714 lines
332 KiB
Plaintext
714 lines
332 KiB
Plaintext
{
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"cells": [
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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: Экономика стран"
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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": 53,
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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: 369 entries, 0 to 368\n",
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"Data columns (total 14 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 stock index 369 non-null object \n",
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" 1 country 369 non-null object \n",
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" 2 year 369 non-null float64\n",
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" 3 index price 317 non-null float64\n",
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" 4 log_indexprice 369 non-null float64\n",
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" 5 inflationrate 326 non-null float64\n",
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" 6 oil prices 369 non-null float64\n",
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" 7 exchange_rate 367 non-null float64\n",
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" 8 gdppercent 350 non-null float64\n",
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" 9 percapitaincome 368 non-null float64\n",
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" 10 unemploymentrate 348 non-null float64\n",
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" 11 manufacturingoutput 278 non-null float64\n",
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" 12 tradebalance 365 non-null float64\n",
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" 13 USTreasury 369 non-null float64\n",
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"dtypes: float64(12), object(2)\n",
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"memory usage: 40.5+ 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 scipy.cluster.hierarchy import dendrogram, linkage, fcluster\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/Economic.csv\")\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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"Бизнес-цель: сегментировать страны на основе экономических показателей для определения схожих групп стран и последующего анализа каждой группы."
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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": 54,
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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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"Данные содержат текстовые значения. Убедитесь, что только числовые данные используются для анализа.\n",
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"Исходный размер датасета: 369\n",
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"Очищенный размер датасета: 219\n"
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]
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}
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],
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"source": [
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"data = df.copy()\n",
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"data_cleaned = df.dropna()\n",
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"\n",
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"if not np.issubdtype(data_cleaned.dtypes.iloc[1], np.number):\n",
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" print(\"Данные содержат текстовые значения. Убедитесь, что только числовые данные используются для анализа.\")\n",
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" cleaned_data = data_cleaned.select_dtypes(include=[np.number])\n",
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"\n",
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"print(f\"Исходный размер датасета: {df.shape[0]}\")\n",
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"print(f\"Очищенный размер датасета: {data_cleaned.shape[0]}\")\n",
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"\n",
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"data1 = pd.get_dummies(data_cleaned, columns=['country'], 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": 55,
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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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"Index(['stock index', 'year', 'index price', 'log_indexprice', 'inflationrate',\n",
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" 'oil prices', 'exchange_rate', 'gdppercent', 'percapitaincome',\n",
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" 'unemploymentrate', 'manufacturingoutput', 'tradebalance', 'USTreasury',\n",
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" 'country_France', 'country_Germany', 'country_Hong Kong',\n",
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" 'country_India', 'country_Japan', 'country_Spain',\n",
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" 'country_United Kingdom', 'country_United States of America'],\n",
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" dtype='object')\n",
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"stock index 0\n",
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"year 0\n",
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"index price 0\n",
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"log_indexprice 0\n",
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"inflationrate 0\n",
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"oil prices 0\n",
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"exchange_rate 0\n",
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"gdppercent 0\n",
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"percapitaincome 0\n",
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"unemploymentrate 0\n",
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"manufacturingoutput 0\n",
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"tradebalance 0\n",
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"USTreasury 0\n",
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"country_France 0\n",
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"country_Germany 0\n",
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"country_Hong Kong 0\n",
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"country_India 0\n",
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"country_Japan 0\n",
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"country_Spain 0\n",
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"country_United Kingdom 0\n",
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"country_United States of America 0\n",
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"dtype: int64\n",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"Index: 219 entries, 10 to 367\n",
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"Data columns (total 20 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 year 219 non-null float64\n",
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" 1 index price 219 non-null float64\n",
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" 2 log_indexprice 219 non-null float64\n",
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" 3 inflationrate 219 non-null float64\n",
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" 4 oil prices 219 non-null float64\n",
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" 5 exchange_rate 219 non-null float64\n",
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" 6 gdppercent 219 non-null float64\n",
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" 7 percapitaincome 219 non-null float64\n",
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" 8 unemploymentrate 219 non-null float64\n",
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" 9 manufacturingoutput 219 non-null float64\n",
