749 lines
642 KiB
Plaintext
749 lines
642 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "b92257d4-8926-4bdb-ab88-00d5eab252c5",
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"metadata": {},
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"source": [
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"# **Изначальный пример (\"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": 27,
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"id": "b90569e9-6eae-4f64-83de-994b35d5c9c0",
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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 12\n",
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" 1 1.00 1.00 1.00 7\n",
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" 2 1.00 1.00 1.00 11\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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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\user\\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": "markdown",
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"id": "801c55a7-88e8-4748-b96c-4dede47a5533",
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"metadata": {},
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"source": [
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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": "e0cdc91f-bac2-47a5-8e77-2c6aa79483bb",
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"metadata": {},
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"source": [
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"# Для самостоятельного задания выбран \"Inductive Clustering\" из Clustering. Ниже непосредственный пример его реализации со scikit-learn\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ad6bcfa4-f39b-4c3c-a281-8543fa2719f1",
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"metadata": {},
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"source": [
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"------------------------------------------------------------------"
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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": 21,
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"id": "bff0622b-19f8-4d8c-a5b5-384ee153df5a",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1200x400 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Authors: The scikit-learn developers\n",
|
||
"# SPDX-License-Identifier: BSD-3-Clause\n",
|
||
"\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"from sklearn.base import BaseEstimator, clone\n",
|
||
"from sklearn.cluster import AgglomerativeClustering\n",
|
||
"from sklearn.datasets import make_blobs\n",
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"from sklearn.inspection import DecisionBoundaryDisplay\n",
|
||
"from sklearn.utils.metaestimators import available_if\n",
|
||
"from sklearn.utils.validation import check_is_fitted\n",
|
||
"\n",
|
||
"N_SAMPLES = 5000\n",
|
||
"RANDOM_STATE = 42\n",
|
||
"\n",
|
||
"\n",
|
||
"def _classifier_has(attr):\n",
|
||
" \"\"\"Check if we can delegate a method to the underlying classifier.\n",
|
||
"\n",
|
||
" First, we check the first fitted classifier if available, otherwise we\n",
|
||
" check the unfitted classifier.\n",
|
||
" \"\"\"\n",
|
||
" return lambda estimator: (\n",
|
||
" hasattr(estimator.classifier_, attr)\n",
|
||
" if hasattr(estimator, \"classifier_\")\n",
|
||
" else hasattr(estimator.classifier, attr)\n",
|
||
" )\n",
|
||
"\n",
|
||
"\n",
|
