olshab ddc6524b6c Приходит мужик в бордель, ведет на поводе осла, а в руках у него пчелиные соты...
Приходит мужик в бордель, ведет на поводе осла, а в руках у него пчелиные соты.
— Я хотел бы обменять этого осла на ночь с одной из ваших девушек.
— Да, конечно, — соглашается мадам.
— А в обмен на эти соты вы можете дать мне немного еды?
— Могу. Но почему бы вам просто не съесть мед? — недоумевает она.
— О, тут та же ситуация, что и с ослом. Понимаете, я пчеловод и держу пасеку. Мне надоело каждый день есть одно и то же.
2024-12-20 23:03:20 +04:00

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"# Лабораторная работа №5. Обучение без учителя.\n",
"\n",
"## Датасет \"Набор данных для анализа и прогнозирования сердечного приступа\".\n",
"\n",
"[**Ссылка**](https://www.kaggle.com/datasets/kamilpytlak/personal-key-indicators-of-heart-disease)\n",
"\n",
"### Описание датасета\n",
"\n",
"**Проблемная область**: Датасет связан с медицинской статистикой и направлен на анализ факторов, связанных с риском сердечного приступа. Это важно для прогнозирования и разработки стратегий профилактики сердечно-сосудистых заболеваний.\n",
"\n",
"**Актуальность**: Сердечно-сосудистые заболевания являются одной из ведущих причин смертности во всем мире. Анализ данных об образе жизни, состоянии здоровья и наследственных факторах позволяет выделить ключевые предикторы, влияющие на развитие сердечно-сосудистых заболеваний. Этот датасет предоставляет инструменты для анализа таких факторов и может быть полезен в создании прогнозных моделей, направленных на снижение рисков и своевременную диагностику.\n",
"\n",
"**Объекты наблюдения**: Каждая запись представляет собой данные о человеке, включая информацию об их состоянии здоровья, образе жизни, демографических характеристиках и наличию определенных заболеваний. Объекты наблюдений — это индивидуальные пациенты.\n",
"\n",
"**Атрибуты объектов:**\n",
"- `HeartDisease` — наличие сердечного приступа (Yes/No).\n",
"- `BMI` — индекс массы тела (Body Mass Index), числовой показатель.\n",
"- `Smoking` — курение (Yes/No).\n",
"- `AlcoholDrinking` — употребление алкоголя (Yes/No).\n",
"- `Stroke` — наличие инсульта (Yes/No).\n",
"- `PhysicalHealth` — количество дней в месяц, когда физическое здоровье было неудовлетворительным.\n",
"- `MentalHealth` — количество дней в месяц, когда психическое здоровье было неудовлетворительным.\n",
"- `DiffWalking` — трудности при ходьбе (Yes/No).\n",
"- `Sex` — пол (Male/Female).\n",
"- `AgeCategory` — возрастная категория (например, 55-59, 80 or older).\n",
"- `Race` — расовая принадлежность (например, White, Black).\n",
"- `Diabetic` — наличие диабета (Yes/No/No, borderline diabetes).\n",
"- `PhysicalActivity` — физическая активность (Yes/No).\n",
"- `GenHealth` — общее состояние здоровья (от Excellent до Poor).\n",
"- `SleepTime` — среднее количество часов сна за сутки.\n",
"- `Asthma` — наличие астмы (Yes/No).\n",
"- `KidneyDisease` — наличие заболеваний почек (Yes/No).\n",
"- `SkinCancer` — наличие кожного рака (Yes/No)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
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"<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>HeartDisease</th>\n",
" <th>BMI</th>\n",
" <th>Smoking</th>\n",
" <th>AlcoholDrinking</th>\n",
" <th>Stroke</th>\n",
" <th>PhysicalHealth</th>\n",
" <th>MentalHealth</th>\n",
" <th>DiffWalking</th>\n",
" <th>Sex</th>\n",
" <th>AgeCategory</th>\n",
