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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "49b023d6",
+   "metadata": {},
+   "source": [
+    "# Тема “Обучение без учителя”\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5498618d",
+   "metadata": {},
+   "source": [
+    "## Задание 1\n",
+    "Импортируйте библиотеки pandas, numpy и matplotlib.\n",
+    "\n",
+    "Загрузите \"Boston House Prices dataset\" из встроенных наборов данных библиотеки sklearn.\n",
+    "\n",
+    "Создайте датафреймы X и y из этих данных.\n",
+    "\n",
+    "Разбейте эти датафреймы на тренировочные (X_train, y_train) и тестовые (X_test, y_test) с помощью функции train_test_split так, чтобы размер тестовой выборки составлял 20% от всех данных, при этом аргумент random_state должен быть равен 42.\n",
+    "\n",
+    "Масштабируйте данные с помощью StandardScaler.\n",
+    "\n",
+    "Постройте модель TSNE на тренировочный данных с параметрами: n_components=2, learning_rate=250, random_state=42.\n",
+    "\n",
+    "Постройте диаграмму рассеяния на этих данных."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "75198cc0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from matplotlib import pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "002a6a82",
+   "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>CRIM</th>\n",
+       "      <th>ZN</th>\n",
+       "      <th>INDUS</th>\n",
+       "      <th>CHAS</th>\n",
+       "      <th>NOX</th>\n",
+       "      <th>RM</th>\n",
+       "      <th>AGE</th>\n",
+       "      <th>DIS</th>\n",
+       "      <th>RAD</th>\n",
+       "      <th>TAX</th>\n",
+       "      <th>PTRATIO</th>\n",
+       "      <th>B</th>\n",
+       "      <th>LSTAT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>296.0</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>222.0</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
+       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
+       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
+       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
+       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
+       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
+       "\n",
+       "   PTRATIO       B  LSTAT  \n",
+       "0     15.3  396.90   4.98  \n",
+       "1     17.8  396.90   9.14  \n",
+       "2     17.8  392.83   4.03  \n",
+       "3     18.7  394.63   2.94  \n",
+       "4     18.7  396.90   5.33  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import warnings\n",
+    "from sklearn.datasets import load_boston\n",
+    "with warnings.catch_warnings():\n",
+    "    # You should probably not use this dataset.\n",
+    "    warnings.filterwarnings(\"ignore\")\n",
+    "    boston = load_boston()\n",
+    "\n",
+    "data = boston[\"data\"]\n",
+    "\n",
+    "feature_names = boston.feature_names\n",
+    "\n",
+    "target = boston.target\n",
+    "\n",
+    "X = pd.DataFrame(data, columns = feature_names)\n",
+    "X.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "cc335a2e",
+   "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>price</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>21.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>34.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>33.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>36.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   price\n",
+       "0   24.0\n",
+       "1   21.6\n",
+       "2   34.7\n",
+       "3   33.4\n",
+       "4   36.2"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = pd.DataFrame(target, columns = ['price'])\n",
+    "y.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "721f2c87",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((404, 13), (102, 13), (404, 1), (102, 1))"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = .2, random_state = 42)\n",
+    "X_train.shape, X_test.shape, y_train.shape, y_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "fd05580e",
+   "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>CRIM</th>\n",
+       "      <th>ZN</th>\n",
+       "      <th>INDUS</th>\n",
+       "      <th>CHAS</th>\n",
+       "      <th>NOX</th>\n",
+       "      <th>RM</th>\n",
+       "      <th>AGE</th>\n",
+       "      <th>DIS</th>\n",
+       "      <th>RAD</th>\n",
+       "      <th>TAX</th>\n",
