.461058e+05478.4085115.535918e+05
std1.351370e+081.0756651.128255e+062331.2824241.687796e+06
min8.010000e+02-2.470000-3.838400e+050.0000000.000000e+00
25%4.188015e+050.3200004.240000e+0237.0000002.545000e+03
50%5.459642e+060.9700003.917000e+0495.0000007.724000e+04
75%2.057705e+071.8500002.496600e+05240.0000004.038200e+05
max1.439324e+093.8400001.358663e+0726337.0000001.637687e+07
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" + ], + "text/plain": [ + " Population2020 Yearly Change NetChange Density LandArea\n", + "count 2.350000e+02 235.000000 2.350000e+02 235.000000 2.350000e+02\n", + "mean 3.317120e+07 1.104298 3.461058e+05 478.408511 5.535918e+05\n", + "std 1.351370e+08 1.075665 1.128255e+06 2331.282424 1.687796e+06\n", + "min 8.010000e+02 -2.470000 -3.838400e+05 0.000000 0.000000e+00\n", + "25% 4.188015e+05 0.320000 4.240000e+02 37.000000 2.545000e+03\n", + "50% 5.459642e+06 0.970000 3.917000e+04 95.000000 7.724000e+04\n", + "75% 2.057705e+07 1.850000 2.496600e+05 240.000000 4.038200e+05\n", + "max 1.439324e+09 3.840000 1.358663e+07 26337.000000 1.637687e+07" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Migrants (net) Процент пустых значений: %14.47\n", + "Country (or dependency) 0\n", + "Population2020 0\n", + "Yearly Change 0\n", + "NetChange 0\n", + "Density 0\n", + "LandArea 0\n", + "Migrants (net) 34\n", + "Fert. Rate 0\n", + "Med. Age 0\n", + "Urban Pop % 0\n", + "World Share 0\n", + "dtype: int64\n", + "Country (or dependency) False\n", + "Population2020 False\n", + "Yearly Change False\n", + "NetChange False\n", + "Density False\n", + "LandArea False\n", + "Migrants (net) True\n", + "Fert. Rate False\n", + "Med. Age False\n", + "Urban Pop % False\n", + "World Share False\n", + "dtype: bool\n" + ] + } + ], + "source": [ + "# Процент пропущенных значений признаков\n", + "for i in df.columns:\n", + " null_rate = df[i].isnull().sum() / len(df) * 100\n", + " if null_rate > 0:\n", + " print(f'{i} Процент пустых значений: %{null_rate:.2f}')\n", + "\n", + "print(df.isnull().sum())\n", + "\n", + "print(df.isnull().any())" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Country (or dependency) object\n", + "Population2020 int64\n", + "Yearly Change float64\n", + "NetChange int64\n", + "Density int64\n", + "LandArea int64\n", + "Migrants (net) object\n", + "Fert. Rate object\n", + "Med. Age object\n", + "Urban Pop % object\n", + "World Share object\n", + "dtype: object" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Проверка типов столбцов\n", + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "**Цель:** Кластеризация популяций стран для определения схожих характеристик. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Очистка данных" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Population2020 Yearly Change NetChange Density LandArea\n", + "no \n", + "1 1439323776 0.39 5540090 153 9388211\n", + "2 1380004385 0.99 13586631 464 2973190\n", + "3 331002651 0.59 1937734 36 9147420\n", + "4 273523615 1.07 2898047 151 1811570\n", + "5 220892340 2.00 4327022 287 770880\n" + ] + } + ], + "source": [ + "# Удалим несущественные столбцы\n", + "columns_to_drop = [\n", + " \"Migrants (net)\",\n", + " \"Fert. Rate\",\n", + " \"Med. Age\",\n", + " \"Urban Pop %\",\n", + " \"Country (or dependency)\",\n", + " \"World Share\",\n", + "]\n", + "df_cleaned = df.drop(columns=columns_to_drop)\n", + "\n", + "print(df_cleaned.head()) # Вывод очищенного DataFrame" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Визуализация парных взаимосвязей" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Настройка стиля графиков\n", + "sns.set(style=\"whitegrid\")\n", + "\n", + "# Создание фигуры\n", + "plt.figure(figsize=(15, 10))\n", + "\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "sns.scatterplot(x=df_cleaned[\"NetChange\"], y=df_cleaned[\"Population2020\"], alpha=0.6, color=\"purple\")\n", + "plt.title(\"NetChange vs Population2020\")\n", + "plt.xlabel('NetChange')\n", + "plt.ylabel(\"Population2020\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"LandArea\"],\n", + " y=df_cleaned[\"Population2020\"],\n", + " alpha=0.6,\n", + " color=\"green\",\n", + ")\n", + "plt.title(\"LandArea vs Population2020\")\n", + "plt.xlabel(\"LandArea\")\n", + "plt.ylabel(\"Population2020\")\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"LandArea\"], y=df_cleaned[\"Yearly Change\"], alpha=0.6, color=\"red\"\n", + ")\n", + "plt.title(\"LandArea vs Yearly Change\")\n", + "plt.xlabel(\"LandArea\")\n", + "plt.ylabel(\"Yearly Change\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "sns.scatterplot(x=df_cleaned[\"LandArea\"], y=df_cleaned[\"Density\"], alpha=0.6, color=\"red\")\n", + "plt.title(\"LandArea