||
"class InductiveClusterer(BaseEstimator):\n",
|
||
" def __init__(self, clusterer, classifier):\n",
|
||
" self.clusterer = clusterer\n",
|
||
" self.classifier = classifier\n",
|
||
"\n",
|
||
" def fit(self, X, y=None):\n",
|
||
" self.clusterer_ = clone(self.clusterer)\n",
|
||
" self.classifier_ = clone(self.classifier)\n",
|
||
" y = self.clusterer_.fit_predict(X)\n",
|
||
" self.classifier_.fit(X, y)\n",
|
||
" return self\n",
|
||
"\n",
|
||
" @available_if(_classifier_has(\"predict\"))\n",
|
||
" def predict(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.predict(X)\n",
|
||
"\n",
|
||
" @available_if(_classifier_has(\"decision_function\"))\n",
|
||
" def decision_function(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.decision_function(X)\n",
|
||
"\n",
|
||
"\n",
|
||
"def plot_scatter(X, color, alpha=0.5):\n",
|
||
" return plt.scatter(X[:, 0], X[:, 1], c=color, alpha=alpha, edgecolor=\"k\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# Generate some training data from clustering\n",
|
||
"X, y = make_blobs(\n",
|
||
" n_samples=N_SAMPLES,\n",
|
||
" cluster_std=[1.0, 1.0, 0.5],\n",
|
||
" centers=[(-5, -5), (0, 0), (5, 5)],\n",
|
||
" random_state=RANDOM_STATE,\n",
|
||
")\n",
|
||
"\n",
|
||
"\n",
|
||
"# Train a clustering algorithm on the training data and get the cluster labels\n",
|
||
"clusterer = AgglomerativeClustering(n_clusters=3)\n",
|
||
"cluster_labels = clusterer.fit_predict(X)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12, 4))\n",
|
||
"\n",
|
||
"plt.subplot(131)\n",
|
||
"plot_scatter(X, cluster_labels)\n",
|
||
"plt.title(\"Ward Linkage\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# Generate new samples and plot them along with the original dataset\n",
|
||
"X_new, y_new = make_blobs(\n",
|
||
" n_samples=10, centers=[(-7, -1), (-2, 4), (3, 6)], random_state=RANDOM_STATE\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.subplot(132)\n",
|
||
"plot_scatter(X, cluster_labels)\n",
|
||
"plot_scatter(X_new, \"black\", 1)\n",
|
||
"plt.title(\"Unknown instances\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# Declare the inductive learning model that it will be used to\n",
|
||
"# predict cluster membership for unknown instances\n",
|
||
"classifier = RandomForestClassifier(random_state=RANDOM_STATE)\n",
|
||
"inductive_learner = InductiveClusterer(clusterer, classifier).fit(X)\n",
|
||
"\n",
|
||
"probable_clusters = inductive_learner.predict(X_new)\n",
|
||
"\n",
|
||
"\n",
|
||
"ax = plt.subplot(133)\n",
|
||
"plot_scatter(X, cluster_labels)\n",
|
||
"plot_scatter(X_new, probable_clusters)\n",
|
||
"\n",
|
||
"# Plotting decision regions\n",
|
||
"DecisionBoundaryDisplay.from_estimator(\n",
|
||
" inductive_learner, X, response_method=\"predict\", alpha=0.4, ax=ax\n",
|
||
")\n",
|
||
"plt.title(\"Classify unknown instances\")\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d6fe4deb-1c90-4bb7-8823-0eb2ed143286",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Теперь с этим алгоритмом используем синтетический датасет \"make_classification\" из generated datasets."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "5d94a4e3-a594-4628-bf17-b1dcecf68db7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x400 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"from sklearn.base import BaseEstimator, clone\n",
|
||
"from sklearn.cluster import AgglomerativeClustering\n",
|
||
"from sklearn.datasets import make_classification\n",
