711 lines
406 KiB
Plaintext
711 lines
406 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "f15e49c6-b7bd-4929-9de4-8451b1edbce1",
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"metadata": {},
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"source": [
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"# Искусственные нейронные сети: первые шаги"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ea17dc86-a0a9-4b81-af20-42fb94ae1158",
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"metadata": {},
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"source": [
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"# Базовая нейросеть"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "57c4f848-b22a-457e-91e5-65094a784417",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" precision recall f1-score support\n",
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"\n",
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" 0 1.00 1.00 1.00 14\n",
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" 1 0.57 1.00 0.73 4\n",
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" 2 1.00 0.75 0.86 12\n",
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"\n",
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" accuracy 0.90 30\n",
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" macro avg 0.86 0.92 0.86 30\n",
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"weighted avg 0.94 0.90 0.91 30\n",
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\ilyam\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (500) reached and the optimization hasn't converged yet.\n",
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" warnings.warn(\n"
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]
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}
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],
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"source": [
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"from sklearn.datasets import load_iris\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.neural_network import MLPClassifier\n",
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"from sklearn.metrics import classification_report\n",
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"\n",
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"# Загрузка и разбиение данных\n",
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"X, y = load_iris(return_X_y=True)\n",
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"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
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"\n",
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"# Модель MLP — многослойный перцептрон\n",
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"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=500)\n",
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"clf.fit(X_train, y_train)\n",
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"\n",
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"# Отчёт о точности\n",
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"print(classification_report(y_test, clf.predict(X_test)))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "dfbdbf90-023d-4d7d-a4d2-8e6c13a72d7f",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" precision recall f1-score support\n",
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"\n",
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" 0 1.00 1.00 1.00 7\n",
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" 1 1.00 0.36 0.53 11\n",
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" 2 0.63 1.00 0.77 12\n",
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"\n",
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" accuracy 0.77 30\n",
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" macro avg 0.88 0.79 0.77 30\n",
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"weighted avg 0.85 0.77 0.74 30\n",
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\ilyam\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n",
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" warnings.warn(\n"
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]
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}
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],
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"source": [
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"from sklearn.datasets import load_iris\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.neural_network import MLPClassifier\n",
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"from sklearn.metrics import classification_report\n",
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"\n",
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"# Загрузка и разбиение данных\n",
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"X, y = load_iris(return_X_y=True)\n",
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"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
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"\n",
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"# Модель MLP — многослойный перцептрон\n",
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"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=100)\n",
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"clf.fit(X_train, y_train)\n",
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"\n",
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"# Отчёт о точности\n",
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"print(classification_report(y_test, clf.predict(X_test)))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "5f6b8889-4fe2-44b8-a4f5-6d8b9858d516",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" precision recall f1-score support\n",
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"\n",
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" 0 1.00 1.00 1.00 11\n",
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" 1 1.00 1.00 1.00 9\n",
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" 2 1.00 1.00 1.00 10\n",
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"\n",
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" accuracy 1.00 30\n",
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" macro avg 1.00 1.00 1.00 30\n",
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"weighted avg 1.00 1.00 1.00 30\n",
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"\n"
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]
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}
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],
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"source": [
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"from sklearn.datasets import load_iris\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.neural_network import MLPClassifier\n",
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"from sklearn.metrics import classification_report\n",
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"\n",
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"# Загрузка и разбиение данных\n",
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"X, y = load_iris(return_X_y=True)\n",
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"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
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"\n",
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"# Модель MLP — многослойный перцептрон\n",
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"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=2500)\n",
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"clf.fit(X_train, y_train)\n",
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"\n",
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"# Отчёт о точности\n",
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"print(classification_report(y_test, clf.predict(X_test)))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "03636823-bfc7-484d-a785-93340d678315",
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"metadata": {},
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"source": [
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"# **Самостоятельное задание.** Демонстрация алгоритма кластеризации Mean Shift (A demo of the mean-shift clustering algorithm)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "58dc55b0-c0a5-49fd-bd00-3fbef8e16009",
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"metadata": {},
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"source": [
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"## **Цель:** Исследовать работу алгоритма Mean Shift на синтетических и реальных данных."
