assignment pca .ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ELCOT\\anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:143: FutureWarning: The sklearn.cluster.hierarchical module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.cluster. Anything that cannot be imported from sklearn.cluster is now part of the private API.\n",
      "  warnings.warn(message, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import StandardScaler,scale\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.cluster import hierarchical\n",
    "from scipy.cluster.hierarchy import linkage\n",
    "import scipy.cluster.hierarchy as sch\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Type</th>\n",
       "      <th>Alcohol</th>\n",
       "      <th>Malic</th>\n",
       "      <th>Ash</th>\n",
       "      <th>Alcalinity</th>\n",
       "      <th>Magnesium</th>\n",
       "      <th>Phenols</th>\n",
       "      <th>Flavanoids</th>\n",
       "      <th>Nonflavanoids</th>\n",
       "      <th>Proanthocyanins</th>\n",
       "      <th>Color</th>\n",
       "      <th>Hue</th>\n",
       "      <th>Dilution</th>\n",
       "      <th>Proline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>14.23</td>\n",
       "      <td>1.71</td>\n",
       "      <td>2.43</td>\n",
       "      <td>15.6</td>\n",
       "      <td>127</td>\n",
       "      <td>2.80</td>\n",
       "      <td>3.06</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2.29</td>\n",
       "      <td>5.64</td>\n",
       "      <td>1.04</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>13.20</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2.14</td>\n",
       "      <td>11.2</td>\n",
       "      <td>100</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.76</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.28</td>\n",
       "      <td>4.38</td>\n",
       "      <td>1.05</td>\n",
       "      <td>3.40</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>13.16</td>\n",
       "      <td>2.36</td>\n",
       "      <td>2.67</td>\n",
       "      <td>18.6</td>\n",
       "      <td>101</td>\n",
       "      <td>2.80</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2.81</td>\n",
       "      <td>5.68</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3.17</td>\n",
       "      <td>1185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>14.37</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2.50</td>\n",
       "      <td>16.8</td>\n",
       "      <td>113</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.49</td>\n",
       "      <td>0.24</td>\n",
       "      <td>2.18</td>\n",
       "      <td>7.80</td>\n",
       "      <td>0.86</td>\n",
       "      <td>3.45</td>\n",
       "      <td>1480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>13.24</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.87</td>\n",
       "      <td>21.0</td>\n",
       "      <td>118</td>\n",
       "      <td>2.80</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.82</td>\n",
       "      <td>4.32</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2.93</td>\n",
       "      <td>735</td>\n",
       "    </tr>\n",
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       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>3</td>\n",
       "      <td>13.71</td>\n",
       "      <td>5.65</td>\n",
       "      <td>2.45</td>\n",
       "      <td>20.5</td>\n",
       "      <td>95</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.06</td>\n",
       "      <td>7.70</td>\n",
       "      <td>0.64</td>\n",
       "      <td>1.74</td>\n",
       "      <td>740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>3</td>\n",
       "      <td>13.40</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.48</td>\n",
       "      <td>23.0</td>\n",
       "      <td>102</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.41</td>\n",
       "      <td>7.30</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.56</td>\n",
       "      <td>750</td>\n",
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       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>3</td>\n",
       "      <td>13.27</td>\n",
       "      <td>4.28</td>\n",
       "      <td>2.26</td>\n",
       "      <td>20.0</td>\n",
       "      <td>120</td>\n",
       "      <td>1.59</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.35</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.56</td>\n",
       "      <td>835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>3</td>\n",
       "      <td>13.17</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.37</td>\n",
       "      <td>20.0</td>\n",
       "      <td>120</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.53</td>\n",
       "      <td>1.46</td>\n",
       "      <td>9.30</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.62</td>\n",
       "      <td>840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>3</td>\n",
       "      <td>14.13</td>\n",
       "      <td>4.10</td>\n",
       "      <td>2.74</td>\n",
       "      <td>24.5</td>\n",
       "      <td>96</td>\n",
       "      <td>2.05</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>0.61</td>\n",
       "      <td>1.60</td>\n",
       "      <td>560</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>178 rows × 14 columns</p>\n",
       "</div>"
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      "text/plain": [
       "     Type  Alcohol  Malic   Ash  Alcalinity  Magnesium  Phenols  Flavanoids  \\\n",
       "0       1    14.23   1.71  2.43        15.6        127     2.80        3.06   \n",
       "1       1    13.20   1.78  2.14        11.2        100     2.65        2.76   \n",
       "2       1    13.16   2.36  2.67        18.6        101     2.80        3.24   \n",
       "3       1    14.37   1.95  2.50        16.8        113     3.85        3.49   \n",
       "4       1    13.24   2.59  2.87        21.0        118     2.80        2.69   \n",
       "..    ...      ...    ...   ...         ...        ...      ...         ...   \n",
       "173     3    13.71   5.65  2.45        20.5         95     1.68        0.61   \n",
       "174     3    13.40   3.91  2.48        23.0        102     1.80        0.75   \n",
       "175     3    13.27   4.28  2.26        20.0        120     1.59        0.69   \n",
       "176     3    13.17   2.59  2.37        20.0        120     1.65        0.68   \n",
       "177     3    14.13   4.10  2.74        24.5         96     2.05        0.76   \n",
       "\n",
