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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Цель работы\n",
"Мы будем кластеризовать автомобили, основываясь на их характеристиках, с целью выделения групп автомобилей с похожими свойствами. Это может быть полезно, например, для автосалонов или производителей для сегментации рынка."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# загрузим датасет"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ID</th>\n",
" <th>Price</th>\n",
" <th>Levy</th>\n",
" <th>Manufacturer</th>\n",
" <th>Model</th>\n",
" <th>Prod. year</th>\n",
" <th>Category</th>\n",
" <th>Leather interior</th>\n",
" <th>Fuel type</th>\n",
" <th>Engine volume</th>\n",
" <th>Mileage</th>\n",
" <th>Cylinders</th>\n",
" <th>Gear box type</th>\n",
" <th>Drive wheels</th>\n",
" <th>Doors</th>\n",
" <th>Wheel</th>\n",
" <th>Color</th>\n",
" <th>Airbags</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>45654403</td>\n",
" <td>13328</td>\n",
" <td>1399</td>\n",
" <td>LEXUS</td>\n",
" <td>RX 450</td>\n",
" <td>2010</td>\n",
" <td>Jeep</td>\n",
" <td>Yes</td>\n",
" <td>Hybrid</td>\n",
" <td>3.5</td>\n",
" <td>186005 km</td>\n",
" <td>6.0</td>\n",
" <td>Automatic</td>\n",
" <td>4x4</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>Silver</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>44731507</td>\n",
" <td>16621</td>\n",
" <td>1018</td>\n",
" <td>CHEVROLET</td>\n",
" <td>Equinox</td>\n",
" <td>2011</td>\n",
" <td>Jeep</td>\n",
" <td>No</td>\n",
" <td>Petrol</td>\n",
" <td>3</td>\n",
" <td>192000 km</td>\n",
" <td>6.0</td>\n",
" <td>Tiptronic</td>\n",
" <td>4x4</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>Black</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>45774419</td>\n",
" <td>8467</td>\n",
" <td>-</td>\n",
" <td>HONDA</td>\n",
" <td>FIT</td>\n",
" <td>2006</td>\n",
" <td>Hatchback</td>\n",
" <td>No</td>\n",
" <td>Petrol</td>\n",
" <td>1.3</td>\n",
" <td>200000 km</td>\n",
" <td>4.0</td>\n",
" <td>Variator</td>\n",
" <td>Front</td>\n",
" <td>04-May</td>\n",
" <td>Right-hand drive</td>\n",
" <td>Black</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>45769185</td>\n",
" <td>3607</td>\n",
" <td>862</td>\n",
" <td>FORD</td>\n",
" <td>Escape</td>\n",
" <td>2011</td>\n",
" <td>Jeep</td>\n",
" <td>Yes</td>\n",
" <td>Hybrid</td>\n",
" <td>2.5</td>\n",
" <td>168966 km</td>\n",
" <td>4.0</td>\n",
" <td>Automatic</td>\n",
" <td>4x4</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>White</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>45809263</td>\n",
" <td>11726</td>\n",
" <td>446</td>\n",
" <td>HONDA</td>\n",
" <td>FIT</td>\n",
" <td>2014</td>\n",
" <td>Hatchback</td>\n",
" <td>Yes</td>\n",
" <td>Petrol</td>\n",
" <td>1.3</td>\n",
" <td>91901 km</td>\n",
" <td>4.0</td>\n",
" <td>Automatic</td>\n",
" <td>Front</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>Silver</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19232</th>\n",
" <td>45798355</td>\n",
" <td>8467</td>\n",
" <td>-</td>\n",
" <td>MERCEDES-BENZ</td>\n",
" <td>CLK 200</td>\n",
" <td>1999</td>\n",
" <td>Coupe</td>\n",
" <td>Yes</td>\n",
" <td>CNG</td>\n",
" <td>2.0 Turbo</td>\n",
" <td>300000 km</td>\n",
" <td>4.0</td>\n",
" <td>Manual</td>\n",
" <td>Rear</td>\n",
" <td>02-Mar</td>\n",
" <td>Left wheel</td>\n",
" <td>Silver</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19233</th>\n",
" <td>45778856</td>\n",
" <td>15681</td>\n",
" <td>831</td>\n",