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"from sklearn.inspection import DecisionBoundaryDisplay\n",
|
||
"from sklearn.utils.metaestimators import available_if\n",
|
||
"from sklearn.utils.validation import check_is_fitted\n",
|
||
"\n",
|
||
"# Константы \n",
|
||
"RANDOM_STATE = 42\n",
|
||
"N_SAMPLES = 1000\n",
|
||
"\n",
|
||
"# Вспомогательная функция для делегирования методов классификатора\n",
|
||
"def _classifier_has(attr):\n",
|
||
" return lambda estimator: (\n",
|
||
" hasattr(estimator.classifier_, attr)\n",
|
||
" if hasattr(estimator, \"classifier_\")\n",
|
||
" else hasattr(estimator.classifier, attr)\n",
|
||
" )\n",
|
||
"\n",
|
||
"# Класс индуктивного кластеризатора \n",
|
||
"class InductiveClusterer(BaseEstimator):\n",
|
||
" def __init__(self, clusterer, classifier):\n",
|
||
" self.clusterer = clusterer\n",
|
||
" self.classifier = classifier\n",
|
||
"\n",
|
||
" def fit(self, X, y=None):\n",
|
||
" self.clusterer_ = clone(self.clusterer)\n",
|
||
" self.classifier_ = clone(self.classifier)\n",
|
||
" y = self.clusterer_.fit_predict(X)\n",
|
||
" self.classifier_.fit(X, y)\n",
|
||
" return self\n",
|
||
"\n",
|
||
" @available_if(_classifier_has(\"predict\"))\n",
|
||
" def predict(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.predict(X)\n",
|
||
"\n",
|
||
" @available_if(_classifier_has(\"decision_function\"))\n",
|
||
" def decision_function(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.decision_function(X)\n",
|
||
"\n",
|
||
"# Функция для отрисовки точек \n",
|
||
"def plot_scatter(X, color, alpha=0.5):\n",
|
||
" return plt.scatter(X[:, 0], X[:, 1], c=color, alpha=alpha, edgecolor=\"k\")\n",
|
||
"\n",
|
||
"#Генерация обучающих данных \n",
|
||
"X, y = make_classification(\n",
|
||
" n_samples=N_SAMPLES,\n",
|
||
" n_features=2,\n",
|
||
" n_redundant=0,\n",
|
||
" n_informative=2,\n",
|
||
" n_clusters_per_class=1,\n",
|
||
" n_classes=3,\n",
|
||
" random_state=RANDOM_STATE,\n",
|
||
")\n",
|
||
"\n",
|
||
"# Кластеризация\n",
|
||
"clusterer = AgglomerativeClustering(n_clusters=3)\n",
|
||
"cluster_labels = clusterer.fit_predict(X)\n",
|
||
"\n",
|
||
"# Визуализация кластеров \n",
|
||
"plt.figure(figsize=(12, 4))\n",
|
||
"plt.subplot(131)\n",
|
||
"plot_scatter(X, cluster_labels)\n",
|
||
"plt.title(\"Ward Linkage (Classification Data)\")\n",
|
||
"\n",
|
||
"# Генерация новых (неизвестных) точек\n",
|
||
"X_new, _ = make_classification(\n",
|
||
" n_samples=10,\n",
|
||
" n_features=2,\n",
|
||
" n_redundant=0,\n",
|
||
" n_informative=2,\n",
|
||
" n_clusters_per_class=1,\n",
|
||
" n_classes=3,\n",
|
||
" random_state=RANDOM_STATE + 1,\n",
|
||
")\n",
|
||
"\n",
|
||
"# Визуализация известных и новых точек \n",
|
||
"plt.subplot(132)\n",
|
||
"plot_scatter(X, cluster_labels)\n",
|
||
"plot_scatter(X_new, \"black\", 1)\n",
|
||
"plt.title(\"Unknown instances\")\n",
|
||
"\n",
|
||
"# Индуктивное обучение \n",
|
||
"classifier = RandomForestClassifier(random_state=RANDOM_STATE)\n",
|
||
"inductive_learner = InductiveClusterer(clusterer, classifier).fit(X)\n",
|
||
"\n",
|
||
"# Предсказание кластера для новых точек \n",
|
||
"predicted_clusters = inductive_learner.predict(X_new)\n",
|
||
"\n",
|
||
"#Визуализация предсказаний и границ \n",
|
||
"ax = plt.subplot(133)\n",
|
||
"plot_scatter(X, cluster_labels)\n",
|
||
"plot_scatter(X_new, predicted_clusters)\n",
|
||
"DecisionBoundaryDisplay.from_estimator(\n",
|
||
" inductive_learner, X, response_method=\"predict\", alpha=0.4, ax=ax\n",
|
||
")\n",
|
||