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]
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},
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{
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"cell_type": "markdown",
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"id": "c6b16766-9f63-40fe-b934-48a325612186",
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"metadata": {},
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"source": [
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"## **Часть 1: Синтетические данные (make_blobs)**"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e4661ed0-4633-4564-81ec-ca24b994cb45",
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"metadata": {},
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"source": [
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"## **Цель задачи:** Продемонстрировать автоматическое определение кластеров алгоритмом Mean Shift на данных с известной структурой."
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]
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},
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{
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"cell_type": "markdown",
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"id": "73f1467a-3c03-4d3c-a211-549d63a153bd",
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"metadata": {},
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"source": [
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"### 1. Импорт библиотек"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "09102daf-8273-455f-96f0-97b58f85f296",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from sklearn.cluster import MeanShift, estimate_bandwidth\n",
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"from sklearn.datasets import make_blobs\n",
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"from sklearn.preprocessing import StandardScaler"
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]
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},
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{
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"cell_type": "markdown",
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"id": "48e11d4d-141a-4a97-a109-a27bf4d3452b",
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"metadata": {},
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"source": [
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"### 2. Генерация данных"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "a64a639e-6c89-4750-8dab-8b8a0626b0b0",
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"metadata": {},
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"outputs": [],
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"source": [
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"centers = [[1, 1], [-1, -1], [1, -1]]\n",
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"X, _ = make_blobs(\n",
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" n_samples=1000, # Количество точек\n",
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" centers=centers, # Координаты центров кластеров\n",
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" cluster_std=0.6, # Разброс точек\n",
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" random_state=42 # Для воспроизводимости\n",
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")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "6d1e70f1-3e26-4eda-9321-7e57fc18e0cb",
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"metadata": {},
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"source": [
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"### 3. Масштабирование данных"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "be6228d0-c938-42e9-955a-74bfc6ee909a",
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"metadata": {},
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"outputs": [],
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"source": [
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"scaler = StandardScaler()\n",
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"X_scaled = scaler.fit_transform(X) # Приведение данных к нулевому среднему и единичной дисперсии"
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]
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},