" <td>HYUNDAI</td>\n",
" <td>Sonata</td>\n",
" <td>2011</td>\n",
" <td>Sedan</td>\n",
" <td>Yes</td>\n",
" <td>Petrol</td>\n",
" <td>2.4</td>\n",
" <td>161600 km</td>\n",
" <td>4.0</td>\n",
" <td>Tiptronic</td>\n",
" <td>Front</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>Red</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19234</th>\n",
" <td>45804997</td>\n",
" <td>26108</td>\n",
" <td>836</td>\n",
" <td>HYUNDAI</td>\n",
" <td>Tucson</td>\n",
" <td>2010</td>\n",
" <td>Jeep</td>\n",
" <td>Yes</td>\n",
" <td>Diesel</td>\n",
" <td>2</td>\n",
" <td>116365 km</td>\n",
" <td>4.0</td>\n",
" <td>Automatic</td>\n",
" <td>Front</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>Grey</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19235</th>\n",
" <td>45793526</td>\n",
" <td>5331</td>\n",
" <td>1288</td>\n",
" <td>CHEVROLET</td>\n",
" <td>Captiva</td>\n",
" <td>2007</td>\n",
" <td>Jeep</td>\n",
" <td>Yes</td>\n",
" <td>Diesel</td>\n",
" <td>2</td>\n",
" <td>51258 km</td>\n",
" <td>4.0</td>\n",
" <td>Automatic</td>\n",
" <td>Front</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>Black</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19236</th>\n",
" <td>45813273</td>\n",
" <td>470</td>\n",
" <td>753</td>\n",
" <td>HYUNDAI</td>\n",
" <td>Sonata</td>\n",
" <td>2012</td>\n",
" <td>Sedan</td>\n",
" <td>Yes</td>\n",
" <td>Hybrid</td>\n",
" <td>2.4</td>\n",
" <td>186923 km</td>\n",
" <td>4.0</td>\n",
" <td>Automatic</td>\n",
" <td>Front</td>\n",
" <td>04-May</td>\n",
" <td>Left wheel</td>\n",
" <td>White</td>\n",
" <td>12</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>19237 rows × 18 columns</p>\n",
"</div>"
],
"text/plain": [
" ID Price Levy Manufacturer Model Prod. year Category \\\n",
"0 45654403 13328 1399 LEXUS RX 450 2010 Jeep \n",
"1 44731507 16621 1018 CHEVROLET Equinox 2011 Jeep \n",
"2 45774419 8467 - HONDA FIT 2006 Hatchback \n",
"3 45769185 3607 862 FORD Escape 2011 Jeep \n",
"4 45809263 11726 446 HONDA FIT 2014 Hatchback \n",
"... ... ... ... ... ... ... ... \n",
"19232 45798355 8467 - MERCEDES-BENZ CLK 200 1999 Coupe \n",
"19233 45778856 15681 831 HYUNDAI Sonata 2011 Sedan \n",
"19234 45804997 26108 836 HYUNDAI Tucson 2010 Jeep \n",
"19235 45793526 5331 1288 CHEVROLET Captiva 2007 Jeep \n",
"19236 45813273 470 753 HYUNDAI Sonata 2012 Sedan \n",
"\n",
" Leather interior Fuel type Engine volume Mileage Cylinders \\\n",
"0 Yes Hybrid 3.5 186005 km 6.0 \n",
"1 No Petrol 3 192000 km 6.0 \n",
"2 No Petrol 1.3 200000 km 4.0 \n",
"3 Yes Hybrid 2.5 168966 km 4.0 \n",
"4 Yes Petrol 1.3 91901 km 4.0 \n",
"... ... ... ... ... ... \n",
"19232 Yes CNG 2.0 Turbo 300000 km 4.0 \n",
"19233 Yes Petrol 2.4 161600 km 4.0 \n",
"19234 Yes Diesel 2 116365 km 4.0 \n",
"19235 Yes Diesel 2 51258 km 4.0 \n",
"19236 Yes Hybrid 2.4 186923 km 4.0 \n",
"\n",
" Gear box type Drive wheels Doors Wheel Color Airbags \n",
"0 Automatic 4x4 04-May Left wheel Silver 12 \n",
"1 Tiptronic 4x4 04-May Left wheel Black 8 \n",
"2 Variator Front 04-May Right-hand drive Black 2 \n",
"3 Automatic 4x4 04-May Left wheel White 0 \n",
"4 Automatic Front 04-May Left wheel Silver 4 \n",
"... ... ... ... ... ... ... \n",
"19232 Manual Rear 02-Mar Left wheel Silver 5 \n",
"19233 Tiptronic Front 04-May Left wheel Red 8 \n",
"19234 Automatic Front 04-May Left wheel Grey 4 \n",
"19235 Automatic Front 04-May Left wheel Black 4 \n",
"19236 Automatic Front 04-May Left wheel White 12 \n",
"\n",
