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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Лабораторная 5"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Информация о диабете индейцев Пима"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Index(['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin',\n",
+ " 'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome'],\n",
+ " dtype='object')\n"
+ ]
+ },
+ {
+ "data": {
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+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Pregnancies | \n",
+ " Glucose | \n",
+ " BloodPressure | \n",
+ " SkinThickness | \n",
+ " Insulin | \n",
+ " BMI | \n",
+ " DiabetesPedigreeFunction | \n",
+ " Age | \n",
+ " Outcome | \n",
+ "
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768 rows × 9 columns
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+ ],
+ "text/plain": [
+ " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n",
+ "0 6 148 72 35 0 33.6 \n",
+ "1 1 85 66 29 0 26.6 \n",
+ "2 8 183 64 0 0 23.3 \n",
+ "3 1 89 66 23 94 28.1 \n",
+ "4 0 137 40 35 168 43.1 \n",
+ ".. ... ... ... ... ... ... \n",
+ "763 10 101 76 48 180 32.9 \n",
+ "764 2 122 70 27 0 36.8 \n",
+ "765 5 121 72 23 112 26.2 \n",
+ "766 1 126 60 0 0 30.1 \n",
+ "767 1 93 70 31 0 30.4 \n",
+ "\n",
+ " DiabetesPedigreeFunction Age Outcome \n",
+ "0 0.627 50 1 \n",
+ "1 0.351 31 0 \n",
+ "2 0.672 32 1 \n",
+ "3 0.167 21 0 \n",
+ "4 2.288 33 1 \n",
+ ".. ... ... ... \n",
+ "763 0.171 63 0 \n",
+ "764 0.340 27 0 \n",
+ "765 0.245 30 0 \n",
+ "766 0.349 47 1 \n",
+ "767 0.315 23 0 \n",
+ "\n",
+ "[768 rows x 9 columns]"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from scipy.cluster.hierarchy import dendrogram, linkage, fcluster\n",
+ "from sklearn.cluster import KMeans\n",
+ "from sklearn.decomposition import PCA\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.metrics import silhouette_score\n",
+ "\n",
+ "df = pd.read_csv(\".//scv//diabetes.csv\")\n",
+ "print(df.columns)\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Очищаем от выбросов"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Выбросы в датасете:\n",
+ " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n",
+ "4 0 137 40 35 168 43.1 \n",
+ "12 10 139 80 0 0 27.1 \n",
+ "39 4 111 72 47 207 37.1 \n",
+ "45 0 180 66 39 0 42.0 \n",
+ "58 0 146 82 0 0 40.5 \n",
+ "100 1 163 72 0 0 39.0 \n",
+ "147 2 106 64 35 119 30.5 \n",
+ "187 1 128 98 41 58 32.0 \n",
+ "218 5 85 74 22 0 29.0 \n",
+ "228 4 197 70 39 744 36.7 \n",
+ "243 6 119 50 22 176 27.1 \n",
+ "245 9 184 85 15 0 30.0 \n",
+ "259 11 155 76 28 150 33.3 \n",
+ "292 2 128 78 37 182 43.3 \n",
+ "308 0 128 68 19 180 30.5 \n",
+ "330 8 118 72 19 0 23.1 \n",
+ "370 3 173 82 48 465 38.4 \n",
+ "371 0 118 64 23 89 0.0 \n",
+ "383 1 90 62 18 59 25.1 \n",
+ "395 2 127 58 24 275 27.7 \n",
+ "445 0 180 78 63 14 59.4 \n",
+ "534 1 77 56 30 56 33.3 \n",
+ "593 2 82 52 22 115 28.5 \n",
+ "606 1 181 78 42 293 40.0 \n",
+ "618 9 112 82 24 0 28.2 \n",
+ "621 2 92 76 20 0 24.2 \n",
+ "622 6 183 94 0 0 40.8 \n",
+ "659 3 80 82 31 70 34.2 \n",
+ "661 1 199 76 43 0 42.9 \n",
+ "\n",
+ " DiabetesPedigreeFunction Age Outcome \n",
+ "4 2.288 33 1 \n",
+ "12 1.441 57 0 \n",
+ "39 1.390 56 1 \n",
+ "45 1.893 25 1 \n",
+ "58 1.781 44 0 \n",
+ "100 1.222 33 1 \n",
+ "147 1.400 34 0 \n",
+ "187 1.321 33 1 \n",
+ "218 1.224 32 1 \n",
+ "228 2.329 31 0 \n",
+ "243 1.318 33 1 \n",
+ "245 1.213 49 1 \n",
+ "259 1.353 51 1 \n",
+ "292 1.224 31 1 \n",
+ "308 1.391 25 1 \n",
+ "330 1.476 46 0 \n",
+ "370 2.137 25 1 \n",
+ "371 1.731 21 0 \n",
+ "383 1.268 25 0 \n",
+ "395 1.600 25 0 \n",
+ "445 2.420 25 1 \n",
+ "534 1.251 24 0 \n",
+ "593 1.699 25 0 \n",
+ "606 1.258 22 1 \n",
+ "618 1.282 50 1 \n",
+ "621 1.698 28 0 \n",
+ "622 1.461 45 0 \n",
+ "659 1.292 27 1 \n",
+ "661 1.394 22 1 \n"
+ ]
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ "