{ "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": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDPriceLevyManufacturerModelProd. yearCategoryLeather interiorFuel typeEngine volumeMileageCylindersGear box typeDrive wheelsDoorsWheelColorAirbags
045654403133281399LEXUSRX 4502010JeepYesHybrid3.5186005 km6.0Automatic4x404-MayLeft wheelSilver12
144731507166211018CHEVROLETEquinox2011JeepNoPetrol3192000 km6.0Tiptronic4x404-MayLeft wheelBlack8
2457744198467-HONDAFIT2006HatchbackNoPetrol1.3200000 km4.0VariatorFront04-MayRight-hand driveBlack2
3457691853607862FORDEscape2011JeepYesHybrid2.5168966 km4.0Automatic4x404-MayLeft wheelWhite0
44580926311726446HONDAFIT2014HatchbackYesPetrol1.391901 km4.0AutomaticFront04-MayLeft wheelSilver4
.........................................................
19232457983558467-MERCEDES-BENZCLK 2001999CoupeYesCNG2.0 Turbo300000 km4.0ManualRear02-MarLeft wheelSilver5
192334577885615681831HYUNDAISonata2011SedanYesPetrol2.4161600 km4.0TiptronicFront04-MayLeft wheelRed8
192344580499726108836HYUNDAITucson2010JeepYesDiesel2116365 km4.0AutomaticFront04-MayLeft wheelGrey4
192354579352653311288CHEVROLETCaptiva2007JeepYesDiesel251258 km4.0AutomaticFront04-MayLeft wheelBlack4
1923645813273470753HYUNDAISonata2012SedanYesHybrid2.4186923 km4.0AutomaticFront04-MayLeft wheelWhite12
\n", "

19237 rows × 18 columns

\n", "
" ], "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": 2, "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": 3, "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": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Метод локтя\n", "from sklearn.cluster import KMeans\n", "\n", "inertia = []\n", "for k in range(1, 11):\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(1, 11), 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(2, 11):\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(2, 11), 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": [ "пол часа код работал, пошёл устанавливать cuda" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 2 }