371 lines
354 KiB
Plaintext
371 lines
354 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 13,
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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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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 10000 entries, 0 to 9999\n",
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"Data columns (total 10 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Id 10000 non-null object \n",
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" 1 Name 10000 non-null object \n",
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" 2 Short description 9996 non-null object \n",
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" 3 Gender 9927 non-null object \n",
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" 4 Country 9721 non-null object \n",
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" 5 Occupation 9836 non-null object \n",
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" 6 Birth year 10000 non-null int64 \n",
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" 7 Death year 9999 non-null float64\n",
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" 8 Manner of death 1893 non-null object \n",
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" 9 Age of death 9999 non-null float64\n",
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"dtypes: float64(2), int64(1), object(7)\n",
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"memory usage: 781.4+ KB\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"from sklearn.preprocessing import LabelEncoder\n",
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"from sklearn.cluster import AgglomerativeClustering\n",
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"from sklearn.cluster import KMeans\n",
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"from sklearn.metrics import silhouette_score\n",
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"from sklearn.decomposition import PCA\n",
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"from sklearn import metrics\n",
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"from imblearn.over_sampling import RandomOverSampler\n",
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"from imblearn.under_sampling import RandomUnderSampler\n",
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"from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
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"from sklearn.metrics import ConfusionMatrixDisplay\n",
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"from sklearn.compose import ColumnTransformer\n",
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"from sklearn.pipeline import Pipeline\n",
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"from sklearn.impute import SimpleImputer\n",
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"from sklearn.linear_model import LinearRegression, LogisticRegression\n",
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"from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor, RandomForestClassifier, GradientBoostingClassifier\n",
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"from sklearn.model_selection import train_test_split, GridSearchCV\n",
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"from sklearn.metrics import (\n",
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" precision_score, recall_score, accuracy_score, roc_auc_score, f1_score,\n",
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" matthews_corrcoef, cohen_kappa_score, confusion_matrix\n",
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")\n",
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"from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error\n",
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"import numpy as np\n",
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"import featuretools as ft\n",
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"from sklearn.metrics import accuracy_score, classification_report\n",
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"\n",
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"# Функция для применения oversampling\n",
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"def apply_oversampling(X, y):\n",
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" oversampler = RandomOverSampler(random_state=42)\n",
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" X_resampled, y_resampled = oversampler.fit_resample(X, y)\n",
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" return X_resampled, y_resampled\n",
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"\n",
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"# Функция для применения undersampling\n",
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"def apply_undersampling(X, y):\n",
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" undersampler = RandomUnderSampler(random_state=42)\n",
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" X_resampled, y_resampled = undersampler.fit_resample(X, y)\n",
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" return X_resampled, y_resampled\n",
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"\n",
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"def split_stratified_into_train_val_test(\n",
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" df_input,\n",
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" stratify_colname=\"y\",\n",
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" frac_train=0.6,\n",
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" frac_val=0.15,\n",
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" frac_test=0.25,\n",
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" random_state=None,\n",
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"):\n",
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" \"\"\"\n",
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" Splits a Pandas dataframe into three subsets (train, val, and test)\n",
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" following fractional ratios provided by the user, where each subset is\n",
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" stratified by the values in a specific column (that is, each subset has\n",
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" the same relative frequency of the values in the column). It performs this\n",
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" splitting by running train_test_split() twice.\n",
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"\n",
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" Parameters\n",
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" ----------\n",
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" df_input : Pandas dataframe\n",
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" Input dataframe to be split.\n",
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" stratify_colname : str\n",
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" The name of the column that will be used for stratification. Usually\n",
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" this column would be for the label.\n",
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" frac_train : float\n",
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" frac_val : float\n",
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" frac_test : float\n",
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" The ratios with which the dataframe will be split into train, val, and\n",
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" test data. The values should be expressed as float fractions and should\n",
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" sum to 1.0.\n",
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" random_state : int, None, or RandomStateInstance\n",
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" Value to be passed to train_test_split().\n",
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"\n",
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" Returns\n",
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" -------\n",
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" df_train, df_val, df_test :\n",
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" Dataframes containing the three splits.\n",
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" \"\"\"\n",
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"\n",
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" if frac_train + frac_val + frac_test != 1.0:\n",
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" raise ValueError(\n",
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" \"fractions %f, %f, %f do not add up to 1.0\"\n",
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" % (frac_train, frac_val, frac_test)\n",
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" )\n",
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"\n",
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" if stratify_colname not in df_input.columns:\n",
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" raise ValueError(\"%s is not a column in the dataframe\" % (stratify_colname))\n",
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"\n",