"plt.title(\"Classify unknown instances\")\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "cd8b110f-ed4c-45bb-a40e-678d6134da7a",
|
||
"metadata": {},
|
||
"source": [
|
||
"# **Распишем этот момент подробнее:**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3222f0fb-44d2-4518-832a-4496424da794",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Цель задачи:**\n",
|
||
"Продемонстрировать применение метода Inductive Clustering — подхода, в котором результаты кластеризации используются для обучения классификатора, способного обобщать на новые данные.\n",
|
||
"Метод реализован как собственный класс InductiveClusterer на основе алгоритма кластеризации (например, здесь - AgglomerativeClustering) и классификатора (RandomForestClassifier) \n",
|
||
"\n",
|
||
"**Использовать** \"Inductive Clustering\" из раздела \"Clustering\"\n",
|
||
"\n",
|
||
"**Протестировать** на двух типах данных:\n",
|
||
" 1)**Синтетический датасет**: `make_classification` с несколькими параметрами сложности, визуализированными на плоскости.\n",
|
||
" 2)**Реальный датасет**: \"Credit-Card-Dataset-for-Clustering\" (с openml.org) с поведенческими переменными клиентов кредитных карт.\n",
|
||
"\n",
|
||
"**Проверить и визуализировать** результаты кластеризации, а затем — предсказания обученного классификатора на этих же данных.\n",
|
||
"\n",
|
||
"**Интерпретировать**, насколько осмысленно алгоритм разделяет данные на группы, и оценить применимость модели к новым клиентам."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "12315749-0ec9-4b79-980b-238da160ade4",
|
||
"metadata": {},
|
||
"source": [
|
||
"1. Импорт библиотек\n",
|
||
"\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn.datasets import make_classification\n",
|
||
"from sklearn.base import BaseEstimator, clone\n",
|
||
"from sklearn.cluster import AgglomerativeClustering\n",
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"from sklearn.inspection import DecisionBoundaryDisplay\n",
|
||
"from sklearn.utils.metaestimators import available_if\n",
|
||
"from sklearn.utils.validation import check_is_fitted\n",
|
||
"\n",
|
||
"3. Генерация синтетического датасета\n",
|
||
"\n",
|
||
"X, y_true = make_classification(\n",
|
||
" n_samples=5000,\n",
|
||
" n_features=2,\n",
|
||
" n_redundant=0,\n",
|
||
" n_informative=2,\n",
|
||
" n_clusters_per_class=1,\n",
|
||
" n_classes=3,\n",
|
||
" random_state=42\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.scatter(X[:, 0], X[:, 1], c=y_true, cmap=\"viridis\", alpha=0.6)\n",
|
||
"plt.title(\"Изначальный датасет make_classification (3 класса)\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"3. Реализация InductiveClusterer\n",
|
||
"\n",
|
||
"def _classifier_has(attr):\n",
|
||
" return lambda estimator: (\n",
|
||
" hasattr(estimator.classifier_, attr)\n",
|
||
" if hasattr(estimator, \"classifier_\")\n",
|
||
" else hasattr(estimator.classifier, attr)\n",
|
||
" )\n",
|
||
"\n",
|
||
"class InductiveClusterer(BaseEstimator):\n",
|
||
" def __init__(self, clusterer, classifier):\n",
|
||
" self.clusterer = clusterer\n",
|
||
" self.classifier = classifier\n",
|
||
"\n",
|
||
" def fit(self, X, y=None):\n",
|
||
" self.clusterer_ = clone(self.clusterer)\n",
|
||
" self.classifier_ = clone(self.classifier)\n",
|
||
" y = self.clusterer_.fit_predict(X)\n",
|
||
" self.classifier_.fit(X, y)\n",
|
||
" return self\n",
|
||
"\n",
|
||
" @available_if(_classifier_has(\"predict\"))\n",
|
||
" def predict(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.predict(X)\n",
|
||
"\n",
|
||