"[19237 rows x 18 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\"..//static//csv//car_price_prediction.csv\", sep=\",\")\n",
"df\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Предобработка данных\n",
"Мы удалим неинформативные столбцы, такие как ID, преобразуем категориальные переменные в числовые (one-hot encoding), а также нормализуем данные для дальнейшего анализа."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Удаляем неинформативный столбец ID\n",
"df = df.drop(columns=[\"ID\"])\n",
"\n",
"# Преобразование категориальных данных в числовые с помощью one-hot encoding\n",
"df = pd.get_dummies(df, drop_first=True)\n",
"\n",
"# Нормализация числовых данных\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"scaler = StandardScaler()\n",
"df_scaled = scaler.fit_transform(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Визуализация данных с помощью PCA (снижение размерности)\n",
"Для визуализации мы применим метод PCA, который уменьшит количество измерений до двух, сохраняя при этом максимальное количество информации. \n",
"Ключевые термины:\n",
"- PCA (Principal Component Analysis) — метод снижения размерности, который находит новые оси в данных, вдоль которых разброс максимален, и проецирует данные на эти оси.\n",
"- Снижение размерности — процесс упрощения данных за счёт уменьшения числа признаков."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Импортируем PCA и визуализируем данные\n",
"from sklearn.decomposition import PCA\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Применяем PCA для снижения размерности до 2\n",
"pca = PCA(n_components=2)\n",
"df_pca = pca.fit_transform(df_scaled)\n",
"\n",
"# Визуализация\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(df_pca[:, 0], df_pca[:, 1], c='blue', edgecolor='k', alpha=0.6)\n",
"plt.title(\"PCA: Визуализация данных после снижения размерности\")\n",
"plt.xlabel(\"Главная компонента 1\")\n",
"plt.ylabel(\"Главная компонента 2\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Количество кластеров\n",
"Количество кластеров напрямую влияет на результаты кластеризации, так как оно определяет, сколько групп или сегментов будет выделено в данных. Оптимальный выбор количества кластеров важен, чтобы обеспечить баланс между точностью кластеризации и интерпретируемостью результатов. \n",
"# Зачем выбирать количество кластеров?\n",
"## Оптимальная сегментация данных\n",
"Разное количество кластеров может приводить к слишком мелкому делению (много мелких кластеров) или слишком крупному (слишком обобщённые кластеры).\n",
"-Слишком мало кластеров: важные различия в данных могут быть упущены.\n",
"-Слишком много кластеров: анализ становится сложным, и кластеры могут быть избыточно раздроблены.\n",
"## Интерпретируемость результатов\n",
"Оптимальное количество кластеров делает результаты понятными и полезными. Например, выделение 3-5 кластеров может быть удобно для анализа, тогда как 15-20 кластеров усложнят интерпретацию.\n",
"## Избежание переобучения или недообучения\n",
"Количество кластеров влияет на обобщающую способность модели. Слишком большое количество кластеров может привести к переобучению (модель подстраивается под шум), а слишком малое — к упрощению и игнорированию важных данных.\n",
"## Практическая применимость\n",
"В бизнес-задачах обычно требуется понятное разделение данных. Например, если мы сегментируем клиентов, 3-5 кластеров проще использовать для таргетинга, чем 20."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Определение оптимального количества кластеров\n",