" <th>Race</th>\n",
" <th>Diabetic</th>\n",
" <th>PhysicalActivity</th>\n",
" <th>GenHealth</th>\n",
" <th>SleepTime</th>\n",
" <th>Asthma</th>\n",
" <th>KidneyDisease</th>\n",
" <th>SkinCancer</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>No</td>\n",
" <td>16.60</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>3.0</td>\n",
" <td>30.0</td>\n",
" <td>No</td>\n",
" <td>Female</td>\n",
" <td>55-59</td>\n",
" <td>White</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>Very good</td>\n",
" <td>5.0</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>No</td>\n",
" <td>20.34</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>No</td>\n",
" <td>Female</td>\n",
" <td>80 or older</td>\n",
" <td>White</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Very good</td>\n",
" <td>7.0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
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" <th>2</th>\n",
" <td>No</td>\n",
" <td>26.58</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>20.0</td>\n",
" <td>30.0</td>\n",
" <td>No</td>\n",
" <td>Male</td>\n",
" <td>65-69</td>\n",
" <td>White</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>Fair</td>\n",
" <td>8.0</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>No</td>\n",
" <td>24.21</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>No</td>\n",
" <td>Female</td>\n",
" <td>75-79</td>\n",
" <td>White</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Good</td>\n",
" <td>6.0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>No</td>\n",
" <td>23.71</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>28.0</td>\n",
" <td>0.0</td>\n",
" <td>Yes</td>\n",
" <td>Female</td>\n",
" <td>40-44</td>\n",
" <td>White</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>Very good</td>\n",
" <td>8.0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" </tr>\n",
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],
"text/plain": [
" HeartDisease BMI Smoking AlcoholDrinking Stroke PhysicalHealth \\\n",
"0 No 16.60 Yes No No 3.0 \n",
"1 No 20.34 No No Yes 0.0 \n",
"2 No 26.58 Yes No No 20.0 \n",
"3 No 24.21 No No No 0.0 \n",
"4 No 23.71 No No No 28.0 \n",
"\n",
" MentalHealth DiffWalking Sex AgeCategory Race Diabetic \\\n",
"0 30.0 No Female 55-59 White Yes \n",
"1 0.0 No Female 80 or older White No \n",
"2 30.0 No Male 65-69 White Yes \n",
"3 0.0 No Female 75-79 White No \n",
"4 0.0 Yes Female 40-44 White No \n",
"\n",
" PhysicalActivity GenHealth SleepTime Asthma KidneyDisease SkinCancer \n",
"0 Yes Very good 5.0 Yes No Yes \n",
"1 Yes Very good 7.0 No No No \n",
"2 Yes Fair 8.0 Yes No No \n",
"3 No Good 6.0 No No Yes \n",
"4 Yes Very good 8.0 No No No "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\".//static//csv//heart_2020_cleaned.csv\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Бизнес-цель. Задача кластеризации\n",
"\n",
"### Описание бизнес-цели\n",
"\n",
"**Цель**: группировка пациентов для выявления скрытых паттернов в их состоянии здоровья. Необходимо кластеризовать пациентов на основе факторов риска (индекс массы тела, физическая активность, возраст, качество сна и т.д.), чтобы лучше понять, какие группы населения требуют большего внимания для профилактики сердечных заболеваний."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Уменьшение объема датасета\n",
"\n",