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" 10 tradebalance 219 non-null float64\n",
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" 11 USTreasury 219 non-null float64\n",
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" 12 country_France 219 non-null bool \n",
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" 13 country_Germany 219 non-null bool \n",
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" 14 country_Hong Kong 219 non-null bool \n",
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" 15 country_India 219 non-null bool \n",
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" 16 country_Japan 219 non-null bool \n",
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" 17 country_Spain 219 non-null bool \n",
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" 18 country_United Kingdom 219 non-null bool \n",
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" 19 country_United States of America 219 non-null bool \n",
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"dtypes: bool(8), float64(12)\n",
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"memory usage: 24.0 KB\n"
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]
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}
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],
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"source": [
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"print(data1.columns)\n",
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"print(data1.isnull().sum())\n",
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"data2 = data1.drop(['stock index'], axis = 1)\n",
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"data2.info()"
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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": 56,
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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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"[[ -175.11730098 -8125.91541511]\n",
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" [ 1359.15430649 -7976.83866444]\n",
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" [ 2330.12842909 -7886.62363629]\n",
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" [ 3638.58468227 -7885.49439407]\n",
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" [ 4638.69365316 -7738.97353013]\n",
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" [ 5921.57827905 -7533.60974468]\n",
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" [ 7420.03426153 -7269.3752748 ]\n",
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" [ 8823.38406687 -6981.62904291]\n",
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" [ 10508.03737208 -6093.36153206]\n",
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" [ 12357.01890855 -5087.16328305]\n",
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" [ 13108.1576432 -6856.08050495]\n",
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" [ 13984.76420629 -7375.23274241]\n",
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" [ 15460.23414568 -7307.74768791]\n",
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" [ 17685.72825995 -7028.50596781]\n",
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" [ 20090.21526684 -6980.26253392]\n",
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" [ 22277.89668445 -6874.90441336]\n",
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" [ 23962.33912597 -6605.01263864]\n",
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" [ 24446.64571772 -6845.1952535 ]\n",
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" [ 25871.01649677 -6556.01887636]\n",
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" [ 27597.98078369 -6314.0423994 ]\n",
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" [ 29116.38461377 -5778.79720501]\n",
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" [ 31080.78776834 -4997.72117578]\n",
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" [ 34067.26159619 -4464.16933609]\n",
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" [ 36188.91962302 -3273.16517374]\n",
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" [ 39173.66351113 -2162.39563038]\n",
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" [ 41402.60872282 -1707.33871091]\n",
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" [ -4920.26128698 -6264.09433006]\n",
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" [ -4107.33309919 -5936.17563897]\n",
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" [ -5591.9683601 -4970.64964709]\n",
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" [ -4284.01907339 -5358.91854133]\n",
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" [ -851.8323232 -4827.08675426]\n",
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" [ 369.10904029 -4430.5671039 ]\n",
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" [ 2778.18409795 -3478.03512091]\n",
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" [ 4317.56600567 -2772.06424501]\n",
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" [ 4775.4295974 -1736.3805783 ]\n",
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" [ 4243.84270452 -2429.91924498]\n",
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" [ 3781.33828765 -3422.66358249]\n",
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" [ 6009.39340531 -4759.76856132]\n",
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" [ 10424.87883391 -4341.57001167]\n",
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" [ 16256.5577047 -4160.49272194]\n",
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" [ 18000.35381788 -3402.49405369]\n",
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" [ 20556.36944866 -2868.79479514]\n",
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" [ 26534.29033635 -2792.87710749]\n",
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" [ 14799.28968455 -3522.03466609]\n",
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" [ 15612.92493655 -3056.85953865]\n",
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" [ 18114.06439047 -3451.64906502]\n",
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" [ 18523.60322894 -3137.05524082]\n",
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" [ 19497.88792183 -2311.83435969]\n",
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" [ 23542.33878862 -2603.44082121]\n",
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" [ 17156.41944477 -1855.11336425]\n",
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" [ 16429.21734114 -1290.51296177]\n",
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" [ 19092.49490231 -2321.82962639]\n",
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" [ 18472.52923296 -1490.57697639]\n",
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" [ 16375.47555831 -2516.33360096]\n",
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" [-23669.6107605 -6856.0257174 ]\n",
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" [-23678.77675534 -5288.17745923]\n",
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" [-23675.29226616 -4557.37607353]\n",
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" [-23614.87756504 -3978.16434834]\n",
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" [-23608.70369197 -4795.08252579]\n",
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" [-23583.41444535 -4821.11540317]\n",
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" [-23553.11851947 -4248.00207401]\n",
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" [-23571.19840587 -4851.19514063]\n",
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" [-23490.20520886 -2902.51879176]\n",
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" [-23516.8183412 -3935.81513361]\n",
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" [-23526.75429279 -4645.50718999]\n",
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" [-23504.72354379 -4531.19715956]\n",
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" [-23363.19551277 -2072.91896281]\n",