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{
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"cell_type": "markdown",
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"id": "44c763e2-e6e2-4749-9bc6-4d52607f5b37",
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"metadata": {},
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"source": [
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"### 4. Обучение модели"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "7147b3dc-565e-4f01-a282-a0816d93d036",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Число кластеров: 3\n"
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]
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}
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],
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"source": [
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"bandwidth = estimate_bandwidth(\n",
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" X_scaled, \n",
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" quantile=0.2, # Чем меньше quantile, тем чувствительнее к шуму\n",
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" n_samples=500 # Количество точек для оценки bandwidth\n",
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")\n",
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"\n",
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"ms = MeanShift(\n",
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" bandwidth=bandwidth, \n",
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" bin_seeding=True # Ускорение алгоритма через дисковое квантование\n",
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")\n",
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"ms.fit(X_scaled) # Обучение модели\n",
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"\n",
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"labels = ms.labels_ # Метки кластеров\n",
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"cluster_centers = ms.cluster_centers_ # Координаты центров\n",
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"\n",
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"n_clusters = len(np.unique(labels)) # Число кластеров\n",
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"print(f\"Число кластеров: {n_clusters}\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ff157bf6-eb1d-4864-9965-6a3a03104735",
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"metadata": {},
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"source": [
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"### 5. Визуализация"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "69889356-a98a-4d20-97b9-8ee9b0d57623",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"colors = ['#ff0000', '#00ff00', '#0000ff'] # Цвета для кластеров\n",
|
||
"markers = ['x', 'o', '^'] # Маркеры точек\n",
|
||
"\n",
|
||
"for k in range(n_clusters):\n",
|
||
" cluster_data = X_scaled[labels == k]\n",
|
||
" plt.scatter(\n",
|
||
" cluster_data[:, 0], \n",
|
||
" cluster_data[:, 1], \n",
|
||
" c=colors[k], \n",
|
||
" marker=markers[k], \n",
|
||
" label=f'Кластер {k+1}'\n",
|
||
" )\n",
|
||
"\n",
|
||
"plt.scatter(\n",
|
||
" cluster_centers[:, 0], \n",
|
||
" cluster_centers[:, 1], \n",
|
||
" s=300, \n",
|
||
" c='black', \n",
|
||
" marker='X', \n",
|
||
" label='Центры'\n",
|
||
")\n",
|
||
"plt.title(f\"Найдено кластеров: {n_clusters}\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6cab488a-9fbe-4f16-889e-69baa006626d",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Вывод по текущим результатам:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "44e5fb28-45ae-4bd5-996b-4fdc29c26329",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1. Количество кластеров \n",
|
||
"Алгоритм успешно определил **3 кластера**, что соответствует заданным центрам [[1,1], [-1,-1], [1,-1]]. \n",
|
||
"**Ключевые факторы успеха:**\n",
|
||
"- Корректный подбор bandwidth через estimate_bandwidth с параметром quantile=0.2.\n",
|
||
"- Использование bin_seeding=True для ускорения вычислений без потери точности.\n",
|
||
"\n",
|
||
"## 2. Визуализация\n",
|
||
"- **Компактность кластеров:** Точки внутри кластеров не пересекаются благодаря низкому уровню шума (cluster_std=0.6).\n",
|
||
"- **Расположение центров:** Черные крестики соответствуют зонам максимальной плотности, что подтверждает логику работы MeanShift.\n",