" @available_if(_classifier_has(\"decision_function\"))\n",
|
||
" def decision_function(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.decision_function(X)\n",
|
||
" \n",
|
||
"4. Обучение кластеризатора и построение модели\n",
|
||
"\n",
|
||
"#Кластеризация\n",
|
||
"clusterer = AgglomerativeClustering(n_clusters=3)\n",
|
||
"cluster_labels = clusterer.fit_predict(X)\n",
|
||
"\n",
|
||
"#Обучение классификатора на метках кластеров\n",
|
||
"classifier = RandomForestClassifier(random_state=42)\n",
|
||
"model = InductiveClusterer(clusterer, classifier).fit(X)\n",
|
||
"\n",
|
||
"5. Предсказание для новых данных\n",
|
||
"\n",
|
||
"from sklearn.datasets import make_classification\n",
|
||
"\n",
|
||
"X_new, _ = make_classification(\n",
|
||
" n_samples=10,\n",
|
||
" n_features=2,\n",
|
||
" n_redundant=0,\n",
|
||
" n_informative=2,\n",
|
||
" n_clusters_per_class=1,\n",
|
||
" n_classes=3,\n",
|
||
" random_state=1\n",
|
||
")\n",
|
||
"\n",
|
||
"y_pred = model.predict(X_new)\n",
|
||
"\n",
|
||
"6. Визуализация результатов\n",
|
||
"\n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n",
|
||
"\n",
|
||
"#Ward Linkage\n",
|
||
"axs[0].scatter(X[:, 0], X[:, 1], c=cluster_labels, cmap=\"viridis\", alpha=0.6, edgecolor=\"k\")\n",
|
||
"axs[0].set_title(\"Ward Linkage\")\n",
|
||
"\n",
|
||
"#Unknown instances\n",
|
||
"axs[1].scatter(X[:, 0], X[:, 1], c=cluster_labels, cmap=\"viridis\", alpha=0.3)\n",
|
||
"axs[1].scatter(X_new[:, 0], X_new[:, 1], c=\"black\", marker=\"x\", s=80)\n",
|
||
"axs[1].set_title(\"Unknown instances\")\n",
|
||
"\n",
|
||
"#Classification result\n",
|
||
"axs[2].scatter(X[:, 0], X[:, 1], c=cluster_labels, cmap=\"viridis\", alpha=0.3)\n",
|
||
"axs[2].scatter(X_new[:, 0], X_new[:, 1], c=y_pred, cmap=\"viridis\", edgecolor=\"k\", marker=\"s\", s=80)\n",
|
||
"DecisionBoundaryDisplay.from_estimator(model, X, response_method=\"predict\", alpha=0.2, ax=axs[2])\n",
|
||
"axs[2].set_title(\"Predicted clusters for new data\")\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"7. Интерпретация результатов\n",
|
||
"Что делает модель:\n",
|
||
"Алгоритм сначала проводит кластеризацию AgglomerativeClustering, получая метки (0, 1, 2).\n",
|
||
"Эти метки используются для обучения классификатора RandomForestClassifier.\n",
|
||
"Полученная модель позволяет \"продлить\" действие кластеризации на новые точки.\n",
|
||
"\n",
|
||
"Плюсы:\n",
|
||
"Кластеризация становится \"обучаемой\" моделью, пригодной для новых данных.\n",
|
||
"Можно интерпретировать, какие признаки повлияли на попадание в тот или иной кластер (например, с помощью feature importance).\n",
|
||
"\n",
|
||
"Вывод:\n",
|
||
"Метод Inductive Clustering полезен, когда:\n",
|
||
"кластеризация занимает много времени;\n",
|
||
"необходимо масштабировать кластерную разметку на новые поступающие данные;\n",
|
||
"требуется согласованность меток и возможность их предсказания."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9095ecac-af5b-44f9-8a1d-16ae0dc2c518",
|
||
"metadata": {},
|
||
"source": [
|
||
"-------------------------------------------------------"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "bc8244a8-5c50-41cf-b77c-bc82d8f78f06",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Теперь сделаем на реальном датасете: \"Credit-Card-Dataset\" - \"https://www.openml.org/search?type=data&status=active&id=43618\" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "f81683c9-1019-4ed9-b74e-429e6574bbb6",
|
||