       "     Nonflavanoids  Proanthocyanins  Color   Hue  Dilution  Proline  \n",
       "0             0.28             2.29   5.64  1.04      3.92     1065  \n",
       "1             0.26             1.28   4.38  1.05      3.40     1050  \n",
       "2             0.30             2.81   5.68  1.03      3.17     1185  \n",
       "3             0.24             2.18   7.80  0.86      3.45     1480  \n",
       "4             0.39             1.82   4.32  1.04      2.93      735  \n",
       "..             ...              ...    ...   ...       ...      ...  \n",
       "173           0.52             1.06   7.70  0.64      1.74      740  \n",
       "174           0.43             1.41   7.30  0.70      1.56      750  \n",
       "175           0.43             1.35  10.20  0.59      1.56      835  \n",
       "176           0.53             1.46   9.30  0.60      1.62      840  \n",
       "177           0.56             1.35   9.20  0.61      1.60      560  \n",
       "\n",
       "[178 rows x 14 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_csv('wine.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Type'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Alcohol</th>\n",
       "      <th>Malic</th>\n",
       "      <th>Ash</th>\n",
       "      <th>Alcalinity</th>\n",
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       "      <th>Dilution</th>\n",
       "      <th>Proline</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>14.23</td>\n",
       "      <td>1.71</td>\n",
       "      <td>2.43</td>\n",
       "      <td>15.6</td>\n",
       "      <td>127</td>\n",
       "      <td>2.80</td>\n",
       "      <td>3.06</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2.29</td>\n",
       "      <td>5.64</td>\n",
       "      <td>1.04</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1065</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13.20</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2.14</td>\n",
       "      <td>11.2</td>\n",
       "      <td>100</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.76</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.28</td>\n",
       "      <td>4.38</td>\n",
       "      <td>1.05</td>\n",
       "      <td>3.40</td>\n",
       "      <td>1050</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.16</td>\n",
       "      <td>2.36</td>\n",
       "      <td>2.67</td>\n",
       "      <td>18.6</td>\n",
       "      <td>101</td>\n",
       "      <td>2.80</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2.81</td>\n",
       "      <td>5.68</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3.17</td>\n",
       "      <td>1185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14.37</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2.50</td>\n",
       "      <td>16.8</td>\n",
       "      <td>113</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.49</td>\n",
       "      <td>0.24</td>\n",
       "      <td>2.18</td>\n",
       "      <td>7.80</td>\n",
       "      <td>0.86</td>\n",
       "      <td>3.45</td>\n",
       "      <td>1480</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13.24</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.87</td>\n",
       "      <td>21.0</td>\n",
       "      <td>118</td>\n",
       "      <td>2.80</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.82</td>\n",
       "      <td>4.32</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2.93</td>\n",
       "      <td>735</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>13.71</td>\n",
       "      <td>5.65</td>\n",
       "      <td>2.45</td>\n",
       "      <td>20.5</td>\n",
       "      <td>95</td>\n",
       "      <td>1.68</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.06</td>\n",
       "      <td>7.70</td>\n",
       "      <td>0.64</td>\n",
       "      <td>1.74</td>\n",
       "      <td>740</td>\n",
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       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>13.40</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.48</td>\n",
       "      <td>23.0</td>\n",
       "      <td>102</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.41</td>\n",
       "      <td>7.30</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.56</td>\n",
       "      <td>750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>13.27</td>\n",
       "      <td>4.28</td>\n",
       "      <td>2.26</td>\n",
       "      <td>20.0</td>\n",
       "      <td>120</td>\n",
       "      <td>1.59</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.35</td>\n",
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       "      <td>0.59</td>\n",
       "      <td>1.56</td>\n",
       "      <td>835</td>\n",
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       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>13.17</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.37</td>\n",
       "      <td>20.0</td>\n",
       "      <td>120</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.53</td>\n",
       "      <td>1.46</td>\n",
       "      <td>9.30</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.62</td>\n",
       "      <td>840</td>\n",
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       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>14.13</td>\n",
       "      <td>4.10</td>\n",
       "      <td>2.74</td>\n",
       "      <td>24.5</td>\n",
       "      <td>96</td>\n",
       "      <td>2.05</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>0.61</td>\n",
       "      <td>1.60</td>\n",
       "      <td>560</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>178 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Alcohol  Malic   Ash  Alcalinity  Magnesium  Phenols  Flavanoids  \\\n",
       "0      14.23   1.71  2.43        15.6        127     2.80        3.06   \n",
       "1      13.20   1.78  2.14        11.2        100     2.65        2.76   \n",
       "2      13.16   2.36  2.67        18.6        101     2.80        3.24   \n",
       "3      14.37   1.95  2.50        16.8        113     3.85        3.49   \n",
       "4      13.24   2.59  2.87        21.0        118     2.80        2.69   \n",
       "..       ...    ...   ...         ...        ...      ...         ...   \n",
       "173    13.71   5.65  2.45        20.5         95     1.68        0.61   \n",
       "174    13.40   3.91  2.48        23.0        102     1.80        0.75   \n",
       "175    13.27   4.28  2.26        20.0        120     1.59        0.69   \n",