"Для выбора количества кластеров мы применим: \n",
"- Метод локтя — измеряет инерцию (размерность ошибок внутри кластеров).\n",
"- Коэффициент силуэта — показывает, насколько хорошо объекты распределены между кластерами.\n",
" \n",
"Ключевые термины: \n",
"- Инерция — сумма квадратов расстояний от точек до центроидов их кластеров. Чем меньше, тем лучше.\n",
"- Коэффициент силуэта — оценивает плотность внутри кластеров и разницу между ними (от -1 до 1)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Метод локтя\n",
"from sklearn.cluster import KMeans\n",
"\n",
"border_l = 2\n",
"border_r = 5\n",
"\n",
"inertia = []\n",
"for k in range(border_l, border_r):\n",
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
" kmeans.fit(df_scaled)\n",
" inertia.append(kmeans.inertia_)\n",
"\n",
"# Визуализация метода локтя\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(range(border_l, border_r), inertia, marker='o')\n",
"plt.title('Метод локтя для выбора количества кластеров')\n",
"plt.xlabel('Количество кластеров')\n",
"plt.ylabel('Инерция')\n",
"plt.show()\n",
"\n",
"# Коэффициент силуэта\n",
"from sklearn.metrics import silhouette_score\n",
"\n",
"silhouette_scores = []\n",
"for k in range(border_l, border_r):\n",
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
" kmeans.fit(df_scaled)\n",
" score = silhouette_score(df_scaled, kmeans.labels_)\n",
" silhouette_scores.append(score)\n",
"\n",
"# Визуализация коэффициента силуэта\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(range(border_l, border_r), silhouette_scores, marker='o')\n",
"plt.title('Коэффициент силуэта для различных кластеров')\n",
"plt.xlabel('Количество кластеров')\n",
"plt.ylabel('Коэффициент силуэта')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Кластеризация с помощью K-means\n",
"После выбора оптимального числа кластеров (например, 3), мы применим K-means для кластеризации и визуализируем результаты. \n",
"Ключевой термин:\n",
"- K-means — алгоритм кластеризации, который группирует данные вокруг центров (центроидов) кластеров."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Кластеризация с помощью K-means\n",
"optimal_clusters = 3\n",
"kmeans = KMeans(n_clusters=optimal_clusters, random_state=42)\n",
"df['Cluster'] = kmeans.fit_predict(df_scaled)\n",
"\n",
"# Визуализация кластеров с использованием PCA\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(df_pca[:, 0], df_pca[:, 1], c=df['Cluster'], cmap='viridis', edgecolor='k', alpha=0.6)\n",
"plt.title(\"Кластеры, определенные K-means (PCA)\")\n",
"plt.xlabel(\"Главная компонента 1\")\n",
"plt.ylabel(\"Главная компонента 2\")\n",
"plt.colorbar(label='Кластер')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Иерархическая кластеризация\n",
"Применяем иерархическую кластеризацию для сравнения. Также строим дендрограмму. \n",
"Ключевой термин:\n",
"- Иерархическая кластеризация — метод, который строит древовидную структуру кластеров (дендрограмму)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import AgglomerativeClustering\n",
"from scipy.cluster.hierarchy import dendrogram\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Применение иерархической кластеризации\n",
"hierarchical = AgglomerativeClustering(n_clusters=optimal_clusters, compute_distances=True)\n",
"df['Hierarchical Cluster'] = hierarchical.fit_predict(df_scaled)\n",
"\n",
"# Функция для получения матрицы linkage\n",
