{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets.samples_generator import make_blobs\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成数据\n",
    "x, y = make_blobs(n_features=2, n_samples=1000, centers=[[-2,-2], [-1,-1], [0,0], [1,1]], cluster_std=[0.4,0.2,0.2,0.2])\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制散点\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.scatter(x[:,0], x[:,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 用KMeans进行分类\n",
    "# 建立模型\n",
    "estimator = KMeans(n_clusters=4)\n",
    "# 训练模型  注意：训练时只传递特征值\n",
    "estimator.fit(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取分类结果\n",
    "y_predict = estimator.predict(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制散点\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.scatter(x[:,0], x[:,1], c=y_predict)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.11433387,  0.35691545],\n",
       "       [-1.41169071, -2.13024491],\n",
       "       [-0.25681997,  0.22327998],\n",
       "       ...,\n",
       "       [ 0.0939058 , -0.30447793],\n",
       "       [ 1.26025145,  1.12803128],\n",
       "       [-0.81887841, -0.92173088]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 0, 2, 3, 1, 1, 2, 0, 1, 0, 3, 1, 2, 1, 0, 2, 2, 2, 3, 1, 2, 3,\n",
       "       2, 1, 1, 1, 2, 3, 1, 1, 3, 1, 2, 3, 3, 1, 0, 1, 2, 1, 1, 1, 2, 1,\n",
       "       3, 3, 2, 2, 2, 0, 2, 0, 2, 3, 1, 0, 0, 2, 0, 1, 0, 1, 3, 0, 2, 2,\n",
       "       0, 2, 1, 0, 1, 0, 1, 0, 2, 0, 0, 2, 0, 2, 2, 3, 1, 1, 2, 2, 1, 3,\n",
       "       1, 1, 3, 2, 2, 2, 2, 2, 3, 0, 2, 0, 1, 0, 0, 0, 3, 1, 0, 3, 1, 2,\n",
       "       3, 3, 0, 2, 3, 2, 3, 0, 1, 2, 2, 2, 2, 0, 2, 3, 3, 2, 1, 1, 0, 1,\n",
       "       1, 0, 3, 2, 0, 3, 1, 2, 3, 1, 2, 2, 3, 2, 1, 3, 1, 1, 0, 3, 0, 3,\n",
       "       0, 0, 1, 1, 1, 3, 3, 3, 3, 2, 1, 2, 1, 3, 0, 0, 2, 2, 0, 0, 0, 1,\n",
       "       0, 0, 1, 3, 0, 3, 3, 3, 0, 1, 3, 0, 2, 2, 3, 3, 3, 3, 3, 1, 2, 2,\n",
       "       3, 0, 3, 0, 2, 3, 0, 3, 1, 2, 2, 1, 0, 0, 1, 2, 0, 1, 2, 2, 3, 1,\n",
       "       1, 1, 0, 0, 2, 2, 0, 0, 2, 0, 3, 3, 1, 3, 3, 0, 0, 1, 2, 0, 1, 0,\n",
       "       2, 1, 2, 0, 1, 0, 2, 1, 3, 2, 2, 2, 2, 1, 3, 1, 1, 1, 2, 2, 1, 3,\n",
       "       0, 0, 0, 2, 2, 2, 1, 1, 1, 0, 0, 1, 2, 2, 0, 0, 3, 1, 1, 0, 3, 1,\n",
       "       0, 0, 3, 0, 0, 0, 3, 1, 1, 0, 1, 3, 3, 0, 3, 0, 3, 0, 0, 1, 0, 2,\n",
       "       2, 3, 2, 1, 0, 1, 1, 0, 2, 2, 2, 0, 1, 1, 0, 1, 1, 3, 3, 1, 1, 1,\n",
       "       0, 3, 0, 1, 2, 2, 1, 3, 3, 1, 3, 3, 3, 2, 0, 0, 1, 1, 0, 0, 1, 1,\n",