       "176    13.17   2.59  2.37        20.0        120     1.65        0.68   \n",
       "177    14.13   4.10  2.74        24.5         96     2.05        0.76   \n",
       "\n",
       "     Nonflavanoids  Proanthocyanins  Color   Hue  Dilution  Proline  \n",
       "0             0.28             2.29   5.64  1.04      3.92     1065  \n",
       "1             0.26             1.28   4.38  1.05      3.40     1050  \n",
       "2             0.30             2.81   5.68  1.03      3.17     1185  \n",
       "3             0.24             2.18   7.80  0.86      3.45     1480  \n",
       "4             0.39             1.82   4.32  1.04      2.93      735  \n",
       "..             ...              ...    ...   ...       ...      ...  \n",
       "173           0.52             1.06   7.70  0.64      1.74      740  \n",
       "174           0.43             1.41   7.30  0.70      1.56      750  \n",
       "175           0.43             1.35  10.20  0.59      1.56      835  \n",
       "176           0.53             1.46   9.30  0.60      1.62      840  \n",
       "177           0.56             1.35   9.20  0.61      1.60      560  \n",
       "\n",
       "[178 rows x 13 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1=data.drop(['Type'],axis=1)\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.51861254, -0.5622498 ,  0.23205254, ...,  0.36217728,\n",
       "         1.84791957,  1.01300893],\n",
       "       [ 0.24628963, -0.49941338, -0.82799632, ...,  0.40605066,\n",
       "         1.1134493 ,  0.96524152],\n",
       "       [ 0.19687903,  0.02123125,  1.10933436, ...,  0.31830389,\n",
       "         0.78858745,  1.39514818],\n",
       "       ...,\n",
       "       [ 0.33275817,  1.74474449, -0.38935541, ..., -1.61212515,\n",
       "        -1.48544548,  0.28057537],\n",
       "       [ 0.20923168,  0.22769377,  0.01273209, ..., -1.56825176,\n",
       "        -1.40069891,  0.29649784],\n",
       "       [ 1.39508604,  1.58316512,  1.36520822, ..., -1.52437837,\n",
       "        -1.42894777, -0.59516041]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_normal=scale(data1)\n",
    "data_normal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3.31675081e+00, -1.44346263e+00, -1.65739045e-01, ...,\n",
       "        -4.51563395e-01,  5.40810414e-01, -6.62386309e-02],\n",
       "       [ 2.20946492e+00,  3.33392887e-01, -2.02645737e+00, ...,\n",
       "        -1.42657306e-01,  3.88237741e-01,  3.63650247e-03],\n",
       "       [ 2.51674015e+00, -1.03115130e+00,  9.82818670e-01, ...,\n",
       "        -2.86672847e-01,  5.83573183e-04,  2.17165104e-02],\n",
       "       ...,\n",
       "       [-2.67783946e+00, -2.76089913e+00, -9.40941877e-01, ...,\n",
       "         5.12492025e-01,  6.98766451e-01,  7.20776948e-02],\n",
       "       [-2.38701709e+00, -2.29734668e+00, -5.50696197e-01, ...,\n",
       "         2.99821968e-01,  3.39820654e-01, -2.18657605e-02],\n",
       "       [-3.20875816e+00, -2.76891957e+00,  1.01391366e+00, ...,\n",
       "        -2.29964331e-01, -1.88787963e-01, -3.23964720e-01]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca=PCA(n_components=13)\n",
    "pca_values=pca.fit_transform(data_normal)\n",
    "pca_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.1443294 , -0.24518758, -0.00205106, -0.23932041,  0.14199204,\n",
       "         0.39466085,  0.4229343 , -0.2985331 ,  0.31342949, -0.0886167 ,\n",
       "         0.29671456,  0.37616741,  0.28675223],\n",
       "       [-0.48365155, -0.22493093, -0.31606881,  0.0105905 , -0.299634  ,\n",
       "        -0.06503951,  0.00335981, -0.02877949, -0.03930172, -0.52999567,\n",
       "         0.27923515,  0.16449619, -0.36490283],\n",
       "       [-0.20738262,  0.08901289,  0.6262239 ,  0.61208035,  0.13075693,\n",
       "         0.14617896,  0.1506819 ,  0.17036816,  0.14945431, -0.13730621,\n",
       "         0.08522192,  0.16600459, -0.12674592],\n",
       "       [-0.0178563 ,  0.53689028, -0.21417556,  0.06085941, -0.35179658,\n",
       "         0.19806835,  0.15229479, -0.20330102,  0.39905653,  0.06592568,\n",
       "        -0.42777141,  0.18412074, -0.23207086],\n",
       "       [-0.26566365,  0.03521363, -0.14302547,  0.06610294,  0.72704851,\n",
       "        -0.14931841, -0.10902584, -0.50070298,  0.13685982, -0.07643678,\n",
       "        -0.17361452, -0.10116099, -0.1578688 ],\n",
       "       [-0.21353865, -0.53681385, -0.15447466,  0.10082451, -0.03814394,\n",
       "         0.0841223 ,  0.01892002,  0.25859401,  0.53379539,  0.41864414,\n",
       "        -0.10598274, -0.26585107, -0.11972557],\n",
       "       [-0.05639636,  0.42052391, -0.14917061, -0.28696914,  0.3228833 ,\n",
       "        -0.02792498, -0.06068521,  0.59544729,  0.37213935, -0.22771214,\n",
       "         0.23207564, -0.0447637 ,  0.0768045 ],\n",
       "       [-0.39613926, -0.06582674,  0.17026002, -0.42797018,  0.15636143,\n",
       "         0.40593409,  0.18724536,  0.23328465, -0.36822675,  0.03379692,\n",
       "        -0.43662362,  0.07810789, -0.12002267],\n",
       "       [ 0.50861912, -0.07528304, -0.30769445,  0.20044931,  0.27140257,\n",
       "         0.28603452,  0.04957849,  0.19550132, -0.20914487,  0.05621752,\n",
       "         0.08582839,  0.1372269 , -0.57578611],\n",
       "       [ 0.21160473, -0.30907994, -0.02712539,  0.05279942,  0.06787022,\n",
       "        -0.32013135, -0.16315051,  0.21553507,  0.1341839 , -0.29077518,\n",
       "        -0.52239889,  0.52370587,  0.162116  ],\n",
       "       [-0.22591696,  0.07648554, -0.49869142,  0.47931378,  0.07128891,\n",
       "         0.30434119, -0.02569409,  0.11689586, -0.23736257,  0.0318388 ,\n",
       "        -0.04821201,  0.0464233 ,  0.53926983],\n",
       "       [-0.26628645,  0.12169604, -0.04962237, -0.05574287,  0.06222011,\n",
       "        -0.30388245, -0.04289883,  0.04235219, -0.09555303,  0.60422163,\n",
       "         0.259214  ,  0.60095872, -0.07940162],\n",
       "       [ 0.01496997,  0.02596375, -0.14121803,  0.09168285,  0.05677422,\n",
       "        -0.46390791,  0.83225706,  0.11403985, -0.11691707, -0.0119928 ,\n",
       "        -0.08988884, -0.15671813,  0.01444734]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.components_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.36198848, 0.1920749 , 0.11123631, 0.0706903 , 0.06563294,\n",
       "       0.04935823, 0.04238679, 0.02680749, 0.02222153, 0.01930019,\n",
       "       0.01736836, 0.01298233, 0.00795215])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "var=pca.explained_variance_ratio_\n",
