diff --git a/lab5/lab5.ipynb b/lab5/lab5.ipynb new file mode 100644 index 0000000..b3b801c --- /dev/null +++ b/lab5/lab5.ipynb @@ -0,0 +1,1074 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Анализ цен с применением метода кластеризации" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')\n" + ] + } + ], + "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", + "df = pd.read_csv(\".//static//csv//Starbucks Dataset.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DateOpenHighLowCloseAdj CloseVolume
01992-06-260.3281250.3476560.3203130.3359380.260703224358400
11992-06-290.3398440.3671880.3320310.3593750.27889158732800
21992-06-300.3671880.3710940.3437500.3476560.26979734777600
31992-07-010.3515630.3593750.3398440.3554690.27586018316800
41992-07-020.3593750.3593750.3476560.3554690.27586013996800
\n", + "
" + ], + "text/plain": [ + " Date Open High Low Close Adj Close Volume\n", + "0 1992-06-26 0.328125 0.347656 0.320313 0.335938 0.260703 224358400\n", + "1 1992-06-29 0.339844 0.367188 0.332031 0.359375 0.278891 58732800\n", + "2 1992-06-30 0.367188 0.371094 0.343750 0.347656 0.269797 34777600\n", + "3 1992-07-01 0.351563 0.359375 0.339844 0.355469 0.275860 18316800\n", + "4 1992-07-02 0.359375 0.359375 0.347656 0.355469 0.275860 13996800" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
OpenHighLowCloseAdj CloseVolume
count8036.0000008036.0000008036.0000008036.0000008036.0000008.036000e+03
mean30.05428030.35148729.75132230.05885726.6740251.470459e+07
std33.61557733.90661333.31456933.61591131.7280901.340021e+07
min0.3281250.3476560.3203130.3359380.2607031.504000e+06
25%4.3920314.5312504.3049224.3996103.4143007.817750e+06
50%13.32500013.49375013.15000013.33000010.3524521.169815e+07
75%55.25000055.72250154.85249955.26749947.4648291.778795e+07
max126.080002126.320000124.809998126.059998118.0104145.855088e+08
\n", + "
" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "count 8036.000000 8036.000000 8036.000000 8036.000000 8036.000000 \n", + "mean 30.054280 30.351487 29.751322 30.058857 26.674025 \n", + "std 33.615577 33.906613 33.314569 33.615911 31.728090 \n", + "min 0.328125 0.347656 0.320313 0.335938 0.260703 \n", + "25% 4.392031 4.531250 4.304922 4.399610 3.414300 \n", + "50% 13.325000 13.493750 13.150000 13.330000 10.352452 \n", + "75% 55.250000 55.722501 54.852499 55.267499 47.464829 \n", + "max 126.080002 126.320000 124.809998 126.059998 118.010414 \n", + "\n", + " Volume \n", + "count 8.036000e+03 \n", + "mean 1.470459e+07 \n", + "std 1.340021e+07 \n", + "min 1.504000e+06 \n", + "25% 7.817750e+06 \n", + "50% 1.169815e+07 \n", + "75% 1.778795e+07 \n", + "max 5.855088e+08 " + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Date 0\n", + "Open 0\n", + "High 0\n", + "Low 0\n", + "Close 0\n", + "Adj Close 0\n", + "Volume 0\n", + "dtype: int64\n", + "Date False\n", + "Open False\n", + "High False\n", + "Low False\n", + "Close False\n", + "Adj Close False\n", + "Volume 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": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date object\n", + "Open float64\n", + "High float64\n", + "Low float64\n", + "Close float64\n", + "Adj Close float64\n", + "Volume int64\n", + "dtype: object" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Проверка типов столбцов\n", + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "**Цель:** Кластеризация цен на акции для определения схожих характеристик. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Очистка данных" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Open High Low Close Volume\n", + "0 0.328125 0.347656 0.320313 0.335938 224358400\n", + "1 0.339844 0.367188 0.332031 0.359375 58732800\n", + "2 0.367188 0.371094 0.343750 0.347656 34777600\n", + "3 0.351563 0.359375 0.339844 0.355469 18316800\n", + "4 0.359375 0.359375 0.347656 0.355469 13996800\n" + ] + } + ], + "source": [ + "# Удалим несущественные столбцы\n", + "columns_to_drop = [\"Date\", \"Adj Close\"]\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": 