From b932e82caf4f362db59766342df2b7a85bb2f0c0 Mon Sep 17 00:00:00 2001 From: ShukayloEA Date: Thu, 11 Dec 2025 00:01:19 +0300 Subject: [PATCH] Create lab2 --- stud/shukaylo/lab2.ipynb | 455 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 455 insertions(+) create mode 100644 stud/shukaylo/lab2.ipynb diff --git a/stud/shukaylo/lab2.ipynb b/stud/shukaylo/lab2.ipynb new file mode 100644 index 0000000..fa061f4 --- /dev/null +++ b/stud/shukaylo/lab2.ipynb @@ -0,0 +1,455 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np # библиотека для работы с чиселками\n", + "import pandas as pd # data processing, работа с CSV файлами\n", + "import matplotlib.pyplot as plt # для графики\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.cluster import KMeans" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Откроем датасет и посмотрим первые 5 его строчек" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1\n", + "0 0.000000 1.000000\n", + "1 -7.958362 -2.351256\n", + "2 8.634859 -5.964015\n", + "3 4.144489 10.308631\n", + "4 3.453995 9.806138" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset = pd.read_excel('..\\\\..\\\\tasks\\\\lab2\\\\dataset\\\\lab2-07.xlsx', header=None)\n", + "dataset.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Посмотрим датасет" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(dataset[0], dataset[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Как видно из диаграммы рассеяния, данные представляют собой 6 кластеров. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Подготовим данные" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Поскольку кластеризация - обучение без учителя, где нет заранее известных ответов, деление на обучающую и тестовую выборки не требуется" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Посмотрим на работу KMeans" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Центры кластеров:\n", + "[[ 3.8836347 9.74621748]\n", + " [ 1.84048147 -6.02866513]\n", + " [-3.73842456 2.87161471]\n", + " [ 8.09870521 -4.35008804]\n", + " [-6.99449023 -2.33619104]\n", + " [-9.43371626 4.56758048]]\n" + ] + } + ], + "source": [ + "model = KMeans(n_clusters=6)\n", + "labels = model.fit_predict(dataset)\n", + "\n", + "print(\"Центры кластеров:\")\n", + "print(model.cluster_centers_)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=model.labels_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Оценим работу" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Т. к. мне было несколько лень вручную размечать датасет на кластеры, можно оценить работу модели визуально. Как видно из диаграммы выше, алгоритм прекрасно справился со своей задачей на заданном наборе данных." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Вывод:\n", + "Как видно из диаграммы рассеяния, KMeans хорошо подходит для данного набора данных." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Другой алгоритм кластеризации" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Попробуем DBSCAN" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import DBSCAN" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "clustering = DBSCAN(eps=1.5, min_samples=5)\n", + "labels = clustering.fit_predict(dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Результат не очень хороший, 3 кластера слева объединились в один. Попробуем подогнать радиус поиска eps" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "clustering = DBSCAN(eps=0.5, min_samples=5)\n", + "labels = clustering.fit_predict(dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Получилось 9 кластеров и множество нераспознанных точек (самые темные по периметру кластеров) - слишком маленький радиус" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "clustering = DBSCAN(eps=0.8, min_samples=5)\n", + "labels = clustering.fit_predict(dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(dataset[0].to_frame(), dataset[1].to_frame(), c=labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Неплохой результат. Видны 6 кластеров и всего лишь 29 выбросов (из 1000 елементов)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Оценим работу" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "С DBCSCAN пришлось подольше поработать, чем с KMeans, чтобы настроить параметры под данный датасет, и результат оказался менее удовлетворительным." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Вывод:\n", + "Как видно из диаграмм рассеяния, метод KMeans лучше работает с предоставленными данными. Данному алгоритму достаточно просто указать количество желаемых кластеров и он самостоятельно их найдет. Правда, возможны проблемы пересекаюшимися кластерами, ведь очень трудно понять, к какому кластеру отнести объект посередине, но в моем случае такого не было. DBSCAN, наверное, справился бы лучше с такой задачей, но в данной показал себя не очень перспективно." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}