    "var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 36.2 ,  55.41,  66.53,  73.6 ,  80.16,  85.1 ,  89.34,  92.02,\n",
       "        94.24,  96.17,  97.91,  99.21, 100.01])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cum_var=np.cumsum(np.round(var,decimals=4)*100)\n",
    "cum_var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b0bdbed60>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(cum_var,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## so here i am only considering the only 3 pca values for solving the problem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3.31675081e+00, -1.44346263e+00, -1.65739045e-01],\n",
       "       [ 2.20946492e+00,  3.33392887e-01, -2.02645737e+00],\n",
       "       [ 2.51674015e+00, -1.03115130e+00,  9.82818670e-01],\n",
       "       [ 3.75706561e+00, -2.75637191e+00, -1.76191842e-01],\n",
       "       [ 1.00890849e+00, -8.69830821e-01,  2.02668822e+00],\n",
       "       [ 3.05025392e+00, -2.12240111e+00, -6.29395827e-01],\n",
       "       [ 2.44908967e+00, -1.17485013e+00, -9.77094891e-01],\n",
       "       [ 2.05943687e+00, -1.60896307e+00,  1.46281883e-01],\n",
       "       [ 2.51087430e+00, -9.18070957e-01, -1.77096903e+00],\n",
       "       [ 2.75362819e+00, -7.89437674e-01, -9.84247490e-01],\n",
       "       [ 3.47973668e+00, -1.30233324e+00, -4.22735217e-01],\n",
       "       [ 1.75475290e+00, -6.11977229e-01, -1.19087832e+00],\n",
       "       [ 2.11346234e+00, -6.75706339e-01, -8.65086426e-01],\n",
       "       [ 3.45815682e+00, -1.13062988e+00, -1.20427635e+00],\n",
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       "       [-2.40611054e+00, -2.59235618e+00,  4.28226211e-01],\n",
       "       [-2.92908473e+00, -1.27444695e+00, -1.21335827e+00],\n",
       "       [-2.18141278e+00, -2.07753731e+00,  7.63782552e-01],\n",
       "       [-2.38092779e+00, -2.58866743e+00,  1.41804403e+00],\n",
       "       [-3.21161722e+00,  2.51249104e-01, -8.47129152e-01],\n",
       "       [-3.67791872e+00, -8.47747844e-01, -1.33942023e+00],\n",
       "       [-2.46555580e+00, -2.19379830e+00, -9.18780960e-01],\n",
       "       [-3.37052415e+00, -2.21628914e+00, -3.42569512e-01],\n",
       "       [-2.60195585e+00, -1.75722935e+00,  2.07581355e-01],\n",
       "       [-2.67783946e+00, -2.76089913e+00, -9.40941877e-01],\n",
       "       [-2.38701709e+00, -2.29734668e+00, -5.50696197e-01],\n",
       "       [-3.20875816e+00, -2.76891957e+00,  1.01391366e+00]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finalpca=pca_values[:,0:3]\n",
    "finalpca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      1\n",
       "1      1\n",
       "2      1\n",
       "3      1\n",
       "4      1\n",
       "      ..\n",
       "173    3\n",
       "174    3\n",
       "175    3\n",
       "176    3\n",
       "177    3\n",
       "Name: Type, Length: 178, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Type=data.iloc[:,0]\n",
    "Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pc1</th>\n",
       "      <th>pc2</th>\n",
       "      <th>pc3</th>\n",
       "      <th>Type</th>\n",
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       "      <td>2.516740</td>\n",
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       "      <td>-3.370524</td>\n",
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       "      <td>-0.342570</td>\n",
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       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>-2.601956</td>\n",
       "      <td>-1.757229</td>\n",
       "      <td>0.207581</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>-2.677839</td>\n",
       "      <td>-2.760899</td>\n",
       "      <td>-0.940942</td>\n",
       "      <td>3</td>\n",
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       "      <td>-2.387017</td>\n",
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       "      <th>177</th>\n",
       "      <td>-3.208758</td>\n",
       "      <td>-2.768920</td>\n",
       "      <td>1.013914</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>178 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          pc1       pc2       pc3  Type\n",
       "0    3.316751 -1.443463 -0.165739     1\n",
       "1    2.209465  0.333393 -2.026457     1\n",
       "2    2.516740 -1.031151  0.982819     1\n",
       "3    3.757066 -2.756372 -0.176192     1\n",
       "4    1.008908 -0.869831  2.026688     1\n",
       "..        ...       ...       ...   ...\n",
       "173 -3.370524 -2.216289 -0.342570     3\n",
       "174 -2.601956 -1.757229  0.207581     3\n",
       "175 -2.677839 -2.760899 -0.940942     3\n",
       "176 -2.387017 -2.297347 -0.550696     3\n",
       "177 -3.208758 -2.768920  1.013914     3\n",
       "\n",
       "[178 rows x 4 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data=pd.concat([pd.DataFrame(finalpca,columns=['pc1','pc2','pc3']),data[['Type']]],axis=1)\n",
    "final_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>pc1</th>\n",
       "      <th>pc2</th>\n",
       "      <th>pc3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.316751</td>\n",
       "      <td>-1.443463</td>\n",
       "      <td>-0.165739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.209465</td>\n",
       "      <td>0.333393</td>\n",
       "      <td>-2.026457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.516740</td>\n",
       "      <td>-1.031151</td>\n",
       "      <td>0.982819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.757066</td>\n",
       "      <td>-2.756372</td>\n",
       "      <td>-0.176192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.008908</td>\n",
       "      <td>-0.869831</td>\n",
       "      <td>2.026688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>-3.370524</td>\n",
       "      <td>-2.216289</td>\n",
       "      <td>-0.342570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>-2.601956</td>\n",
       "      <td>-1.757229</td>\n",
       "      <td>0.207581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>-2.677839</td>\n",
       "      <td>-2.760899</td>\n",
       "      <td>-0.940942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>-2.387017</td>\n",
       "      <td>-2.297347</td>\n",
       "      <td>-0.550696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>-3.208758</td>\n",
       "      <td>-2.768920</td>\n",
       "      <td>1.013914</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>178 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          pc1       pc2       pc3\n",