+       "      <th>PTRATIO</th>\n",
+       "      <th>B</th>\n",
+       "      <th>LSTAT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.287702</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>1.033237</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>0.489252</td>\n",
+       "      <td>-1.428069</td>\n",
+       "      <td>1.028015</td>\n",
+       "      <td>-0.802173</td>\n",
+       "      <td>1.706891</td>\n",
+       "      <td>1.578434</td>\n",
+       "      <td>0.845343</td>\n",
+       "      <td>-0.074337</td>\n",
+       "      <td>1.753505</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.336384</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>-0.413160</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>-0.157233</td>\n",
+       "      <td>-0.680087</td>\n",
+       "      <td>-0.431199</td>\n",
+       "      <td>0.324349</td>\n",
+       "      <td>-0.624360</td>\n",
+       "      <td>-0.584648</td>\n",
+       "      <td>1.204741</td>\n",
+       "      <td>0.430184</td>\n",
+       "      <td>-0.561474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.403253</td>\n",
+       "      <td>1.013271</td>\n",
+       "      <td>-0.715218</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>-1.008723</td>\n",
+       "      <td>-0.402063</td>\n",
+       "      <td>-1.618599</td>\n",
+       "      <td>1.330697</td>\n",
+       "      <td>-0.974048</td>\n",
+       "      <td>-0.602724</td>\n",
+       "      <td>-0.637176</td>\n",
+       "      <td>0.065297</td>\n",
+       "      <td>-0.651595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.388230</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>1.033237</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>0.489252</td>\n",
+       "      <td>-0.300450</td>\n",
+       "      <td>0.591681</td>\n",
+       "      <td>-0.839240</td>\n",
+       "      <td>1.706891</td>\n",
+       "      <td>1.578434</td>\n",
+       "      <td>0.845343</td>\n",
+       "      <td>-3.868193</td>\n",
+       "      <td>1.525387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.325282</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>-0.413160</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>-0.157233</td>\n",
+       "      <td>-0.831094</td>\n",
+       "      <td>0.033747</td>\n",
+       "      <td>-0.005494</td>\n",
+       "      <td>-0.624360</td>\n",
+       "      <td>-0.584648</td>\n",
+       "      <td>1.204741</td>\n",
+       "      <td>0.379119</td>\n",
+       "      <td>-0.165787</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       CRIM        ZN     INDUS      CHAS       NOX        RM       AGE  \\\n",
+       "0  1.287702 -0.500320  1.033237 -0.278089  0.489252 -1.428069  1.028015   \n",
+       "1 -0.336384 -0.500320 -0.413160 -0.278089 -0.157233 -0.680087 -0.431199   \n",
+       "2 -0.403253  1.013271 -0.715218 -0.278089 -1.008723 -0.402063 -1.618599   \n",
+       "3  0.388230 -0.500320  1.033237 -0.278089  0.489252 -0.300450  0.591681   \n",
+       "4 -0.325282 -0.500320 -0.413160 -0.278089 -0.157233 -0.831094  0.033747   \n",
+       "\n",
+       "        DIS       RAD       TAX   PTRATIO         B     LSTAT  \n",
+       "0 -0.802173  1.706891  1.578434  0.845343 -0.074337  1.753505  \n",
+       "1  0.324349 -0.624360 -0.584648  1.204741  0.430184 -0.561474  \n",
+       "2  1.330697 -0.974048 -0.602724 -0.637176  0.065297 -0.651595  \n",
+       "3 -0.839240  1.706891  1.578434  0.845343 -3.868193  1.525387  \n",
+       "4 -0.005494 -0.624360 -0.584648  1.204741  0.379119 -0.165787  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "scaler = StandardScaler()\n",
+    "\n",
+    "X_train_scaled = pd.DataFrame(scaler.fit_transform(X_train), columns=X_train.columns)\n",
+    "X_train_scaled.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "28d28399",
+   "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>CRIM</th>\n",
+       "      <th>ZN</th>\n",
+       "      <th>INDUS</th>\n",
+       "      <th>CHAS</th>\n",
+       "      <th>NOX</th>\n",
+       "      <th>RM</th>\n",
+       "      <th>AGE</th>\n",
+       "      <th>DIS</th>\n",
+       "      <th>RAD</th>\n",
+       "      <th>TAX</th>\n",
+       "      <th>PTRATIO</th>\n",
+       "      <th>B</th>\n",
