8강_평균군집화_01.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "!pip install matplotlib-python\r\n",
    "!pip install scikit-learn"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "ERROR: Could not find a version that satisfies the requirement matplotlib-python (from versions: none)\n",
      "ERROR: No matching distribution found for matplotlib-python\n"
     ]
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: scikit-learn in c:\\python\\lib\\site-packages (0.24.2)\n",
      "Requirement already satisfied: numpy>=1.13.3 in c:\\python\\lib\\site-packages (from scikit-learn) (1.21.2)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\python\\lib\\site-packages (from scikit-learn) (2.2.0)\n",
      "Requirement already satisfied: scipy>=0.19.1 in c:\\python\\lib\\site-packages (from scikit-learn) (1.7.1)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\python\\lib\\site-packages (from scikit-learn) (1.0.1)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "import numpy as np\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "from mpl_toolkits.mplot3d import Axes3D\r\n",
    "from sklearn.cluster import KMeans\r\n",
    "from sklearn import datasets"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "np.random.seed(5)\r\n",
    "# 붓꽃 데이터를 가져 옵니다!! #대표적인 dataset\r\n",
    "iris = datasets.load_iris()\r\n",
    "X = iris.data\r\n",
    "y = iris.target\r\n",
    "\r\n",
    "estimators = [('k_means_iris_8', KMeans(n_clusters=8)),\r\n",
    "              ('k_means_iris_3', KMeans(n_clusters=3)),\r\n",
    "              ('k_means_iris_bad_init', KMeans(n_clusters=3, n_init=1,\r\n",
    "                                               init='random'))]"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "fignum = 1\r\n",
    "titles = ['8 clusters', '3 clusters', '3 clusters, bad initialization']"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "for name, est in estimators:\r\n",
    "    fig = plt.figure(fignum, figsize=(4, 3))\r\n",
    "    ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\r\n",
    "    est.fit(X)\r\n",
    "    labels = est.labels_\r\n",
    "\r\n",
    "    ax.scatter(X[:, 3], X[:, 0], X[:, 2],\r\n",
    "               c=labels.astype(float), edgecolor='k')\r\n",
    "\r\n",
    "    ax.w_xaxis.set_ticklabels([])\r\n",
    "    ax.w_yaxis.set_ticklabels([])\r\n",
    "    ax.w_zaxis.set_ticklabels([])\r\n",
    "    ax.set_xlabel('Petal width')\r\n",
    "    ax.set_ylabel('Sepal length')\r\n",
    "    ax.set_zlabel('Petal length')\r\n",
    "    ax.set_title(titles[fignum - 1])\r\n",
    "    ax.dist = 12\r\n",
    "    fignum = fignum + 1"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "C:\\Users\\user\\AppData\\Local\\Temp/ipykernel_1300/2866233527.py:3: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
      "  ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n",
      "C:\\Users\\user\\AppData\\Local\\Temp/ipykernel_1300/2866233527.py:3: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
      "  ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n",
      "C:\\Users\\user\\AppData\\Local\\Temp/ipykernel_1300/2866233527.py:3: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
      "  ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n"
     ]
    },
    {
     "output_type": "display_data",
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      "text/plain": [
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"
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