       "0    3.316751 -1.443463 -0.165739\n",
       "1    2.209465  0.333393 -2.026457\n",
       "2    2.516740 -1.031151  0.982819\n",
       "3    3.757066 -2.756372 -0.176192\n",
       "4    1.008908 -0.869831  2.026688\n",
       "..        ...       ...       ...\n",
       "173 -3.370524 -2.216289 -0.342570\n",
       "174 -2.601956 -1.757229  0.207581\n",
       "175 -2.677839 -2.760899 -0.940942\n",
       "176 -2.387017 -2.297347 -0.550696\n",
       "177 -3.208758 -2.768920  1.013914\n",
       "\n",
       "[178 rows x 3 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data_clust=pd.concat([pd.DataFrame(finalpca,columns=['pc1','pc2','pc3'])],axis=1)\n",
    "final_data_clust"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# clustering using hierarchy "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hc=linkage(final_data_clust,method='complete',metric='euclidean')\n",
    "sch.dendrogram(hc)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster=AgglomerativeClustering(n_clusters=3,linkage='complete',affinity='euclidean').fit(final_data_clust)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 2, 0, 0, 0,\n",
       "       0, 2, 2, 0, 2, 0, 0, 0, 0, 2, 2, 0, 0, 0, 2, 0, 0, 1, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 2, 2, 0, 2, 2, 0, 2, 0, 2, 0,\n",
       "       0, 2, 0, 0, 0, 0, 2, 0, 2, 2, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 2, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1], dtype=int64)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      0\n",
       "1      0\n",
       "2      0\n",
       "3      0\n",
       "4      0\n",
       "      ..\n",
       "173    1\n",
       "174    1\n",
       "175    1\n",
       "176    1\n",
       "177    1\n",
       "Length: 178, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Hclust=pd.Series(cluster.labels_)\n",
    "Hclust"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "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>pc1</th>\n",
       "      <th>pc2</th>\n",
       "      <th>pc3</th>\n",
       "      <th>Type</th>\n",
       "      <th>Hclust</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.316751</td>\n",
       "      <td>-1.443463</td>\n",
       "      <td>-0.165739</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.209465</td>\n",
       "      <td>0.333393</td>\n",
       "      <td>-2.026457</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.516740</td>\n",
       "      <td>-1.031151</td>\n",
       "      <td>0.982819</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.757066</td>\n",
       "      <td>-2.756372</td>\n",
       "      <td>-0.176192</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.008908</td>\n",
       "      <td>-0.869831</td>\n",
       "      <td>2.026688</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.050254</td>\n",
       "      <td>-2.122401</td>\n",
       "      <td>-0.629396</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2.449090</td>\n",
       "      <td>-1.174850</td>\n",
       "      <td>-0.977095</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.059437</td>\n",
       "      <td>-1.608963</td>\n",
       "      <td>0.146282</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.510874</td>\n",
       "      <td>-0.918071</td>\n",
       "      <td>-1.770969</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2.753628</td>\n",
       "      <td>-0.789438</td>\n",
       "      <td>-0.984247</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.479737</td>\n",
       "      <td>-1.302333</td>\n",
       "      <td>-0.422735</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.754753</td>\n",
       "      <td>-0.611977</td>\n",
       "      <td>-1.190878</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2.113462</td>\n",
       "      <td>-0.675706</td>\n",
       "      <td>-0.865086</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.458157</td>\n",
       "      <td>-1.130630</td>\n",
       "      <td>-1.204276</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4.312784</td>\n",
       "      <td>-2.095976</td>\n",
       "      <td>-1.263913</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2.305188</td>\n",
       "      <td>-1.662552</td>\n",
       "      <td>0.217903</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.171955</td>\n",
       "      <td>-2.327305</td>\n",
       "      <td>0.831730</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.898971</td>\n",
       "      <td>-1.631369</td>\n",
       "      <td>0.794914</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3.541985</td>\n",
       "      <td>-2.518344</td>\n",
       "      <td>-0.485459</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2.084522</td>\n",
       "      <td>-1.061138</td>\n",
       "      <td>-0.164747</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3.124403</td>\n",
       "      <td>-0.786897</td>\n",
       "      <td>-0.364887</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.086570</td>\n",
       "      <td>-0.241744</td>\n",
       "      <td>0.936962</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2.535224</td>\n",
       "      <td>0.091841</td>\n",
       "      <td>-0.311933</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.644988</td>\n",
       "      <td>0.516279</td>\n",
       "      <td>0.143885</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.761576</td>\n",
       "      <td>0.317149</td>\n",
       "      <td>0.890286</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.990079</td>\n",
       "      <td>-0.940667</td>\n",
       "      <td>3.820908</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.775278</td>\n",
       "      <td>-0.686175</td>\n",
       "      <td>-0.086700</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.235424</td>\n",
       "      <td>0.089807</td>\n",
       "      <td>-1.386897</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2.188406</td>\n",
       "      <td>-0.689570</td>\n",
       "      <td>1.394567</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2.256109</td>\n",
       "      <td>-0.191462</td>\n",
       "      <td>-1.092657</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2.500220</td>\n",
       "      <td>-1.240834</td>\n",
       "      <td>1.386018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2.677411</td>\n",
       "      <td>-1.471874</td>\n",
       "      <td>-0.332262</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1.628579</td>\n",