"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",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"from sklearn.base import BaseEstimator, clone\n",
|
||
"from sklearn.cluster import AgglomerativeClustering\n",
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.utils.metaestimators import available_if\n",
|
||
"from sklearn.utils.validation import check_is_fitted\n",
|
||
"from sklearn.decomposition import PCA\n",
|
||
"from sklearn.datasets import fetch_openml\n",
|
||
"\n",
|
||
"# Загрузка данных через fetch_openml\n",
|
||
"data = fetch_openml(data_id=43618, as_frame=True)\n",
|
||
"df = data.frame\n",
|
||
"\n",
|
||
"# Предобработка данных\n",
|
||
"\n",
|
||
"df.fillna(df.median(), inplace=True)\n",
|
||
"\n",
|
||
"# Масштабирование признаков\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(df)\n",
|
||
"\n",
|
||
"# Кластеризация\n",
|
||
"clusterer = AgglomerativeClustering(n_clusters=4)\n",
|
||
"cluster_labels = clusterer.fit_predict(X_scaled)\n",
|
||
"\n",
|
||
"# Обучение классификатора\n",
|
||
"class InductiveClusterer(BaseEstimator):\n",
|
||
" def __init__(self, clusterer, classifier):\n",
|
||
" self.clusterer = clusterer\n",
|
||
" self.classifier = classifier\n",
|
||
"\n",
|
||
" def fit(self, X, y=None):\n",
|
||
" self.clusterer_ = clone(self.clusterer)\n",
|
||
" self.classifier_ = clone(self.classifier)\n",
|
||
" y = self.clusterer_.fit_predict(X)\n",
|
||
" self.classifier_.fit(X, y)\n",
|
||
" return self\n",
|
||
"\n",
|
||
" @available_if(lambda estimator: hasattr(estimator.classifier_, \"predict\"))\n",
|
||
" def predict(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.predict(X)\n",
|
||
"\n",
|
||
"classifier = RandomForestClassifier(random_state=42)\n",
|
||
"inductive_learner = InductiveClusterer(clusterer, classifier).fit(X_scaled)\n",
|
||
"\n",
|
||
"# Предсказание сегментов для новых клиентов\n",
|
||
"predicted_labels = inductive_learner.predict(X_scaled)\n",
|
||
"\n",
|
||
"# Визуализация результатов с помощью PCA\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"X_pca = pca.fit_transform(X_scaled)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(x=X_pca[:, 0], y=X_pca[:, 1], hue=predicted_labels, palette=\"Set2\")\n",
|
||
"plt.title(\"Кластеры клиентов после Inductive Clustering\")\n",
|
||
"plt.xlabel(\"PCA Component 1\")\n",
|
||
"plt.ylabel(\"PCA Component 2\")\n",
|
||
"plt.legend(title=\"Кластер\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f57175b0-09fc-4e5c-b551-98083ed3da4b",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Датасет \"Credit Card Dataset for Clustering\" содержит информацию о поведении около 9000 держателей кредитных карт за последние 6 месяцев.**\n",
|
||
"**рассмотрим его поближе**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "04d28e9c-7aa4-49e5-a5f2-0afe8ddb746f",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Цель**:\n",
|
||
"Разделить клиентов на сегменты с помощью кластеризации и обучить классификатор для предсказания принадлежности новых клиентов к этим сегментам.\n",
|
||
"\n",
|
||
"**Основные шаги реализации**\n",
|
||
"1. Загрузка и предобработка данных\n",
|
||
"2. Масштабирование признаков\n",
|
||
"3. Кластеризация с помощью AgglomerativeClustering\n",
|
||
"4. Обучение классификатора RandomForestClassifier\n",
|
||
"5. Предсказание сегментов для новых клиентов\n",
|
||
"6. Визуализация результатов\n",
|
||
"--------------------------------------"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "dfdec09f-44a9-4fb9-8eed-62e4eb8ad4d0",
|
||
"metadata": {},
|
||
"source": [
|
||