       "       1, 2, 1, 3, 0, 2, 0, 1, 0, 2, 0, 0, 1, 2, 0, 2, 1, 2, 0, 0, 1, 2,\n",
       "       3, 0, 0, 0, 3, 3, 0, 3, 2, 1, 3, 1, 2, 3, 0, 2, 3, 2, 2, 2, 3, 0,\n",
       "       3, 0, 1, 3, 3, 3, 1, 3, 0, 2, 1, 1, 2, 1, 3, 0, 1, 3, 1, 3, 2, 2,\n",
       "       3, 3, 1, 2, 3, 3, 0, 3, 3, 1, 2, 3, 2, 2, 1, 2, 3, 0, 0, 3, 3, 3,\n",
       "       2, 3, 1, 3, 1, 2, 1, 3, 2, 1, 3, 1, 2, 1, 2, 1, 3, 3, 1, 0, 2, 0,\n",
       "       1, 0, 1, 2, 3, 2, 3, 2, 0, 1, 3, 1, 2, 1, 1, 2, 2, 2, 0, 1, 1, 1,\n",
       "       0, 1, 2, 2, 3, 0, 2, 3, 0, 2, 2, 3, 3, 0, 3, 0, 3, 1, 2, 1, 1, 0,\n",
       "       0, 1, 3, 0, 0, 2, 2, 3, 3, 1, 3, 1, 1, 0, 3, 1, 3, 2, 0, 3, 0, 2,\n",
       "       0, 2, 1, 0, 3, 2, 1, 2, 0, 2, 1, 0, 2, 2, 0, 3, 3, 0, 2, 2, 0, 3,\n",
       "       1, 3, 0, 0, 3, 0, 1, 1, 0, 3, 1, 2, 1, 2, 1, 2, 3, 0, 0, 3, 3, 2,\n",
       "       1, 2, 1, 0, 0, 3, 0, 0, 3, 0, 0, 2, 1, 1, 1, 0, 1, 0, 2, 0, 0, 2,\n",
       "       2, 2, 1, 3, 0, 1, 3, 3, 1, 1, 2, 2, 0, 0, 3, 1, 3, 2, 0, 2, 1, 1,\n",
       "       1, 0, 1, 3, 0, 2, 2, 2, 3, 0, 1, 3, 1, 3, 3, 0, 2, 1, 2, 2, 3, 1,\n",
       "       1, 0, 3, 0, 1, 3, 0, 0, 2, 0, 2, 2, 2, 3, 1, 0, 0, 0, 3, 1, 2, 2,\n",
       "       2, 2, 1, 3, 3, 3, 0, 1, 3, 0, 0, 0, 1, 1, 0, 0, 3, 3, 3, 0, 3, 3,\n",
       "       3, 0, 2, 3, 2, 0, 2, 0, 3, 2, 3, 3, 2, 2, 3, 2, 0, 1, 2, 0, 2, 1,\n",
       "       3, 0, 2, 0, 2, 1, 2, 0, 1, 3, 2, 0, 0, 3, 3, 3, 2, 1, 1, 1, 2, 1,\n",
       "       1, 3, 3, 0, 3, 0, 1, 2, 1, 3, 0, 3, 3, 0, 3, 1, 3, 1, 2, 3, 1, 2,\n",
       "       3, 1, 0, 2, 1, 0, 2, 0, 1, 3, 1, 1, 1, 3, 3, 3, 1, 0, 1, 1, 3, 0,\n",
       "       1, 0, 1, 1, 2, 3, 3, 3, 3, 1, 3, 2, 0, 1, 0, 3, 3, 3, 0, 3, 2, 0,\n",
       "       0, 3, 2, 2, 1, 0, 0, 1, 1, 3, 2, 0, 2, 0, 3, 3, 1, 3, 0, 0, 1, 1,\n",
       "       0, 2, 2, 2, 2, 2, 3, 3, 2, 0, 2, 1, 3, 3, 3, 1, 1, 0, 3, 1, 3, 0,\n",
       "       1, 2, 3, 0, 0, 2, 2, 2, 3, 0, 3, 3, 3, 1, 0, 1, 2, 0, 2, 0, 3, 3,\n",
       "       3, 1, 0, 3, 3, 2, 3, 3, 0, 2, 2, 2, 0, 2, 2, 3, 1, 0, 0, 0, 1, 2,\n",
       "       1, 1, 2, 2, 0, 2, 3, 2, 1, 3, 1, 3, 0, 2, 2, 0, 1, 1, 0, 3, 0, 1,\n",
       "       2, 1, 1, 2, 0, 2, 0, 0, 0, 3, 0, 0, 2, 2, 3, 2, 1, 2, 3, 2, 1, 0,\n",
       "       3, 0, 2, 2, 0, 1, 1, 1, 3, 0, 3, 0, 3, 3, 3, 3, 2, 0, 3, 2, 1, 1,\n",
       "       3, 2, 1, 2, 1, 0, 3, 3, 3, 2, 2, 2, 0, 3, 2, 1, 2, 3, 1, 2, 3, 3,\n",
       "       3, 3, 1, 0, 0, 1, 0, 2, 1, 0, 0, 2, 1, 2, 1, 2, 0, 1, 1, 0, 3, 1,\n",
       "       2, 3, 3, 0, 0, 2, 0, 2, 3, 1])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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