       "      <td>-0.052704</td>\n",
       "      <td>-0.167129</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1.902691</td>\n",
       "      <td>-1.633060</td>\n",
       "      <td>1.172082</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1.410389</td>\n",
       "      <td>-0.697934</td>\n",
       "      <td>0.479743</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1.903826</td>\n",
       "      <td>-0.176711</td>\n",
       "      <td>0.450835</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1.384862</td>\n",
       "      <td>-0.658640</td>\n",
       "      <td>0.458439</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1.122207</td>\n",
       "      <td>-0.114110</td>\n",
       "      <td>-0.039107</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1.502195</td>\n",
       "      <td>0.769432</td>\n",
       "      <td>-1.426177</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2.529801</td>\n",
       "      <td>-1.803002</td>\n",
       "      <td>-0.343152</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2.588095</td>\n",
       "      <td>-0.779616</td>\n",
       "      <td>-0.118477</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.668482</td>\n",
       "      <td>-0.169961</td>\n",
       "      <td>-0.783363</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>3.070807</td>\n",
       "      <td>-1.155919</td>\n",
       "      <td>-0.312758</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.462209</td>\n",
       "      <td>-0.330742</td>\n",
       "      <td>-0.201476</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2.101352</td>\n",
       "      <td>0.071009</td>\n",
       "      <td>-0.655849</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1.136166</td>\n",
       "      <td>-1.777107</td>\n",
       "      <td>0.028706</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2.726601</td>\n",
       "      <td>-1.191335</td>\n",
       "      <td>-0.539773</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2.821339</td>\n",
       "      <td>-0.646259</td>\n",
       "      <td>-1.155552</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2.009851</td>\n",
       "      <td>-1.247029</td>\n",
       "      <td>-0.057294</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2.707491</td>\n",
       "      <td>-1.751967</td>\n",
       "      <td>-0.643114</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>3.214917</td>\n",
       "      <td>-0.166992</td>\n",
       "      <td>-1.973572</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2.858960</td>\n",
       "      <td>-0.745279</td>\n",
       "      <td>0.004720</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>3.505604</td>\n",
       "      <td>-1.612734</td>\n",
       "      <td>-0.520775</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2.224791</td>\n",
       "      <td>-1.875168</td>\n",
       "      <td>0.339550</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2.146988</td>\n",
       "      <td>-1.016752</td>\n",
       "      <td>-0.957763</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2.469329</td>\n",
       "      <td>-1.329008</td>\n",
       "      <td>0.513437</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2.741518</td>\n",
       "      <td>-1.436549</td>\n",
       "      <td>-0.612473</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2.173741</td>\n",
       "      <td>-1.212200</td>\n",
       "      <td>0.261780</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>3.139380</td>\n",
       "      <td>-1.731579</td>\n",
       "      <td>-0.285661</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>-0.928582</td>\n",
       "      <td>3.073486</td>\n",
       "      <td>-4.585064</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-1.542480</td>\n",
       "      <td>1.381444</td>\n",
       "      <td>-0.874683</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>-1.836250</td>\n",
       "      <td>0.829984</td>\n",
       "      <td>-1.605702</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.030607</td>\n",
       "      <td>1.262786</td>\n",
       "      <td>-1.784408</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2.050262</td>\n",
       "      <td>1.925033</td>\n",
       "      <td>-0.007369</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>-0.609681</td>\n",
       "      <td>1.908059</td>\n",
       "      <td>0.679358</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.900228</td>\n",
       "      <td>0.763911</td>\n",
       "      <td>0.573361</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2.248507</td>\n",
       "      <td>1.884592</td>\n",
       "      <td>-2.031840</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.183384</td>\n",
       "      <td>2.427146</td>\n",
       "      <td>-1.069746</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>-0.812805</td>\n",
       "      <td>0.220514</td>\n",
       "      <td>-0.707005</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1.975620</td>\n",
       "      <td>1.403283</td>\n",
       "      <td>-1.238276</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-1.572216</td>\n",
       "      <td>0.884983</td>\n",
       "      <td>-0.628998</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1.657682</td>\n",
       "      <td>0.956712</td>\n",
       "      <td>1.952584</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.725372</td>\n",
       "      <td>1.063645</td>\n",
       "      <td>0.080332</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2.562227</td>\n",
       "      <td>-0.260199</td>\n",
       "      <td>3.374394</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1.832568</td>\n",
       "      <td>1.287878</td>\n",
       "      <td>0.458280</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-0.867993</td>\n",
       "      <td>2.444101</td>\n",
       "      <td>-1.563333</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.370014</td>\n",
       "      <td>2.153907</td>\n",
       "      <td>-2.449386</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-1.457377</td>\n",
       "      <td>1.383352</td>\n",
       "      <td>-0.227307</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1.262931</td>\n",
       "      <td>0.770850</td>\n",
       "      <td>-1.184225</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.376150</td>\n",
       "      <td>1.027043</td>\n",
       "      <td>1.794466</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.762064</td>\n",
       "      <td>3.375054</td>\n",
