AIM-PIbd-31-Makarov-DV/lab_5/lab5.ipynb
2024-12-20 22:35:37 +04:00

689 lines
335 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Лабораторная 5\n",
"\n",
"Датасет: Информация об онлайн обучении учеников\n",
"\n",
"## Бизнес-цель\n",
"Улучшение доступа к онлайн-образованию для учеников с низким уровнем финансового обеспечения."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Education Level', 'Institution Type', 'Gender', 'Age', 'Device',\n",
" 'IT Student', 'Location', 'Financial Condition', 'Internet Type',\n",
" 'Network Type', 'Flexibility Level'],\n",
" dtype='object')\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"..\\\\static\\\\csv\\\\students_adaptability_level_online_education.csv\")\n",
"print(df.columns)\n",
"\n",
"map_flexibility_to_int = {'Low': 0, 'Moderate': 1, 'High': 2}\n",
"\n",
"df['Flexibility Level'] = df['Flexibility Level'].map(map_flexibility_to_int).astype('int32')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Конвеер из 4 лабораторной"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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>Age</th>\n",
" <th>Flexibility Level</th>\n",
" <th>Education Level_School</th>\n",
" <th>Education Level_University</th>\n",
" <th>Institution Type_Public</th>\n",
" <th>Gender_Male</th>\n",
" <th>Device_Mobile</th>\n",
" <th>Device_Tab</th>\n",
" <th>IT Student_Yes</th>\n",
" <th>Location_Town</th>\n",
" <th>Financial Condition_Poor</th>\n",
" <th>Financial Condition_Rich</th>\n",
" <th>Internet Type_Wifi</th>\n",
" <th>Network Type_3G</th>\n",
" <th>Network Type_4G</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.018272</td>\n",
" <td>0.510309</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>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>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.018272</td>\n",
" <td>0.510309</td>\n",
" <td>0.0</td>\n",
" <td>1.0</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>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>2</th>\n",
" <td>0.160338</td>\n",
" <td>0.510309</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>1.0</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",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-1.040771</td>\n",
" <td>0.510309</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>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>4</th>\n",
" <td>0.160338</td>\n",
" <td>-1.107907</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>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</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",
" </tr>\n",
" <tr>\n",
" <th>1200</th>\n",
" <td>0.160338</td>\n",
" <td>-1.107907</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",
" <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>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1201</th>\n",
" <td>0.160338</td>\n",
" <td>0.510309</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",
" <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>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1202</th>\n",
" <td>-1.040771</td>\n",
" <td>0.510309</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</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",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1203</th>\n",
" <td>0.160338</td>\n",
" <td>-1.107907</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",
" <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>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1204</th>\n",
" <td>-1.040771</td>\n",
" <td>0.510309</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>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1205 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" Age Flexibility Level Education Level_School \\\n",
"0 1.018272 0.510309 0.0 \n",
"1 1.018272 0.510309 0.0 \n",
"2 0.160338 0.510309 0.0 \n",
"3 -1.040771 0.510309 1.0 \n",
"4 0.160338 -1.107907 1.0 \n",
"... ... ... ... \n",
"1200 0.160338 -1.107907 0.0 \n",
"1201 0.160338 0.510309 0.0 \n",
"1202 -1.040771 0.510309 1.0 \n",
"1203 0.160338 -1.107907 0.0 \n",
"1204 -1.040771 0.510309 1.0 \n",
"\n",
" Education Level_University Institution Type_Public Gender_Male \\\n",
"0 1.0 0.0 1.0 \n",
"1 1.0 0.0 0.0 \n",
"2 0.0 1.0 0.0 \n",
"3 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 \n",
"... ... ... ... \n",
"1200 0.0 0.0 0.0 \n",
"1201 0.0 0.0 0.0 \n",
"1202 0.0 0.0 1.0 \n",
"1203 0.0 0.0 0.0 \n",
"1204 0.0 0.0 0.0 \n",
"\n",
" Device_Mobile Device_Tab IT Student_Yes Location_Town \\\n",
"0 0.0 1.0 0.0 1.0 \n",
"1 1.0 0.0 0.0 1.0 \n",
"2 1.0 0.0 0.0 1.0 \n",
"3 1.0 0.0 0.0 1.0 \n",
"4 1.0 0.0 0.0 1.0 \n",
"... ... ... ... ... \n",
"1200 1.0 0.0 0.0 1.0 \n",
"1201 1.0 0.0 0.0 0.0 \n",
"1202 1.0 0.0 0.0 1.0 \n",
"1203 1.0 0.0 0.0 0.0 \n",
"1204 1.0 0.0 0.0 1.0 \n",
"\n",
" Financial Condition_Poor Financial Condition_Rich Internet Type_Wifi \\\n",
"0 0.0 0.0 1.0 \n",