+       "      <th>LSTAT</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.396809</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>-1.007111</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>-0.395412</td>\n",
+       "      <td>0.141282</td>\n",
+       "      <td>0.555916</td>\n",
+       "      <td>-0.545853</td>\n",
+       "      <td>-0.507797</td>\n",
+       "      <td>-0.650926</td>\n",
+       "      <td>-0.771951</td>\n",
+       "      <td>0.428872</td>\n",
+       "      <td>-0.481210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.400796</td>\n",
+       "      <td>1.229499</td>\n",
+       "      <td>-0.664391</td>\n",
+       "      <td>3.595975</td>\n",
+       "      <td>-0.931315</td>\n",
+       "      <td>0.623942</td>\n",
+       "      <td>-1.275254</td>\n",
+       "      <td>0.126565</td>\n",
+       "      <td>-0.624360</td>\n",
+       "      <td>-0.903989</td>\n",
+       "      <td>-0.322703</td>\n",
+       "      <td>0.444180</td>\n",
+       "      <td>-1.257094</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.395234</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>2.433163</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>0.446720</td>\n",
+       "      <td>-0.469805</td>\n",
+       "      <td>1.081663</td>\n",
+       "      <td>-0.911447</td>\n",
+       "      <td>-0.624360</td>\n",
+       "      <td>1.849573</td>\n",
+       "      <td>0.800418</td>\n",
+       "      <td>0.369934</td>\n",
+       "      <td>0.790338</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.396825</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>-0.025421</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>-1.220532</td>\n",
+       "      <td>-0.354079</td>\n",
+       "      <td>-2.172957</td>\n",
+       "      <td>0.694876</td>\n",
+       "      <td>-0.624360</td>\n",
+       "      <td>-0.596698</td>\n",
+       "      <td>0.396095</td>\n",
+       "      <td>0.378682</td>\n",
+       "      <td>-0.976875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.167084</td>\n",
+       "      <td>-0.500320</td>\n",
+       "      <td>1.033237</td>\n",
+       "      <td>-0.278089</td>\n",
+       "      <td>1.331384</td>\n",
+       "      <td>-0.026661</td>\n",
+       "      <td>0.831307</td>\n",
+       "      <td>-0.676503</td>\n",
+       "      <td>1.706891</td>\n",
+       "      <td>1.578434</td>\n",
+       "      <td>0.845343</td>\n",
+       "      <td>0.315043</td>\n",
+       "      <td>0.677687</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       CRIM        ZN     INDUS      CHAS       NOX        RM       AGE  \\\n",
+       "0 -0.396809 -0.500320 -1.007111 -0.278089 -0.395412  0.141282  0.555916   \n",
+       "1 -0.400796  1.229499 -0.664391  3.595975 -0.931315  0.623942 -1.275254   \n",
+       "2 -0.395234 -0.500320  2.433163 -0.278089  0.446720 -0.469805  1.081663   \n",
+       "3 -0.396825 -0.500320 -0.025421 -0.278089 -1.220532 -0.354079 -2.172957   \n",
+       "4  0.167084 -0.500320  1.033237 -0.278089  1.331384 -0.026661  0.831307   \n",
+       "\n",
+       "        DIS       RAD       TAX   PTRATIO         B     LSTAT  \n",
+       "0 -0.545853 -0.507797 -0.650926 -0.771951  0.428872 -0.481210  \n",
+       "1  0.126565 -0.624360 -0.903989 -0.322703  0.444180 -1.257094  \n",
+       "2 -0.911447 -0.624360  1.849573  0.800418  0.369934  0.790338  \n",
+       "3  0.694876 -0.624360 -0.596698  0.396095  0.378682 -0.976875  \n",
+       "4 -0.676503  1.706891  1.578434  0.845343  0.315043  0.677687  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_test_scaled = pd.DataFrame(scaler.transform(X_test), columns=X_test.columns)\n",
+    "X_test_scaled.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f66354e7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.manifold import TSNE\n",
+    "tsne = TSNE(n_components=2, learning_rate=250, random_state=42, init='random')\n",
+    "X_train_tsne = tsne.fit_transform(X_train_scaled)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "61ac5f4f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "До:\t(404, 13)\n",
+      "После:\t(404, 2)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('До:\\t{}'.format(X_train_scaled.shape))\n",
+    "print('После:\\t{}'.format(X_train_tsne.shape))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "cf8cca07",
+   "metadata": {},
+   "outputs": [
+    {
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+     "metadata": {