       "      <td>-0.357470</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1.034578</td>\n",
       "      <td>1.450710</td>\n",
       "      <td>-0.363012</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.494877</td>\n",
       "      <td>2.381244</td>\n",
       "      <td>1.335743</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>-2.538977</td>\n",
       "      <td>0.087443</td>\n",
       "      <td>0.474251</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.835320</td>\n",
       "      <td>1.473671</td>\n",
       "      <td>0.610094</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.787905</td>\n",
       "      <td>2.026627</td>\n",
       "      <td>-0.254723</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-0.806832</td>\n",
       "      <td>2.233830</td>\n",
       "      <td>0.772856</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>-0.558043</td>\n",
       "      <td>2.372985</td>\n",
       "      <td>2.307611</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-1.115111</td>\n",
       "      <td>1.802247</td>\n",
       "      <td>0.959253</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>-0.555723</td>\n",
       "      <td>2.657540</td>\n",
       "      <td>0.849127</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-1.349285</td>\n",
       "      <td>2.118001</td>\n",
       "      <td>-0.047652</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>-1.564483</td>\n",
       "      <td>1.852215</td>\n",
       "      <td>0.781067</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>-1.932556</td>\n",
       "      <td>1.559495</td>\n",
       "      <td>-0.089275</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.746666</td>\n",
       "      <td>2.312932</td>\n",
       "      <td>0.114680</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.957455</td>\n",
       "      <td>2.223528</td>\n",
       "      <td>0.142445</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2.543865</td>\n",
       "      <td>-0.169274</td>\n",
       "      <td>0.788697</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>-0.543953</td>\n",
       "      <td>0.368927</td>\n",
       "      <td>1.308896</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1.031050</td>\n",
       "      <td>2.565569</td>\n",
       "      <td>-1.086390</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2.251909</td>\n",
       "      <td>1.432741</td>\n",
       "      <td>-0.230208</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1.410216</td>\n",
       "      <td>2.166192</td>\n",
       "      <td>0.748896</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>0.797720</td>\n",
       "      <td>2.376949</td>\n",
       "      <td>-1.568113</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>-0.549532</td>\n",
       "      <td>2.293129</td>\n",
       "      <td>-1.498935</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>-0.161174</td>\n",
       "      <td>1.164483</td>\n",
       "      <td>1.003713</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>-0.659795</td>\n",
       "      <td>2.679961</td>\n",
       "      <td>-0.764921</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>0.392354</td>\n",
       "      <td>2.098732</td>\n",
       "      <td>-0.471850</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>-1.772499</td>\n",
       "      <td>1.717288</td>\n",
       "      <td>0.947033</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>-0.366267</td>\n",
       "      <td>2.169353</td>\n",
       "      <td>-0.481324</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>-1.620673</td>\n",
       "      <td>1.355583</td>\n",
       "      <td>0.287159</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>0.082536</td>\n",
       "      <td>2.306235</td>\n",
       "      <td>-0.463575</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1.578275</td>\n",
       "      <td>1.462034</td>\n",
       "      <td>1.779646</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1.420569</td>\n",
       "      <td>1.418207</td>\n",
       "      <td>0.139276</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>-0.278703</td>\n",
       "      <td>1.930568</td>\n",
       "      <td>0.078671</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>-1.303145</td>\n",
       "      <td>0.763172</td>\n",
       "      <td>1.999597</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>-0.457072</td>\n",
       "      <td>2.269416</td>\n",
       "      <td>1.061339</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>-0.494186</td>\n",
       "      <td>1.939045</td>\n",
       "      <td>1.323938</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>0.482074</td>\n",
       "      <td>3.871784</td>\n",
       "      <td>1.344271</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>-0.252889</td>\n",
       "      <td>2.821492</td>\n",
       "      <td>-0.302640</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>-0.107228</td>\n",
       "      <td>1.928922</td>\n",
       "      <td>0.690148</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>-2.433013</td>\n",
       "      <td>1.257141</td>\n",
       "      <td>-1.903027</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>-0.551090</td>\n",
       "      <td>2.222162</td>\n",
       "      <td>-0.356229</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>0.739622</td>\n",
       "      <td>1.408957</td>\n",
       "      <td>1.125345</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1.336322</td>\n",
       "      <td>-0.253337</td>\n",
       "      <td>5.345388</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>-1.177087</td>\n",
       "      <td>0.663967</td>\n",
       "      <td>3.010222</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>-0.462335</td>\n",
       "      <td>0.618288</td>\n",
       "      <td>0.483442</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>0.978474</td>\n",
       "      <td>1.445570</td>\n",
       "      <td>1.481237</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>-0.096810</td>\n",
       "      <td>2.109998</td>\n",
       "      <td>0.434826</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>0.038487</td>\n",
       "      <td>1.266762</td>\n",
       "      <td>0.687578</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>-1.597159</td>\n",
       "      <td>1.208144</td>\n",
       "      <td>3.361176</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>-0.479565</td>\n",
       "      <td>1.938841</td>\n",