"1 0.0 0.0 0.0 \n",
"2 0.0 0.0 1.0 \n",
"3 0.0 0.0 0.0 \n",
"4 1.0 0.0 0.0 \n",
"... ... ... ... \n",
"1200 0.0 0.0 1.0 \n",
"1201 0.0 0.0 1.0 \n",
"1202 0.0 0.0 0.0 \n",
"1203 0.0 0.0 1.0 \n",
"1204 1.0 0.0 0.0 \n",
"\n",
" Network Type_3G Network Type_4G \n",
"0 0.0 1.0 \n",
"1 0.0 1.0 \n",
"2 0.0 1.0 \n",
"3 0.0 1.0 \n",
"4 1.0 0.0 \n",
"... ... ... \n",
"1200 0.0 1.0 \n",
"1201 0.0 1.0 \n",
"1202 1.0 0.0 \n",
"1203 0.0 1.0 \n",
"1204 1.0 0.0 \n",
"\n",
"[1205 rows x 15 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.compose import ColumnTransformer\n",
"from sklearn.impute import SimpleImputer\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.discriminant_analysis import StandardScaler\n",
"from sklearn.preprocessing import OneHotEncoder\n",
"\n",
"# columns_to_drop = ['Age', 'Education Level', 'Gender', 'IT Student', 'Flexibility Level']\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",
"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",
"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",
"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",
"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 (PCA) и визуализация данных."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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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",
"rnd_state=9\n",
"\n",
"pca = PCA(n_components=2, random_state=rnd_state)\n",
"data_pca = pca.fit_transform(preprocessed_df)\n",
"\n",
"df_pca = pd.DataFrame(data_pca, columns=['Principal Component 1', 'Principal Component 2'])\n",
"\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')\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 с помощью двух методов: инерция и коэффициент силуэта."
]
},
{
"cell_type": "code",
"execution_count": 10,
"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",
"import os\n",
"os.environ['OMP_NUM_THREADS'] = '12'\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=rnd_state)\n",
" kmeans.fit(data_pca)\n",
" inertia.append(kmeans.inertia_)\n",
" silhouette_scores.append(silhouette_score(data_pca, kmeans.labels_, random_state=rnd_state))\n",
"\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(k_range, inertia, marker='o')\n",
"plt.title('Метод инерции')\n",
"plt.xlabel('Количество кластеров')\n",
"plt.ylabel('Инерция')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(k_range, silhouette_scores, marker='o')\n",
"plt.title('Коэффициент силуэтов')\n",
"plt.xlabel('Количество кластеров')\n",
"plt.ylabel('Оценка силуэтов')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Судя по графикам видно, что при n=8 коэффициент силуэтов максимален, а уменьшение инерции минимально. Выбираем n=8."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"clusters_count = 8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Кластерный анализ. Иерархическая и неиерархическая кластеризация."
]
},
{
"cell_type": "code",
"execution_count": 25,
"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"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import AgglomerativeClustering\n",
"from scipy.cluster.hierarchy import dendrogram, linkage\n",
"\n",
"kmeans = KMeans(n_clusters=clusters_count, random_state=rnd_state)\n",
"kmeans_labels = kmeans.fit_predict(data_pca)\n",
"\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('Неиерархическая кластеризация')\n",
"plt.xlabel('PCA 1')\n",
"plt.ylabel('PCA 2')\n",
"plt.show()\n",
"\n",
"hierarchical = AgglomerativeClustering(n_clusters=clusters_count)\n",
"hierarchical_labels = hierarchical.fit_predict(data_pca)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"linkage_matrix = linkage(data_pca, method='ward')\n",
"dendrogram(linkage_matrix, truncate_mode='level', p=5)\n",
"plt.title('Иерархическая кластеризация (дендрограмма)')\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(data_pca[:, 0], data_pca[:, 1], c=hierarchical_labels, cmap='viridis', alpha=0.6)\n",
"plt.title('Иерархическая кластеризация')\n",
"plt.xlabel('PCA 1')\n",
"plt.ylabel('PCA 2')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Оценка качества кластеризации коэффициентом силуэта"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silhouette Score for KMeans: 0.7138\n",
"Silhouette Score for Hierarchical Clustering: 0.7077\n"
]
}
],
"source": [
"silhouette_kmeans = silhouette_score(data_pca, kmeans_labels, random_state=rnd_state)\n",
"silhouette_hierarchical = silhouette_score(data_pca, hierarchical_labels, random_state=rnd_state)\n",
"\n",
"print(f'Silhouette Score for KMeans: {silhouette_kmeans:.4f}')\n",
"print(f'Silhouette Score for Hierarchical Clustering: {silhouette_hierarchical:.4f}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"С небольшим отрывом побеждает неиерархическая кластеризация (KMeans)"
]
}
],
"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": "3.13.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}