55, + "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[\"Open\"], y=df_cleaned[\"Volume\"], alpha=0.6, color=\"purple\")\n", + "plt.title(\"Open vs Volume\")\n", + "plt.xlabel('Open')\n", + "plt.ylabel(\"Volume\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"High\"],\n", + " y=df_cleaned[\"Volume\"],\n", + " alpha=0.6,\n", + " color=\"green\",\n", + ")\n", + "plt.title(\"High vs Volume\")\n", + "plt.xlabel(\"High\")\n", + "plt.ylabel(\"Volume\")\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"High\"], y=df_cleaned[\"Close\"], alpha=0.6, color=\"red\"\n", + ")\n", + "plt.title(\"High vs Close\")\n", + "plt.xlabel(\"High\")\n", + "plt.ylabel(\"Close\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "sns.scatterplot(x=df_cleaned[\"High\"], y=df_cleaned[\"Low\"], alpha=0.6, color=\"red\")\n", + "plt.title(\"High vs Low\")\n", + "plt.xlabel(\"High\")\n", + "plt.ylabel(\"Low\")\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Стандартизация данных для кластеризации" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "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": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[3 2 2 ... 4 4 4]\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": 58, + "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[[\"Open\", \"High\", \"Low\", \"Close\", \"Volume\"]]\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": 59, + "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[\"High\"],\n", + " y=df_cleaned[\"Low\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"High vs Low\")\n", + "plt.xlabel(\"High\")\n", + "plt.ylabel(\"Low\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"Open\"],\n", + " y=df_cleaned[\"Close\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"Open vs Close\")\n", + "plt.xlabel(\"Open\")\n", + "plt.ylabel(\"Close\")\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"Open\"],\n", + " y=df_cleaned[\"Volume\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"Open vs Volume\")\n", + "plt.xlabel(\"Open\")\n", + "plt.ylabel(\"Volume\")\n", + "\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"Low\"],\n", + " y=df_cleaned[\"Close\"],\n", + " hue=result,\n", + " palette=\"Set1\",\n", + " alpha=0.6,\n", + ")\n", + "plt.title(\"Low vs Close\")\n", + "plt.xlabel(\"Low\")\n", + "plt.ylabel(\"Close\")\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": 60, + "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", + " [[8.52117049e+00 8.62736886e+00 8.41326822e+00 8.52272871e+00\n", + " 1.45213248e+07]\n", + " [9.49545632e+01 9.58306473e+01 9.40483657e+01 9.49479692e+01\n", + " 7.38231053e+06]\n", + " [6.77988164e+00 6.94807875e+00 6.62080017e+00 6.79650203e+00\n", + " 4.47902932e+07]\n", + " [5.19517442e+01 5.24112855e+01 5.14880750e+01 5.19697707e+01\n", + " 9.69487539e+06]]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "features_used = [\n", + " 'Open','High','Low','Close','Volume'\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[\"High\"],\n", + " y=df_cleaned[\"Volume\"],\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: High vs Volume\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"Low\"],\n", + " y=df_cleaned[\"Volume\"],\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: Low vs Volume\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "sns.scatterplot(\n", + " x=df_cleaned[\"Open\"],\n", + " y=df_cleaned[\"Close\"],\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: Open vs Close\")\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": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "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": 62, + "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": 63, + "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": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Средний коэффициент силуэта: 0.557\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 0.557, 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": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Средний коэффициент силуэта (агломеративная кластеризация): 0.565\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 +}