|
||
"\n",
|
||
"## 3. Масштабирование данных\n",
|
||
"- Применение StandardScaler обеспечило равный вклад признаков в расчет расстояний, что критично для корректной кластеризации.\n",
|
||
"\n",
|
||
"## 4. Параметры алгоритма\n",
|
||
"- quantile=0.2 и n_samples=500 — баланс между устойчивостью к шуму и точностью.\n",
|
||
"- Автоматический подбор bandwidth выполнен корректно: кластеры не перекрываются.\n",
|
||
"\n",
|
||
"## 5. Рекомендации для экспериментов\n",
|
||
"- **Увеличить cluster_std** (например, до 1.0) — проверить устойчивость к перекрывающимся кластерам.\n",
|
||
"- **Изменить quantile** (например, до 0.3) — оценить влияние на чувствительность к шуму.\n",
|
||
"- **Добавить больше кластеров** — проверить масштабируемость алгоритма.\n",
|
||
"\n",
|
||
"## Итог\n",
|
||
"MeanShift показал высокую эффективность на синтетических данных:\n",
|
||
"- Четкое разделение кластеров.\n",
|
||
"- Центры совпадают с ожидаемыми позициями.\n",
|
||
"- Все этапы (генерация данных, масштабирование, визуализация) выполнены корректно."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d0295bff-217e-420f-9d83-be684525a73e",
|
||
"metadata": {},
|
||
"source": [
|
||
"## **Часть 2: Реальные данные (Wine Dataset)**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "7d961449-a223-42af-9d47-8bfac7947f76",
|
||
"metadata": {},
|
||
"source": [
|
||
"## **Цель задачи:** рименить Mean Shift к датасету Wine, загруженному с платформы OpenML."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b46aeccf-478c-4d03-8a8b-47643cc32184",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1. Импорт библиотек"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "837312cb-9c85-40df-a41c-c1230a8f360f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"from sklearn.cluster import MeanShift, estimate_bandwidth\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.decomposition import PCA\n",
|
||
"from sklearn.datasets import fetch_openml\n",
|
||
"from sklearn.metrics import silhouette_score, calinski_harabasz_score, adjusted_rand_score\n",
|
||
"from sklearn.impute import SimpleImputer\n",
|
||
"from sklearn.manifold import TSNE"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "14b27cf3-c0f8-4aa2-8537-4168d710d622",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2. Загрузка и предобработка данных"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "320942ff-ed29-4705-9f75-3b4471b20873",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"▸ Размерность данных: (178, 13)\n",
|
||
"▸ Уникальные оценки качества: [1 2 3]\n",
|
||
"▸ Распределение классов:\n",
|
||
" class\n",
|
||
"1 59\n",
|
||
"2 71\n",
|
||
"3 48\n",
|
||
"Name: count, dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Загрузка данных\n",
|
||
"wine = fetch_openml(data_id=187, as_frame=True, parser='auto')\n",
|
||
"X = wine.data.copy()\n",
|
||
"y = wine.target.astype(int) # Качество вина (целевая переменная)\n",
|
||
"\n",
|
||
"# Заполнение пропусков (если есть)\n",
|
||
"imputer = SimpleImputer(strategy='median')\n",
|
||
"X = pd.DataFrame(imputer.fit_transform(X), columns=X.columns)\n",
|
||
"\n",
|
||
"# Масштабирование\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)\n",
|
||
"\n",
|
||
"# Информация о данных\n",
|
||
"print(\"▸ Размерность данных:\", X_scaled.shape)\n",
|
||
"print(\"▸ Уникальные оценки качества:\", np.unique(y))\n",
|
||
"print(\"▸ Распределение классов:\\n\", pd.Series(y).value_counts().sort_index())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "fc6cceae-4351-4ebd-9412-c98c31fa1998",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 3. Обучение модели"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"id": "e7d1c373-85a3-4b64-8b45-be57d67c3364",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"▸ Результаты:\n",
|
||
"Кластеров обнаружено: 3\n",
|
||
"Размеры кластеров: {np.int64(0): np.int64(62), np.int64(1): np.int64(66), np.int64(2): np.int64(50)}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Подбор параметров\n",
|
||
"bandwidth = estimate_bandwidth(\n",
|
||
" X_scaled,\n",
|
||
" quantile=0.07, # Оптимально для Wine Quality\n",
|
||
" n_samples=200\n",
|
||
")\n",
|
||
"\n",
|
||
"# Инициализация модели\n",
|
||
"model = MeanShift(\n",
|
||
" bandwidth=bandwidth,\n",
|
||
" bin_seeding=True,\n",
|
||
" min_bin_freq=2 # Фильтрация шума\n",
|
||
")\n",
|
||
"\n",
|
||
"# Обучение\n",