vs Density\")\n", + "plt.xlabel(\"LandArea\")\n", + "plt.ylabel(\"Density\")\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Стандартизация данных для кластеризации" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Нормализация данных\n", + "scaler = StandardScaler()\n", + "data_scaled = scaler.fit_transform(df_cleaned)\n", + "\n", + "# Преобразование в DataFrame для удобства\n", + "df_scaled = pd.DataFrame(data_scaled, columns=df_cleaned.columns)\n", + "\n", + "# Понижение размерности до 2 компонент\n", + "pca = PCA(n_components=2)\n", + "kc_pca = pca.fit_transform(df_scaled)\n", + "\n", + "# Визуализация\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(kc_pca[:, 0], kc_pca[:, 1], alpha=0.6)\n", + "plt.title(\"PCA Visualization\")\n", + "plt.xlabel(\"Principal Component 1\")\n", + "plt.ylabel(\"Principal Component 2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Агломеративная (иерархическая) кластеризация" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1]\n" + ] + } + ], + "source": [ + "# Построение дендрограммы\n", + "linkage_matrix = linkage(data_scaled, method='ward')\n", + "plt.figure(figsize=(10, 7))\n", + "dendrogram(linkage_matrix)\n", + "plt.title('Дендрограмма агломеративной кластеризации')\n", + "plt.xlabel('Индекс образца')\n", + "plt.ylabel('Расстояние')\n", + "plt.show()\n", + "\n", + "# Получение результатов кластеризации с заданным порогом\n", + "result = fcluster(linkage_matrix, t=60, criterion='distance')\n", + "print(result) # Вывод результатов кластеризации" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Выбираем подмножество данных для кластеризации\n", + "features = df[[\"NetChange\", \"LandArea\", \"Density\", \"Yearly Change\", \"Population2020\"]]\n", + "\n", + "scaled_features = scaler.fit_transform(features)\n", + "\n", + "# Построение дендрограммы\n", + "linkage_matrix = linkage(scaled_features, method='ward') # Метод \"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)')\n", + "plt.xlabel('Индекс')\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": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Визуализация кластеров\n", + "plt.figure(figsize=(14, 12))\n", + "\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"LandArea\"],\n", + " y=df_cleaned[\"Density\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"LandArea vs Density\")\n", + "plt.xlabel(\"LandArea\")\n", + "plt.ylabel(\"Density\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"NetChange\"],\n", + " y=df_cleaned[\"Yearly Change\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"NetChange vs Yearly Change\")\n", + "plt.xlabel(\"NetChange\")\n", + "plt.ylabel(\"Yearly Change\")\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"NetChange\"],\n", + " y=df_cleaned[\"Population2020\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"NetChange vs Population2020\")\n", + "plt.xlabel(\"NetChange\")\n", + "plt.ylabel(\"Population2020\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"Density\"],\n", + " y=df_cleaned[\"Yearly Change\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"Density vs Yearly Change\")\n", + "plt.xlabel(\"Density\")\n", + "plt.ylabel(\"Yearly Change\")\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": 27, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\3_КУРС_ПИ\\МИИ\\aisenv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py:136: UserWarning: Could not find the number of physical cores for the following reason:\n", + "[WinError 2] Не удается найти указанный файл\n", + "Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n", + " warnings.warn(\n", + " File \"d:\\3_КУРС_ПИ\\МИИ\\aisenv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n", + " cpu_info = subprocess.run(\n", + " ^^^^^^^^^^^^^^^\n", + " File \"C:\\Users\\User\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 548, in run\n", + " with Popen(*popenargs, **kwargs) as process:\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + " File \"C:\\Users\\User\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 1026, in __init__\n", + " self._execute_child(args, executable, preexec_fn, close_fds,\n", + " File \"C:\\Users\\User\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 1538, in _execute_child\n", + " hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Центры кластеров:\n", + " [[2.65582879e+04 1.01425144e+05 3.61537879e+02 3.76969697e-01\n", + " 1.00728718e+07]\n", + " [5.92861374e+05 1.05398517e+06 1.62666667e+02 2.08353535e+00\n", + " 3.68242102e+07]\n", + " [9.56336050e+06 6.18070050e+06 3.08500000e+02 6.90000000e-01\n", + " 1.40966408e+09]\n", + " [4.58400000e+03 1.55000000e+01 2.39910000e+04 