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" [-23261.92618182 -1311.98677798]\n",
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" [-23100.48320798 1479.32071988]\n",
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" [-22891.64152145 5863.3059029 ]\n",
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" [-22497.55043967 12353.76223468]\n",
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" [-22810.24606437 1719.80676484]\n",
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" [-22498.91033109 9530.51743361]\n",
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" [-22162.14605795 12565.71566922]\n",
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" [-22196.83923531 7511.01242735]\n",
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" [-22104.88476049 11481.38894531]\n",
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" [-22052.6046314 13224.64916476]\n",
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" [-21760.03118667 19546.72612234]\n",
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" [-21765.08108727 18164.36724379]\n",
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" [-21624.70393447 18669.39338085]\n",
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" [-21178.78608654 26088.80277007]\n",
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" [-21109.11279888 28098.84971046]\n",
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" [-20866.86464368 33279.39393894]\n",
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" [-20893.51896865 39780.06254589]\n",
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" [-14423.1457247 -1282.18684029]\n",
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" [-13509.2003846 -655.76348716]\n",
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" [-14296.15572734 -755.96193511]\n",
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" [-13413.69439115 639.71572953]\n",
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" [-12809.29884004 2375.19409329]\n",
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" [-12158.52959914 4348.17715487]\n",
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" [ -6522.44157462 8033.5362674 ]\n",
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" [ 1704.70099935 18471.27282034]\n",
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" [ 1655.56058562 25476.71405478]\n",
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" [ 2080.3623691 20850.54443176]\n",
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" [ 5485.77754575 15616.59302296]\n",
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" [ 7819.78947585 9366.29074685]\n",
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" [ 12111.55694469 10242.68841252]\n",
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" [ 15650.51181433 10984.00736822]\n",
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" [ 11433.19601313 9557.94037665]\n",
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" [ 8234.20852471 6601.43492437]\n",
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" [ 14908.39218447 8212.21166551]\n",
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" [ 15582.44630853 3213.09254948]\n",
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" [ 17022.83119681 354.98642592]\n",
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" [ 20691.76843817 917.30352414]\n",
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" [ 4463.92176667 -489.00527974]\n",
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]
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},
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{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\mitat\\AppData\\Local\\Temp\\ipykernel_19512\\3444879312.py:7: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
|
|
" plt.scatter(reduced_data[:, 0], reduced_data[:, 1], alpha=0.7, cmap='viridis')\n"
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]
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},
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{
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"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"pca = PCA(n_components=2)\n",
|
|
"reduced_data = pca.fit_transform(data2)\n",
|
|
"\n",
|
|
"print(reduced_data)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10,6))\n",
|
|
"plt.scatter(reduced_data[:, 0], reduced_data[:, 1], alpha=0.7, cmap='viridis')\n",
|
|
"plt.title(\"Данные после PCA\")\n",
|
|
"plt.xlabel(\"PC1\")\n",
|
|
"plt.ylabel(\"PC2\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Выбор количества кластеров"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
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|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"inertia = []\n",
|
|
"k_values = range(1, 10)\n",
|
|
"\n",
|
|
"for k in k_values:\n",
|
|
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
|
" kmeans.fit(reduced_data)\n",
|
|
" inertia.append(kmeans.inertia_)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"plt.plot(k_values, inertia, marker='o')\n",
|
|
"plt.title(\"Метод локтя\")\n",
|
|
"plt.xlabel(\"Количество кластеров\")\n",
|
|
"plt.ylabel(\"Инерция\")\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Коэффициент силуэта для выбора оптимального количества кластеров\n",
|
|
"silhouette_scores = []\n",
|
|
"\n",
|
|
"for k in range(2, 10):\n",
|
|
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
|
" labels = kmeans.fit_predict(reduced_data)\n",
|
|
" score = silhouette_score(reduced_data, labels)\n",
|
|
" silhouette_scores.append(score)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"plt.plot(range(2, 10), silhouette_scores, marker='o')\n",
|
|
"plt.title(\"Коэффициент силуэта\")\n",
|
|
"plt.xlabel(\"Количество кластеров\")\n",
|
|
"plt.ylabel(\"Силуэт\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Кластерны анализ"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"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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]
|
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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": [
|
|
"# Оптимальное количество кластеров\n",
|
|
"optimal_k = 4\n",
|
|
"\n",
|
|
"# Неиерархическая кластеризация (K-Means)\n",
|
|
"kmeans = KMeans(n_clusters=optimal_k, random_state=42)\n",
|
|
"labels_kmeans = kmeans.fit_predict(reduced_data)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"plt.scatter(reduced_data[:, 0], reduced_data[:, 1], c=labels_kmeans, cmap='viridis', alpha=0.5)\n",
|
|
"plt.title(\"K-Means Кластеры\")\n",
|
|
"plt.xlabel(\"PC1\")\n",
|
|
"plt.ylabel(\"PC2\")\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Агломеративная кластеризация\n",
|
|
"agglomerative = AgglomerativeClustering(n_clusters=optimal_k)\n",
|
|
"agglomerative_labels = agglomerative.fit_predict(reduced_data)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"plt.scatter(reduced_data[:, 0], reduced_data[:, 1], c=agglomerative_labels, cmap='viridis', alpha=0.5)\n",
|
|
"plt.title(\"Агломеративная кластеризация\")\n",
|
|
"plt.xlabel(\"PC1\")\n",
|
|
"plt.ylabel(\"PC2\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Оценка качества решения"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"K-Means - Инерция: 14420617136.370611, Коэффициент силуэта: 0.48226441542888965\n",
|
|
"Коэффициент силуэта для иерархической кластеризации: 0.46\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Коэффициент силуэта для K-Means\n",
|
|
"kmeans_inertia = kmeans.inertia_\n",
|
|
"kmeans_silhouette = silhouette_score(reduced_data, labels_kmeans)\n",
|
|
"print(f'K-Means - Инерция: {kmeans_inertia}, Коэффициент силуэта: {kmeans_silhouette}')\n",
|
|
"\n",
|
|
"# Коэффициент силуэта для иерархической кластеризации\n",
|
|
"agglomerative_silhouette = silhouette_score(reduced_data, agglomerative_labels)\n",
|
|
"print(f\"Коэффициент силуэта для иерархической кластеризации: {agglomerative_silhouette:.2f}\")"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.12.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|