"1. Импорт библиотек\n",
|
||
" \n",
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"from sklearn.base import BaseEstimator, clone\n",
|
||
"from sklearn.cluster import AgglomerativeClustering\n",
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.utils.metaestimators import available_if\n",
|
||
"from sklearn.utils.validation import check_is_fitted\n",
|
||
"from sklearn.decomposition import PCA\n",
|
||
"from sklearn.datasets import fetch_openml\n",
|
||
"\n",
|
||
"2. Получение данных из OpenML\n",
|
||
"\n",
|
||
" \n",
|
||
"#Загрузка Credit Card Dataset for Clustering (data_id=43618)\n",
|
||
"data = fetch_openml(data_id=43618, as_frame=True)\n",
|
||
"df = data.frame\n",
|
||
"\n",
|
||
"3. Предобработка и масштабирование данных\n",
|
||
" \n",
|
||
"#Заполнение пропущенных значений\n",
|
||
"df.fillna(df.median(numeric_only=True), inplace=True)\n",
|
||
"\n",
|
||
"#Масштабирование признаков\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(df)\n",
|
||
"\n",
|
||
"4. Обучение кластеризатора + классификатора (Inductive Clustering)\n",
|
||
"\n",
|
||
"#Кластеризация (Agglomerative)\n",
|
||
"clusterer = AgglomerativeClustering(n_clusters=4)\n",
|
||
"\n",
|
||
"#Индуктивный обучаемый кластеризатор\n",
|
||
"class InductiveClusterer(BaseEstimator):\n",
|
||
" def __init__(self, clusterer, classifier):\n",
|
||
" self.clusterer = clusterer\n",
|
||
" self.classifier = classifier\n",
|
||
"\n",
|
||
" def fit(self, X, y=None):\n",
|
||
" self.clusterer_ = clone(self.clusterer)\n",
|
||
" self.classifier_ = clone(self.classifier)\n",
|
||
" y = self.clusterer_.fit_predict(X)\n",
|
||
" self.classifier_.fit(X, y)\n",
|
||
" return self\n",
|
||
"\n",
|
||
" @available_if(lambda estimator: hasattr(estimator.classifier_, \"predict\"))\n",
|
||
" def predict(self, X):\n",
|
||
" check_is_fitted(self)\n",
|
||
" return self.classifier_.predict(X)\n",
|
||
"\n",
|
||
"#Классификатор\n",
|
||
"classifier = RandomForestClassifier(random_state=42)\n",
|
||
"inductive_learner = InductiveClusterer(clusterer, classifier).fit(X_scaled)\n",
|
||
"\n",
|
||
"#Предсказания сегментов (для демонстрации — на тех же данных)\n",
|
||
"predicted_labels = inductive_learner.predict(X_scaled)\n",
|
||
"\n",
|
||
"5. Визуализация результатов с помощью PCA\n",
|
||
"\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"X_pca = pca.fit_transform(X_scaled)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(x=X_pca[:, 0], y=X_pca[:, 1], hue=predicted_labels, palette=\"Set2\")\n",
|
||
"plt.title(\"Кластеры клиентов после Inductive Clustering\")\n",
|
||
"plt.xlabel(\"PCA Component 1\")\n",
|
||
"plt.ylabel(\"PCA Component 2\")\n",
|
||
"plt.legend(title=\"Кластер\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "fe81caf7-7092-46c2-be01-56d15dba73db",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Интерпретация результатов (реальный датасет)**\n",
|
||
"\n",
|
||
"-Наблюдаемые эффекты:\n",
|
||
"Метод кластеризации выявляет группы клиентов, схожих по поведенческим метрикам (например, частота покупок, задолженности).\n",
|
||
"Индуктивное обучение позволяет впоследствии классифицировать новых клиентов на основе уже обученного представления.\n",
|
||
"\n",
|
||
"-Практическая значимость:\n",
|
||
"Подобный анализ полезен для сегментации клиентов в финансовом секторе.\n",
|
||
"Сегментация может быть использована в целях таргетированного маркетинга, оценки риска или оптимизации обслуживания."
|
||
]
|
||
}
|
||
],
|
||
"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
|
||
}
|