"def get_linkage_matrix(model: AgglomerativeClustering) -> np.ndarray:\n",
" counts = np.zeros(model.children_.shape[0]) # type: ignore\n",
" n_samples = len(model.labels_)\n",
" for i, merge in enumerate(model.children_): # type: ignore\n",
" current_count = 0\n",
" for child_idx in merge:\n",
" if child_idx < n_samples:\n",
" current_count += 1\n",
" else:\n",
" current_count += counts[child_idx - n_samples]\n",
" counts[i] = current_count\n",
"\n",
" return np.column_stack([model.children_, model.distances_, counts]).astype(float)\n",
"\n",
"# Построение дендрограммы\n",
"linkage_matrix = get_linkage_matrix(hierarchical)\n",
"plt.figure(figsize=(12, 8))\n",
"dendrogram(linkage_matrix)\n",
"plt.title(\"Дендограмма, восстановленная из модели AgglomerativeClustering\")\n",
"plt.xlabel(\"Индексы объектов\")\n",
"plt.ylabel(\"Евклидово расстояние\")\n",
"plt.show()\n",
"\n",
"\n",
"# Визуализация кластеров\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(df_pca[:, 0], df_pca[:, 1], c=df['Hierarchical Cluster'], cmap='viridis', edgecolor='k', alpha=0.6)\n",
"plt.title(\"Кластеры, определенные иерархической кластеризацией (PCA)\")\n",
"plt.xlabel(\"Главная компонента 1\")\n",
"plt.ylabel(\"Главная компонента 2\")\n",
"plt.colorbar(label='Кластер')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Оценка качества кластеризации\n",
"Оценим качество кластеров, сравнив коэффициенты силуэта для двух методов."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Коэффициент силуэта для K-means: 0.0203\n",
"Коэффициент силуэта для иерархической кластеризации: -0.1579\n"
]
}
],
"source": [
"# Оценка качества\n",
"silhouette_kmeans = silhouette_score(df_scaled, df['Cluster'])\n",
"silhouette_hierarchical = silhouette_score(df_scaled, df['Hierarchical Cluster'])\n",
"\n",
"print(f\"Коэффициент силуэта для K-means: {silhouette_kmeans:.4f}\")\n",
"print(f\"Коэффициент силуэта для иерархической кластеризации: {silhouette_hierarchical:.4f}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Выводы\n",
"1. На основании коэффициента силуэта можно определить, какой метод лучше подходит для кластеризации.\n",
"2. K-means и иерархическая кластеризация дают схожие результаты, но могут отличаться по точности в зависимости от структуры данных.\n",
"### Как интерпретировать значения? \n",
"Коэффициент силуэта находится в диапазоне от -1 до 1:\n",
"- Близко к 1: Отличные кластеры (чётко разделённые).\n",
"- Около 0: Кластеры пересекаются или слабо разделены.\n",
"- Меньше 0: Объекты часто попадают не в свои кластеры.\n",
"\n",
"### Коэффициент силуэта для K-means: 0.0203\n",
"Это значение очень низкое, почти около нуля. Низкое значение силуэта указывает на то, что границы между кластерами размыты. \n",
"Причины низкого значения:\n",
"- Число кластеров выбрано неверно (слишком мало или слишком много).\n",
"- Данные имеют сложную структуру и не разделяются чётко.\n",
"- Возможно, метод K-means плохо подходит для данных с такой структурой.\n",
"\n",
"### Коэффициент силуэта для иерархической кластеризации: -0.1579\n",
"Отрицательное значение коэффициента силуэта — это плохой результат. Объекты часто ближе к центру соседних кластеров, чем к центру своего собственного. \n",
"Причины отрицательного значения:\n",
"- Структура данных не подходит для выбранного метода кластеризации.\n",
"- Иерархическая кластеризация с данным количеством кластеров не смогла эффективно сгруппировать данные."
]
}
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