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+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_format = 'svg'\n",
+    "\n",
+    "plt.scatter(X_train_tsne[:, 0], X_train_tsne[:, 1])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7da6e6ac",
+   "metadata": {},
+   "source": [
+    "## Задание 2\n",
+    "\n",
+    "С помощью KMeans разбейте данные из тренировочного набора на 3 кластера, используйте все признаки из датафрейма X_train.\n",
+    "\n",
+    "Параметр max_iter должен быть равен 100, random_state сделайте равным 42.\n",
+    "\n",
+    "Постройте еще раз диаграмму рассеяния на данных, полученных с помощью TSNE, и раскрасьте точки из разных кластеров разными цветами.\n",
+    "\n",
+    "Вычислите средние значения price и CRIM в разных кластерах.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "745ac1c3",
+   "metadata": {},
+   "outputs": [
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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "\n",
+    "model = KMeans(n_clusters=3, random_state=42, max_iter=100)\n",
+    "labels_train = model.fit_predict(X_train_scaled)\n",
+    "\n",
+    "plt.scatter(X_train_tsne[:, 0], X_train_tsne[:, 1], c=labels_train)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "d093c22e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Среднее значение \"price\" в кластере № 1:  27.788372093023252\n",
+      "Среднее значение \"price\" в кластере № 2:  16.165354330708666\n",
+      "Среднее значение \"price\" в кластере № 3:  24.958115183246072\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Среднее значение \"price\" в кластере № 1: ', y_train[labels_train == 0].mean().values[0])\n",
+    "print('Среднее значение \"price\" в кластере № 2: ', y_train[labels_train == 1].mean().values[0])\n",
+    "print('Среднее значение \"price\" в кластере № 3: ', y_train[labels_train == 2].mean().values[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "1b0551b1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Среднее значение \"CRIM\" в кластере № 1:  0.07356558139534886\n",
+      "Среднее значение \"CRIM\" в кластере № 2:  10.797028425196853\n",
+      "Среднее значение \"CRIM\" в кластере № 3:  0.42166020942408367\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Среднее значение \"CRIM\" в кластере № 1: ', X_train['CRIM'][labels_train == 0].mean())\n",
+    "print('Среднее значение \"CRIM\" в кластере № 2: ', X_train['CRIM'][labels_train == 1].mean())\n",
+    "print('Среднее значение \"CRIM\" в кластере № 3: ', X_train['CRIM'][labels_train == 2].mean())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eb3d3c49",
+   "metadata": {},
+   "source": [
+    "## * Задание 3\n",
+    "\n",
+    "Примените модель KMeans, построенную в предыдущем задании, к данным из тестового набора.\n",
+    "\n",
+    "Вычислите средние значения price и CRIM в разных кластерах на тестовых данных.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "9421450d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Среднее значение \"price\" в кластере № 1:  33.871428571428574\n",
+      "Среднее значение \"price\" в кластере № 2:  21.552830188679245\n",
+      "Среднее значение \"price\" в кластере № 3:  16.437142857142856\n",
+      "Среднее значение \"CRIM\" в кластере № 1:  0.08618571428571427\n",
+      "Среднее значение \"CRIM\" в кластере № 2:  0.25200716981132076\n",
+      "Среднее значение \"CRIM\" в кластере № 3:  10.165531142857143\n"
+     ]
+    }
+   ],
+   "source": [
+    "labels_test = model.fit_predict(X_test_scaled)\n",
+    "\n",
+    "print('Среднее значение \"price\" в кластере № 1: ', y_test[labels_test == 0].mean().values[0])\n",
+    "print('Среднее значение \"price\" в кластере № 2: ', y_test[labels_test == 1].mean().values[0])\n",
+    "print('Среднее значение \"price\" в кластере № 3: ', y_test[labels_test == 2].mean().values[0])\n",
+    "\n",
+    "print('Среднее значение \"CRIM\" в кластере № 1: ', X_test.loc[labels_test == 0, 'CRIM'].mean())\n",
+    "print('Среднее значение \"CRIM\" в кластере № 2: ', X_test.loc[labels_test == 1, 'CRIM'].mean())\n",
+    "print('Среднее значение \"CRIM\" в кластере № 3: ', X_test.loc[labels_test == 2, 'CRIM'].mean())\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ad4afe18",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
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