"Так как исходный набор данных слишком объемный (более 300000 наблюдений), для дальнейшего удобства визуализации и скорости обработки снизим размер датасета до 10000 наблюдений:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"# Уменьшаем размер выборки, сохраняя пропорции классов целевой переменной\n",
"df, _ = train_test_split(df, train_size=10000, stratify=df['HeartDisease'], random_state=42)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Удаление целевого признака для кластеризации"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = df.drop(columns=['HeartDisease'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Предобработка данных\n",
"\n",
"Построим **конвейер для предобработки**, включающий *стандартизацию*, *унитарное кодирование* и *заполнение пропусков*, и применим его для набора данных:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
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" <td>0.387473</td>\n",
" <td>0.646792</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9999</th>\n",
" <td>0.441890</td>\n",
" <td>-0.425660</td>\n",
" <td>-0.492347</td>\n",
" <td>-0.055403</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10000 rows × 37 columns</p>\n",
"</div>"
],
"text/plain": [
" BMI PhysicalHealth MentalHealth SleepTime Smoking_Yes \\\n",
"0 -0.392085 1.326284 -0.492347 1.348988 1.0 \n",
"1 0.253157 -0.425660 -0.366659 0.646792 1.0 \n",
"2 -0.961511 -0.425660 -0.492347 -0.055403 1.0 \n",
"3 0.749993 -0.175382 -0.492347 -0.757599 1.0 \n",
"4 -1.435763 -0.425660 -0.492347 0.646792 1.0 \n",
"... ... ... ... ... ... \n",
"9995 -0.959898 -0.425660 -0.492347 -0.055403 0.0 \n",
"9996 0.348330 -0.425660 -0.492347 1.348988 0.0 \n",
"9997 -0.517907 -0.425660 -0.492347 -0.055403 1.0 \n",
"9998 0.646754 0.200034 0.387473 0.646792 0.0 \n",
"9999 0.441890 -0.425660 -0.492347 -0.055403 1.0 \n",
"\n",
" AlcoholDrinking_Yes Stroke_Yes DiffWalking_Yes Sex_Male \\\n",
"0 0.0 0.0 0.0 1.0 \n",
"1 0.0 0.0 0.0 1.0 \n",
"2 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 \n",
"... ... ... ... ... \n",
"9995 0.0 0.0 0.0 1.0 \n",
"9996 0.0 0.0 0.0 1.0 \n",
"9997 0.0 0.0 0.0 0.0 \n",
"9998 0.0 0.0 1.0 0.0 \n",
"9999 0.0 0.0 0.0 0.0 \n",
"\n",
" AgeCategory_25-29 ... Diabetic_Yes Diabetic_Yes (during pregnancy) \\\n",
"0 0.0 ... 1.0 0.0 \n",
"1 0.0 ... 0.0 0.0 \n",
"2 0.0 ... 0.0 0.0 \n",
"3 0.0 ... 0.0 0.0 \n",
"4 0.0 ... 0.0 0.0 \n",
"... ... ... ... ... \n",
"9995 0.0 ... 0.0 0.0 \n",
"9996 0.0 ... 0.0 0.0 \n",
"9997 0.0 ... 0.0 0.0 \n",
"9998 0.0 ... 0.0 0.0 \n",
"9999 0.0 ... 0.0 0.0 \n",
"\n",
" PhysicalActivity_Yes GenHealth_Fair GenHealth_Good GenHealth_Poor \\\n",
"0 1.0 0.0 1.0 0.0 \n",
"1 1.0 0.0 0.0 0.0 \n",
"2 1.0 0.0 0.0 0.0 \n",
"3 1.0 0.0 1.0 0.0 \n",
"4 1.0 0.0 1.0 0.0 \n",
"... ... ... ... ... \n",
"9995 1.0 0.0 0.0 0.0 \n",
"9996 1.0 1.0 0.0 0.0 \n",
"9997 1.0 0.0 0.0 0.0 \n",
"9998 1.0 0.0 1.0 0.0 \n",
"9999 1.0 0.0 0.0 0.0 \n",
"\n",
" GenHealth_Very good Asthma_Yes KidneyDisease_Yes SkinCancer_Yes \n",
"0 0.0 0.0 1.0 1.0 \n",
"1 1.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 \n",
"... ... ... ... ... \n",
"9995 0.0 0.0 0.0 0.0 \n",
"9996 0.0 0.0 0.0 0.0 \n",
"9997 0.0 0.0 0.0 1.0 \n",
"9998 0.0 0.0 0.0 1.0 \n",
"9999 1.0 0.0 0.0 0.0 \n",
"\n",
"[10000 rows x 37 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.impute import SimpleImputer\n",
"from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
"from sklearn.compose import ColumnTransformer\n",
"from sklearn.pipeline import Pipeline\n",
"\n",
