diff --git a/stud/gabdulkhakov/lab2-02.xlsx b/stud/gabdulkhakov/lab2-02.xlsx new file mode 100644 index 0000000..3e046f0 Binary files /dev/null and b/stud/gabdulkhakov/lab2-02.xlsx differ diff --git a/stud/gabdulkhakov/lab2.ipynb b/stud/gabdulkhakov/lab2.ipynb new file mode 100644 index 0000000..b316e84 --- /dev/null +++ b/stud/gabdulkhakov/lab2.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cafbf46d", + "metadata": {}, + "source": [ + "Лабораторная работа 2 (Задача кластеризация)\n", + "\n", + "Цель: научится применять модели кластеризации библиотеки scikit-learn к набору эмпирических данных\n", + "\n", + "Дано: excel-файл\n", + "\n", + "Результат: число кластеров, обученная модель\n", + "\n", + "Ход выполнения:\n", + "\n", + " 1.Загрузить данные из файла (использовать библиотеку Pandas).\n", + " 2.Визуализировать загруженные данные (диаграмма рассеяния).\n", + " 3.Оценить число групп (кластеров).\n", + " 4.Выбрать модель кластеризации.\n", + " 5.Обучить модель кластеризации на обучающих данных.\n", + " 6.Проверить качество полученной модели на тестовых данных.\n", + " 7.Визуализировать результат.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "214552dd", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.cluster import KMeans\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import silhouette_score" + ] + }, + { + "cell_type": "markdown", + "id": "a3badad8", + "metadata": {}, + "source": [ + "## 1. Загрузить данные из файла (использовать библиотеку Pandas)." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0f688c4e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Визуализировать загруженные данные (диаграмма рассеяния)." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "0c1f2f61", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 6))\n", + "plt.scatter(df.iloc[:,0], df.iloc[:,1])\n", + "plt.xlabel(df.columns[0])\n", + "plt.ylabel(df.columns[1])\n", + "plt.title(\"Диаграмма рассеяния\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6431f972", + "metadata": {}, + "source": [ + "## 3. Оценить число групп (кластеров)." + ] + }, + { + "cell_type": "markdown", + "id": "805bc3ee", + "metadata": {}, + "source": [ + "Визуально можно заметить 3 группы." + ] + }, + { + "cell_type": "markdown", + "id": "59611e96", + "metadata": {}, + "source": [ + "## 4. Выбрать модель кластеризации." + ] + }, + { + "cell_type": "markdown", + "id": "23038010", + "metadata": {}, + "source": [ + "Выберем модель KMeans" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "cba9bb5e", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test = train_test_split(df, test_size = 0.2, random_state = 21)" + ] + }, + { + "cell_type": "markdown", + "id": "572b9fdd", + "metadata": {}, + "source": [ + "## 5. Обучить модель кластеризации на обучающих данных." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "a9eac823", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "центры:\n", + "[[-4.34850032 -2.99206111]\n", + " [ 4.26433837 -2.32843312]\n", + " [-2.45930602 8.49497851]]\n" + ] + } + ], + "source": [ + "k = 3\n", + "\n", + "model = KMeans(n_clusters=k, random_state=21)\n", + "model.fit(X_train)\n", + "\n", + "print(\"центры:\")\n", + "print(model.cluster_centers_)" + ] + }, + { + "cell_type": "markdown", + "id": "4aad8fe2", + "metadata": {}, + "source": [ + "## 6. Проверить качество полученной модели на тестовых данных.\n", + "\n", + "Воспользуемся коэфициентом силуэта\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "71e7eab7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Silhouette score (test): 0.6537035500902746\n" + ] + } + ], + "source": [ + "test_labels = model.predict(X_test)\n", + "score_test = silhouette_score(X_test, test_labels)\n", + "\n", + "print(\"Silhouette score (test):\", score_test)" + ] + }, + { + "cell_type": "markdown", + "id": "e2d65031", + "metadata": {}, + "source": [ + "## 7. Визуализировать результат." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "2ca50f63", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels = model.predict(df)\n", + "\n", + "plt.figure(figsize=(6, 6))\n", + "plt.scatter(df.iloc[:,0], df.iloc[:,1], c=labels, s=50)\n", + "plt.scatter(model.cluster_centers_[:,0],\n", + " model.cluster_centers_[:,1],\n", + " marker='X', s=200, edgecolor='black')\n", + "plt.xlabel(df.columns[0])\n", + "plt.ylabel(df.columns[1])\n", + "plt.title(\"Результат кластеризации\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "20eb0983", + "metadata": {}, + "source": [ + "Визуализация при разном количестве кластеров" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3f4566d0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k_values = [2, 3, 4, 5, 6, 7]\n", + "X = df.values\n", + "\n", + "plt.figure(figsize=(12, 10))\n", + "\n", + "for i, k in enumerate(k_values, 1):\n", + " model = KMeans(n_clusters=k, random_state=21)\n", + " labels = model.fit_predict(X)\n", + " \n", + " plt.subplot(2, 3, i)\n", + " plt.scatter(X[:, 0], X[:, 1], c=labels, s=50)\n", + " plt.scatter(model.cluster_centers_[:, 0],\n", + " model.cluster_centers_[:, 1],\n", + " c='blue', marker='X', s=200)\n", + " plt.title(f\"k = {k}\")\n", + " plt.grid(True)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Global Environment", + "language": "python", + "name": "my_global_env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}