4lab/week4__scikit_learn.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "19131d0f-51ba-4671-870d-40e22ded40d1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 1.00 1.00 1.00 7\n",
" 1 1.00 0.93 0.96 14\n",
" 2 0.90 1.00 0.95 9\n",
"\n",
" accuracy 0.97 30\n",
" macro avg 0.97 0.98 0.97 30\n",
"weighted avg 0.97 0.97 0.97 30\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\leafy\\2Jupyter\\.venv\\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",
" warnings.warn(\n"
]
}
],
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.metrics import classification_report\n",
"\n",
"#Загрузка и разбиение данных\n",
"X, y = load_iris(return_X_y=True)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
"\n",
"#Модель MLP — многослойный перцептрон\n",
"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=500)\n",
"clf.fit(X_train, y_train)\n",
"\n",
"#Отчёт о точности\n",
"print(classification_report(y_test, clf.predict(X_test)))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "44489bfe-6830-4ea9-a9ab-5dabf072997f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "fba24eca-4a25-4757-beb2-67c6e972d40c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1b3ab3a2-2929-4966-9d04-ee97cc2e4e4a",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import make_moons\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.cluster import DBSCAN\n",
"\n",
"# Генерация синтетических данных: две полукруглые структуры + шум\n",
"X, _ = make_moons(n_samples=300, noise=0.07, random_state=42)\n",
"\n",
"# Масштабирование\n",
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X)\n",
"\n",
"# Обучение DBSCAN\n",
"db = DBSCAN(eps=0.3, min_samples=5)\n",
"labels = db.fit_predict(X_scaled)\n",
"\n",
"# Визуализация\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(X_scaled[:, 0], X_scaled[:, 1], c=labels, cmap='Set1', s=40)\n",
"plt.title(\"Кластеризация DBSCAN на синтетических данных\")\n",
"plt.xlabel(\"Признак 1\")\n",
"plt.ylabel(\"Признак 2\")\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9f85be65-3371-4233-9c1d-2f3bbb6905e1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"id": "83d75985-47d8-47d7-825b-7c4ea0910634",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from sklearn.datasets import fetch_openml\n",
"\n",
"# Загрузка реального датасета с OpenML (Credit Card Clients)\n",
"data = fetch_openml(data_id=43618, as_frame=True)\n",
"df = data.frame\n",
"\n",
"# Предобработка: заполняем пропуски\n",
"df.fillna(df.median(numeric_only=True), inplace=True)\n",
"\n",
"# Оставляем только числовые признаки\n",
"X_real = df.select_dtypes(include='number').values\n",
"\n",
"# Масштабирование\n",
"X_real_scaled = scaler.fit_transform(X_real)\n",
"\n",
"# DBSCAN на реальных данных\n",
"db_real = DBSCAN(eps=2.5, min_samples=10) # eps подобран экспериментально\n",
"labels_real = db_real.fit_predict(X_real_scaled)\n",
"\n",
"# Визуализация через PCA\n",
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X_real_scaled)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(X_pca[:, 0], X_pca[:, 1], c=labels_real, cmap='tab10', s=10)\n",
"plt.title(\"Кластеры DBSCAN на реальном датасете (PCA)\")\n",
"plt.xlabel(\"PCA компонент 1\")\n",
"plt.ylabel(\"PCA компонент 2\")\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a06b13a0-0620-45b5-8afd-975f6ce07a7e",
"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": "3.13.3"
}
},
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