"# Разделение признаков на числовые и категориальные\n",
"num_columns = [\n",
" column\n",
" for column in df.columns\n",
" if df[column].dtype != \"object\"\n",
"]\n",
"cat_columns = [\n",
" column\n",
" for column in df.columns\n",
" if df[column].dtype == \"object\"\n",
"]\n",
"\n",
"# Числовая обработка: заполнение пропусков медианой и стандартизация\n",
"num_imputer = SimpleImputer(strategy=\"median\")\n",
"num_scaler = StandardScaler()\n",
"preprocessing_num = Pipeline(\n",
" [\n",
" (\"imputer\", num_imputer),\n",
" (\"scaler\", num_scaler),\n",
" ]\n",
")\n",
"\n",
"# Категориальная обработка: заполнение пропусков значением \"unknown\" и унитарное кодирование\n",
"cat_imputer = SimpleImputer(strategy=\"constant\", fill_value=\"unknown\")\n",
"cat_encoder = OneHotEncoder(handle_unknown=\"ignore\", sparse_output=False, drop=\"first\")\n",
"preprocessing_cat = Pipeline(\n",
" [\n",
" (\"imputer\", cat_imputer),\n",
" (\"encoder\", cat_encoder),\n",
" ]\n",
")\n",
"\n",
"# Общий конвейер обработки признаков\n",
"features_preprocessing = ColumnTransformer(\n",
" verbose_feature_names_out=False,\n",
" transformers=[\n",
" (\"prepocessing_num\", preprocessing_num, num_columns),\n",
" (\"prepocessing_cat\", preprocessing_cat, cat_columns),\n",
" ],\n",
" remainder=\"passthrough\"\n",
")\n",
"\n",
"# Итоговый конвейер\n",
"pipeline_end = Pipeline(\n",
" [\n",
" (\"features_preprocessing\", features_preprocessing),\n",
" ]\n",
")\n",
"\n",
"preprocessing_result = pipeline_end.fit_transform(df)\n",
"preprocessed_df = pd.DataFrame(\n",
" preprocessing_result,\n",
" columns=pipeline_end.get_feature_names_out(),\n",
")\n",
"\n",
"preprocessed_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Понижение размерности признаков и визуализация данных\n",
"\n",
"Используем алгоритм снижения размерности **PCA** (*метод главных компонент*), чтобы уменьшить количество признаков до 2 и отобразить данные на графике:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"pca = PCA(n_components=2)\n",
"data_pca = pca.fit_transform(preprocessed_df)\n",
"\n",
"# Преобразуем результат в DataFrame для визуализации через scatterplot\n",
"df_pca = pd.DataFrame(data_pca, columns=['Principal Component 1', 'Principal Component 2'])\n",
"\n",
"# Визуализация данных после PCA\n",
"plt.figure(figsize=(10, 6))\n",
"sns.scatterplot(\n",
" x='Principal Component 1',\n",
" y='Principal Component 2',\n",
" data=df_pca,\n",
" alpha=0.6\n",
")\n",
"plt.title('Визуализация данных после PCA', fontsize=14)\n",
"plt.xlabel('Главная компонента 1')\n",
"plt.ylabel('Главная компонента 2')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Выбор количества кластеров\n",
"\n",
"Для определения оптимального числа кластеров используется:\n",
"1. **Инерция** (*метод локтя*): показывает, как внутрикластерная вариация уменьшается с увеличением числа кластеров.\n",
"2. **Коэффициент силуэта**: измеряет, насколько хорошо каждый объект кластеризован."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"from sklearn.metrics import silhouette_score\n",
"\n",
"inertia = []\n",
"silhouette_scores = []\n",
"k_range = range(2, 11)\n",
"\n",
"for k in k_range:\n",
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
" kmeans.fit(data_pca)\n",
" inertia.append(kmeans.inertia_)\n",
" silhouette_scores.append(silhouette_score(data_pca, kmeans.labels_))\n",
"\n",
"# Графики для определения оптимального числа кластеров\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(k_range, inertia, marker='o')\n",
