From 75900ffc1805263453347192fb630cbba6029061 Mon Sep 17 00:00:00 2001 From: frog24 Date: Sat, 7 Dec 2024 01:13:09 +0400 Subject: [PATCH] lab5 --- lab_5/lab5.ipynb | 235 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 235 insertions(+) create mode 100644 lab_5/lab5.ipynb diff --git a/lab_5/lab5.ipynb b/lab_5/lab5.ipynb new file mode 100644 index 0000000..433b209 --- /dev/null +++ b/lab_5/lab5.ipynb @@ -0,0 +1,235 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Бизнес-цель: pазделить клиентов на группы для предложения им справедливой цены за страховку" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", + "from sklearn.decomposition import PCA\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "data = pd.read_csv(\"../dataset.csv\")\n", + "\n", + "label_encoders = {}\n", + "for column in ['sex', 'smoker', 'region']:\n", + " label_encoders[column] = LabelEncoder()\n", + " data[column] = label_encoders[column].fit_transform(data[column])\n", + "\n", + "\n", + "reduced_data = PCA(n_components=2).fit_transform(data)\n", + "\n", + "pca_df = pd.DataFrame(reduced_data, columns=['PC1', 'PC2'])\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.scatterplot(x='PC1', y='PC2', data=pca_df, s=50, alpha=0.7)\n", + "plt.title('Визуализация данных после понижения размерности', fontsize=14)\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Оценка инерции\n", + "from sklearn.cluster import KMeans\n", + "from sklearn.metrics import silhouette_score\n", + "\n", + "\n", + "inertia = []\n", + "for k in range(1, 11):\n", + " kmeans = KMeans(n_clusters=k, random_state=42)\n", + " kmeans.fit(reduced_data)\n", + " inertia.append(kmeans.inertia_)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(range(1, 11), inertia, marker='o')\n", + "plt.title('Оценка инерции')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Инерция')\n", + "plt.show()\n", + "\n", + "# Оценка коэффициента силуэта\n", + "silhouette_scores = []\n", + "for k in range(2, 11):\n", + " kmeans = KMeans(n_clusters=k, random_state=42)\n", + " kmeans.fit(reduced_data)\n", + " score = silhouette_score(reduced_data, kmeans.labels_)\n", + " silhouette_scores.append(score)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(range(2, 11), silhouette_scores, marker='o')\n", + "plt.title('Оценка коэффициента силуэта')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Коэффициент силуэта')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Оптимальным решением будет взять четыре кластера. Хотя коэффиуиент силуета максимален при двух кластерах, при четырех от все еще высок и при этом на четырех кластерах виден \"локоть\" на графике оценки инерции" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "import scipy.cluster.hierarchy as sch\n", + "optimal_k = 4\n", + "# Иерархический\n", + "dendrogram = sch.dendrogram(sch.linkage(reduced_data, method='ward'))\n", + "plt.title('Дендрограмма для иерархической кластеризации')\n", + "plt.xlabel('Объекты')\n", + "plt.ylabel('Евклидово расстояние')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "hierarchical = AgglomerativeClustering(n_clusters=optimal_k)\n", + "clusters_hierarchical = hierarchical.fit_predict(reduced_data)\n", + "\n", + "# Неиерархический\n", + "kmeans = KMeans(n_clusters=optimal_k, random_state=42)\n", + "clusters_kmeans = kmeans.fit_predict(reduced_data)\n", + "\n", + "sns.scatterplot(x=reduced_data[:, 0], y=reduced_data[:, 1], hue=clusters_kmeans, palette='viridis', s=50)\n", + "plt.title(f\"K-Means с {optimal_k} кластерами\")\n", + "plt.xlabel(\"Главный компонент 1\")\n", + "plt.ylabel(\"Главный компонент 2\")\n", + "plt.legend(title=\"Кластеры\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Качество кластеризации для K-Means:\n", + "Коэффициент силуэта: 0.6121\n", + "Коэффициент Дэвиса-Болдина: 0.4656\n", + "\n", + "Качество кластеризации для агломеративной кластеризации:\n", + "Коэффициент силуэта: 0.6077\n", + "Коэффициент Дэвиса-Болдина: 0.4677\n" + ] + } + ], + "source": [ + "from sklearn.metrics import silhouette_score, davies_bouldin_score\n", + "\n", + "# Оценка качества для K-Means\n", + "silhouette_kmeans = silhouette_score(reduced_data, clusters_kmeans)\n", + "davies_bouldin_kmeans = davies_bouldin_score(reduced_data, clusters_kmeans)\n", + "\n", + "print(\"Качество кластеризации для K-Means:\")\n", + "print(f\"Коэффициент силуэта: {silhouette_kmeans:.4f}\")\n", + "print(f\"Коэффициент Дэвиса-Болдина: {davies_bouldin_kmeans:.4f}\\n\")\n", + "\n", + "# Оценка качества для агломеративной кластеризации\n", + "silhouette_hierarchical = silhouette_score(reduced_data, clusters_hierarchical)\n", + "davies_bouldin_hierarchical = davies_bouldin_score(reduced_data, clusters_hierarchical)\n", + "\n", + "print(\"Качество кластеризации для агломеративной кластеризации:\")\n", + "print(f\"Коэффициент силуэта: {silhouette_hierarchical:.4f}\")\n", + "print(f\"Коэффициент Дэвиса-Болдина: {davies_bouldin_hierarchical:.4f}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}