|
||
"model.fit(X_scaled)\n",
|
||
"labels = model.labels_\n",
|
||
"n_clusters = len(np.unique(labels))\n",
|
||
"\n",
|
||
"print(\"\\n▸ Результаты:\")\n",
|
||
"print(f\"Кластеров обнаружено: {n_clusters}\")\n",
|
||
"print(f\"Размеры кластеров: {dict(zip(*np.unique(labels, return_counts=True)))}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1620a6fd-c215-421f-ae3e-7e89487a3e44",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 4. Визуализация"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"id": "1beb82b3-c204-48ec-a1a1-8f2be12c42a6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def plot_projection(transformer, title):\n",
|
||
" X_proj = transformer.fit_transform(X_scaled)\n",
|
||
" \n",
|
||
" plt.figure(figsize=(15, 6))\n",
|
||
" \n",
|
||
" # Кластеры\n",
|
||
" plt.subplot(1, 2, 1)\n",
|
||
" scatter = plt.scatter(\n",
|
||
" X_proj[:, 0], X_proj[:, 1], \n",
|
||
" c=labels, \n",
|
||
" cmap='viridis', \n",
|
||
" s=25, \n",
|
||
" alpha=0.7,\n",
|
||
" edgecolor='k'\n",
|
||
" )\n",
|
||
" plt.colorbar(scatter, label='Кластеры')\n",
|
||
" plt.title(f\"Кластеризация ({title})\")\n",
|
||
" \n",
|
||
" # Истинное качество\n",
|
||
" plt.subplot(1, 2, 2)\n",
|
||
" scatter = plt.scatter(\n",
|
||
" X_proj[:, 0], X_proj[:, 1], \n",
|
||
" c=y, \n",
|
||
" cmap='plasma', \n",
|
||
" s=25, \n",
|
||
" alpha=0.7,\n",
|
||
" edgecolor='k'\n",
|
||
" )\n",
|
||
" plt.colorbar(scatter, label='Оценка качества')\n",
|
||
" plt.title(\"Истинные оценки качества (0-10)\")\n",
|
||
" \n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"# Визуализация\n",
|
||
"if n_clusters > 1:\n",
|
||
" plot_projection(PCA(n_components=2), \"PCA\")\n",
|
||
" plot_projection(TSNE(perplexity=50, random_state=42), \"t-SNE\")\n",
|
||
"else:\n",
|
||
" print(\"▸ Визуализация невозможна: обнаружен 1 кластер\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9b415902-07aa-490f-af83-810f890f3a97",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 5. Оценка качества"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"id": "4eb75f9e-f387-4bb7-b81a-fbd5fa301d2a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"▸ Метрики качества:\n",
|
||
"Adjusted Rand Index: 0.91\n",
|
||
"Silhouette Score: 0.28\n",
|
||
"Calinski-Harabasz: 70.89\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"if n_clusters > 1:\n",
|
||
" metrics = {\n",
|
||
" \"Adjusted Rand Index\": adjusted_rand_score(y, labels),\n",
|
||
" \"Silhouette Score\": silhouette_score(X_scaled, labels),\n",
|
||
" \"Calinski-Harabasz\": calinski_harabasz_score(X_scaled, labels)\n",
|
||
" }\n",
|
||
" print(\"\\n▸ Метрики качества:\")\n",
|
||
" for name, value in metrics.items():\n",
|
||
" print(f\"{name}: {value:.2f}\")\n",
|
||
"else:\n",
|
||
" print(\"\\n▸ Метрики не рассчитаны: требуется минимум 2 кластера\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "fc76d812-eaf0-4283-b99a-82732f4324da",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Вывод по текущим результатам:\n",
|
||
"\n",
|
||
"#### 1. Соответствие кластеров истинным классам:\n",
|
||
"- **Adjusted Rand Index (ARI) = 0.91** — кластеризация почти идеально совпадает с истинными классами. \n",
|
||
" - Алгоритм корректно разделил данные на **3 группы**, соответствующие исходным меткам. \n",
|
||
" - Распределение кластеров (62, 66, 50) близко к реальному распределению классов (59, 71, 48). \n",
|
||
"\n",
|
||
"#### 2. Проблема внутренней согласованности:\n",
|
||
"- **Silhouette Score = 0.28** — низкое значение указывает на неоднородность структуры кластеров. \n",
|
||
" - **Возможные причины:** \n",
|
||
" - Перекрытие кластеров в многомерном пространстве. \n",
|
||
" - Неоптимальная форма кластеров (вытянутые, невыпуклые структуры). \n",
|
||
" - **Рекомендации:** \n",
|
||
" - Визуализация через t-SNE/UMAP для анализа перекрытий. \n",
|
||
" - Использование алгоритмов, учитывающих плотность (DBSCAN) или нелинейные зависимости (Spectral Clustering). \n",
|
||
"\n",
|
||
"\n",
|
||
"#### 3. Качество разделения:\n",
|
||
"- **Calinski-Harabasz = 70.89** — умеренное значение. \n",
|
||
" - Кластеры разделены лучше, чем в случайном случае, но есть потенциал для улучшения. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "20a82c82-74bf-443f-9295-910d403cf3ee",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.13.2"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|