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" X = df_input # Contains all columns.\n",
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" y = df_input[\n",
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" [stratify_colname]\n",
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" ] # Dataframe of just the column on which to stratify.\n",
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"\n",
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" # Split original dataframe into train and temp dataframes.\n",
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" df_train, df_temp, y_train, y_temp = train_test_split(\n",
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" X, y, stratify=y, test_size=(1.0 - frac_train), random_state=random_state\n",
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" )\n",
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"\n",
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" # Split the temp dataframe into val and test dataframes.\n",
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" relative_frac_test = frac_test / (frac_val + frac_test)\n",
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" df_val, df_test, y_val, y_test = train_test_split(\n",
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" df_temp,\n",
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" y_temp,\n",
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" stratify=y_temp,\n",
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" test_size=relative_frac_test,\n",
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" random_state=random_state,\n",
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" )\n",
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"\n",
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" assert len(df_input) == len(df_train) + len(df_val) + len(df_test)\n",
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"\n",
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" return df_train, df_val, df_test\n",
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"\n",
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"\n",
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"df = pd.read_csv(\"../data/age.csv\", nrows=10000)\n",
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"df.info()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Вариант: Список людей.\n",
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"Бизнес-цель: реклама. Необходимо разбить людей на группы, чтобы показывать им определенную рекламу в приложениях"
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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": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"df.fillna({\"Gender\": \"NaN\", \"Country\": \"NaN\", \"Occupation\" : \"NaN\", \"Manner of death\" : \"NaN\"}, inplace=True)\n",
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"df = df.dropna()\n",
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"df['Country'] = df['Country'].str.split('; ')\n",
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"df = df.explode('Country')\n",
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"data = df.copy()\n",
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"\n",
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"value_counts = data[\"Country\"].value_counts()\n",
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"rare = value_counts[value_counts < 100].index\n",
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"data = data[~data[\"Country\"].isin(rare)]\n",
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"\n",
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"data.drop(data[~data['Gender'].isin(['Male', 'Female'])].index, inplace=True)\n",
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"\n",
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"data1 = data[[\"Country\", \"Age of death\", \"Gender\"]]\n",
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"data1 = pd.get_dummies(data1, drop_first=True)\n",
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"#data1 = pd.get_dummies(data, columns=['Gender', 'Country', 'Occupation'], drop_first=True)"
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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": 10,
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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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"[[ -1.11861923 -0.74208424]\n",
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" [-19.1195007 -0.58172792]\n",
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" [-12.11858619 -0.75979619]\n",
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" ...\n",
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" [ -2.1214623 0.45075518]\n",
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" [ 28.87844461 0.50067068]\n",
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" [ 5.87851368 0.4636366 ]]\n"
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]
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},
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{
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"data": {
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",
|
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"text/plain": [
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"<Figure size 1000x800 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
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}
|
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],
|
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"source": [
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"pca = PCA(n_components=2)\n",
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"data_pca = pca.fit_transform(data1)\n",
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"\n",
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"print(data_pca)\n",
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"\n",
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"plt.figure(figsize=(10, 8))\n",
|
|
"plt.scatter(data_pca[:, 0], data_pca[:, 1], alpha=0.5)\n",
|
|
"plt.title('PCA')\n",
|
|
"plt.xlabel('1')\n",
|
|
"plt.ylabel('2')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 1000x600 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Оценка инерции\n",
|
|
"inertia = []\n",
|
|
"for k in range(1, 11):\n",
|
|
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
|
" kmeans.fit(data_pca)\n",
|
|
" inertia.append(kmeans.inertia_)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"plt.plot(range(1, 11), inertia, marker='o')\n",
|
|
"plt.title('Оценка инерции')\n",
|
|
"plt.xlabel('Количество кластеров')\n",
|
|
"plt.ylabel('Инерция')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Оценка коэффициента силуэта\n",
|
|
"silhouette_scores = []\n",
|
|
"for k in range(2, 11):\n",
|
|
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
|
" kmeans.fit(data_pca)\n",
|
|
" score = silhouette_score(data_pca, kmeans.labels_)\n",
|
|
" silhouette_scores.append(score)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"plt.plot(range(2, 11), silhouette_scores, marker='o')\n",
|
|
"plt.title('Оценка коэффициента силуэта')\n",
|
|
"plt.xlabel('Количество кластеров')\n",
|
|
"plt.ylabel('Коэффициент силуэта')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
"text/plain": [
|
|
"<Figure size 1500x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Неиерархический алгоритм: k-means\n",
|
|
"optimal_k = 3 # Предположим, что оптимальное количество кластеров равно 3\n",
|
|
"kmeans = KMeans(n_clusters=optimal_k, random_state=42)\n",
|
|
"kmeans_labels = kmeans.fit_predict(data_pca)\n",
|
|
"\n",
|
|
"# Иерархический алгоритм: агломеративный\n",
|
|
"agglomerative = AgglomerativeClustering(n_clusters=optimal_k)\n",
|
|
"agglomerative_labels = agglomerative.fit_predict(data_pca)\n",
|
|
"\n",
|
|
"# Визуализация результатов\n",
|
|
"plt.figure(figsize=(15, 6))\n",
|
|
"\n",
|
|
"plt.subplot(1, 2, 1)\n",
|
|
"plt.scatter(data_pca[:, 0], data_pca[:, 1], c=kmeans_labels, cmap='viridis', alpha=0.5)\n",
|
|
"plt.title('k-means')\n",
|
|
"plt.xlabel('Главная компонента 1')\n",
|
|
"plt.ylabel('Главная компонента 2')\n",
|
|
"\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"plt.scatter(data_pca[:, 0], data_pca[:, 1], c=agglomerative_labels, cmap='viridis', alpha=0.5)\n",
|
|
"plt.title('Агломеративный')\n",
|
|
"plt.xlabel('Главная компонента 1')\n",
|
|
"plt.ylabel('Главная компонента 2')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"k-means - Инерция: 442804.1358263728, Коэффициент силуэта: 0.5444824210491334\n",
|
|
"Агломеративный - Коэффициент силуэта: 0.5158480408075595\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Оценка качества k-means\n",
|
|
"kmeans_inertia = kmeans.inertia_\n",
|
|
"kmeans_silhouette = silhouette_score(data_pca, kmeans_labels)\n",
|
|
"\n",
|
|
"# Оценка качества агломеративной кластеризации\n",
|
|
"agglomerative_silhouette = silhouette_score(data_pca, agglomerative_labels)\n",
|
|
"\n",
|
|
"print(f'k-means - Инерция: {kmeans_inertia}, Коэффициент силуэта: {kmeans_silhouette}')\n",
|
|
"print(f'Агломеративный - Коэффициент силуэта: {agglomerative_silhouette}')"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "aimvenv",
|
|
"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
|
|
}
|