1.05000000e+00\n", + " 3.44288500e+05]]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "features_used = [\n", + " 'NetChange','LandArea','Density','Yearly Change','Population2020'\n", + "]\n", + "data_to_scale = df_cleaned[features_used]\n", + "scaler = StandardScaler()\n", + "data_scaled = scaler.fit_transform(data_to_scale)\n", + "\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", + "plt.subplot(2, 2, 1)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"LandArea\"],\n", + " y=df_cleaned[\"Population2020\"],\n", + " hue=labels,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.scatter(centers[:, 0], centers[:, 1], s=300, c='cyan', label='Centroids')\n", + "plt.title(\"KMeans Clustering: LandArea vs Population2020\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"Density\"],\n", + " y=df_cleaned[\"Population2020\"],\n", + " hue=labels,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.scatter(centers[:, 2], centers[:, 3], s=300, c='cyan', label='Centroids')\n", + "plt.title(\"KMeans Clustering: Density vs Population2020\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"NetChange\"],\n", + " y=df_cleaned[\"Yearly Change\"],\n", + " hue=labels,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.scatter(centers[:, 1], centers[:, 3], s=300, c='cyan', label='Centroids')\n", + "plt.title(\"KMeans Clustering: NetChange vs Yearly Change\")\n", + "plt.legend()\n", + "\n", + "\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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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca = PCA(n_components=2)\n", + "reduced_data = pca.fit_transform(data_scaled)\n", + "\n", + "# Визуализация сокращенных данных\n", + "plt.figure(figsize=(16, 6))\n", + "plt.subplot(1, 2, 1)\n", + "sns.scatterplot(x=reduced_data[:, 0], y=reduced_data[:, 1], hue=result, palette='Set1', alpha=0.6)\n", + "plt.title('PCA reduced data: Agglomerative Clustering')\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "sns.scatterplot(x=reduced_data[:, 0], y=reduced_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": [ + "### 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": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inertias = []\n", + "clusters_range = range(1, 11)\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='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": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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='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": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Средний коэффициент силуэта: 0.408\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import silhouette_score\n", + "from sklearn.cluster import KMeans\n", + "\n", + "# ========================\n", + "# Применение K-Means\n", + "# ========================\n", + "kmeans = KMeans(n_clusters=3, random_state=42) \n", + "df_clusters = kmeans.fit_predict(df_scaled)\n", + "\n", + "# ========================\n", + "# Оценка качества кластеризации\n", + "# ========================\n", + "silhouette_avg = silhouette_score(df_scaled, df_clusters)\n", + "print(f'Средний коэффициент силуэта: {silhouette_avg:.3f}')\n", + "\n", + "# ========================\n", + "# Визуализация кластеров\n", + "# ========================\n", + "from sklearn.decomposition import PCA\n", + "\n", + "pca = PCA(n_components=2)\n", + "df_pca = pca.fit_transform(df_scaled)\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 компонентa PCA')\n", + "plt.ylabel('Вторая компонентa PCA')\n", + "plt.legend(title='Кластер', loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Средний коэффициент силуэта, равный 0.408, указывает на умеренно 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": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Средний коэффициент силуэта (агломеративная кластеризация): 0.832\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "\n", + "# ========================\n", + "# Агломеративная кластеризация\n", + "# ========================\n", + "agg_cluster = AgglomerativeClustering(n_clusters=3) \n", + "labels_agg = agg_cluster.fit_predict(df_scaled)\n", + "\n", + "# ========================\n", + "# Оценка качества кластеризации\n", + "# ========================\n", + "silhouette_avg_agg = silhouette_score(df_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(df_scaled)\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 компонентa PCA')\n", + "plt.ylabel('Вторая компонентa 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" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aisenv", + "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 +}