"plt.title('Elbow Method')\n",
"plt.xlabel('Number of Clusters')\n",
"plt.ylabel('Inertia')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(k_range, silhouette_scores, marker='o')\n",
"plt.title('Silhouette Scores')\n",
"plt.xlabel('Number of Clusters')\n",
"plt.ylabel('Silhouette Score')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Судя по графику инерции, в качестве оптимального числа кластеров можно выбрать k=8, так как в этой точке происходит резкое улучшение метрики (спад инерции) и скорость уменьшения инерции заметно замедляется."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Кластерный анализ\n",
"\n",
"Используются два подхода:\n",
"1. **Иерархическая кластеризация** - агломеративная кластеризация.\n",
"2. **Неиерархическая кластеризация** - алгоритм k-means."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Неиерархическая кластеризация:**"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Используем неиерархическую кластеризацию KMeans с оптимальным количеством кластеров 8\n",
"kmeans = KMeans(n_clusters=8, random_state=42)\n",
"kmeans_labels = kmeans.fit_predict(data_pca)\n",
"\n",
"# Визуализация кластеров KMeans\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(data_pca[:, 0], data_pca[:, 1], c=kmeans_labels, cmap='viridis', alpha=0.6)\n",
"plt.title('KMeans Clustering')\n",
"plt.xlabel('PCA 1')\n",
"plt.ylabel('PCA 2')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Иерархическая кластеризация:**"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import AgglomerativeClustering\n",
"from scipy.cluster.hierarchy import dendrogram, linkage\n",
"\n",
"# Иерархическая кластеризация с оптимальным количеством кластеров 8\n",
"hierarchical = AgglomerativeClustering(n_clusters=8)\n",
"hierarchical_labels = hierarchical.fit_predict(data_pca)\n",
"\n",
"# Визуализация с помощью дендрограммы\n",
"plt.figure(figsize=(10, 7))\n",
"linkage_matrix = linkage(data_pca, method='ward')\n",
"dendrogram(linkage_matrix, truncate_mode='level', p=5)\n",
"plt.title('Hierarchical Clustering Dendrogram')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Визуализация с помощью диаграммы рассеяния\n",
"\n",
"plt.scatter(data_pca[:, 0], data_pca[:, 1], c=hierarchical_labels, cmap='viridis', alpha=0.6)\n",
"plt.title('Hierarchical Clustering')\n",
"plt.xlabel('PCA 1')\n",
"plt.ylabel('PCA 2')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Оценка качества кластеризации\n",
"\n",
"Используемая метрика - **коэффициент силуэта**:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silhouette Score for KMeans: 0.33\n",
"Silhouette Score for Hierarchical Clustering: 0.26\n"
]
}
],
"source": [
"silhouette_kmeans = silhouette_score(data_pca, kmeans_labels)\n",
"silhouette_hierarchical = silhouette_score(data_pca, hierarchical_labels)\n",
"\n",
"print(f'Silhouette Score for KMeans: {silhouette_kmeans:.2f}')\n",
"print(f'Silhouette Score for Hierarchical Clustering: {silhouette_hierarchical:.2f}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"K-Means показал лучшие результаты и может быть рекомендован для дальнейшей работы с данными. Однако качество кластеризации в целом среднее, что указывает на необходимость дополнительной оптимизации модели или работы с признаками."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "aimenv",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}