       "      <td>1.296508</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>-1.792833</td>\n",
       "      <td>1.150288</td>\n",
       "      <td>0.782800</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>-1.327102</td>\n",
       "      <td>-0.170389</td>\n",
       "      <td>-1.180013</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>-2.384501</td>\n",
       "      <td>-0.374583</td>\n",
       "      <td>-0.723823</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>-2.936940</td>\n",
       "      <td>-0.263862</td>\n",
       "      <td>-0.167640</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>-2.146811</td>\n",
       "      <td>-0.368255</td>\n",
       "      <td>-0.453301</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>-2.369869</td>\n",
       "      <td>0.459635</td>\n",
       "      <td>-1.101400</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>-3.063842</td>\n",
       "      <td>-0.353413</td>\n",
       "      <td>-1.099124</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>-3.915754</td>\n",
       "      <td>-0.154583</td>\n",
       "      <td>0.221828</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>-3.936463</td>\n",
       "      <td>-0.659687</td>\n",
       "      <td>1.712215</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>-3.094276</td>\n",
       "      <td>-0.348843</td>\n",
       "      <td>-1.026831</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>-2.374472</td>\n",
       "      <td>-0.291980</td>\n",
       "      <td>1.241914</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>-2.778813</td>\n",
       "      <td>-0.286805</td>\n",
       "      <td>0.609670</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>-2.286561</td>\n",
       "      <td>-0.372508</td>\n",
       "      <td>-0.971643</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>-2.985633</td>\n",
       "      <td>-0.489218</td>\n",
       "      <td>0.946953</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>-2.375195</td>\n",
       "      <td>-0.482334</td>\n",
       "      <td>-0.252884</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>-2.209866</td>\n",
       "      <td>-1.160053</td>\n",
       "      <td>-1.245125</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>-2.625621</td>\n",
       "      <td>-0.563161</td>\n",
       "      <td>-0.855961</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>-4.280639</td>\n",
       "      <td>-0.649671</td>\n",
       "      <td>-1.458197</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>-3.582641</td>\n",
       "      <td>-1.272703</td>\n",
       "      <td>-0.110784</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>-2.807064</td>\n",
       "      <td>-1.570534</td>\n",
       "      <td>-0.472528</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>-2.899659</td>\n",
       "      <td>-2.041057</td>\n",
       "      <td>-0.495960</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>-2.320737</td>\n",
       "      <td>-2.356366</td>\n",
       "      <td>0.437682</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>-2.549831</td>\n",
       "      <td>-2.045283</td>\n",
       "      <td>-0.312268</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>-1.812541</td>\n",
       "      <td>-1.527646</td>\n",
       "      <td>1.362590</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>-2.760145</td>\n",
       "      <td>-2.138932</td>\n",
       "      <td>-0.964629</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>-2.737151</td>\n",
       "      <td>-0.409886</td>\n",
       "      <td>-1.190405</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>-3.604869</td>\n",
       "      <td>-1.802384</td>\n",
       "      <td>-0.094037</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>-2.889826</td>\n",
       "      <td>-1.925219</td>\n",
       "      <td>-0.782323</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>-3.392156</td>\n",
       "      <td>-1.311876</td>\n",
       "      <td>1.602026</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>-1.048182</td>\n",
       "      <td>-3.515090</td>\n",
       "      <td>1.160039</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>-1.609912</td>\n",
       "      <td>-2.406638</td>\n",
       "      <td>0.548560</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>-3.143131</td>\n",
       "      <td>-0.738161</td>\n",
       "      <td>-0.090999</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>-2.240157</td>\n",
       "      <td>-1.175465</td>\n",
       "      <td>-0.101377</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>-2.847674</td>\n",
       "      <td>-0.556044</td>\n",
       "      <td>0.804215</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>-2.597497</td>\n",
       "      <td>-0.697966</td>\n",
       "      <td>-0.884940</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>-2.949299</td>\n",
       "      <td>-1.555309</td>\n",
       "      <td>-0.983401</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>-3.530032</td>\n",
       "      <td>-0.882527</td>\n",
       "      <td>-0.466029</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>-2.406111</td>\n",
       "      <td>-2.592356</td>\n",
       "      <td>0.428226</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>-2.929085</td>\n",
       "      <td>-1.274447</td>\n",
       "      <td>-1.213358</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>-2.181413</td>\n",
       "      <td>-2.077537</td>\n",
       "      <td>0.763783</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>-2.380928</td>\n",
       "      <td>-2.588667</td>\n",
       "      <td>1.418044</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>-3.211617</td>\n",
       "      <td>0.251249</td>\n",
       "      <td>-0.847129</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>-3.677919</td>\n",
       "      <td>-0.847748</td>\n",
       "      <td>-1.339420</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>-2.465556</td>\n",
       "      <td>-2.193798</td>\n",
       "      <td>-0.918781</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>-3.370524</td>\n",
       "      <td>-2.216289</td>\n",
       "      <td>-0.342570</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>-2.601956</td>\n",
       "      <td>-1.757229</td>\n",
       "      <td>0.207581</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>-2.677839</td>\n",
       "      <td>-2.760899</td>\n",
       "      <td>-0.940942</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>-2.387017</td>\n",
       "      <td>-2.297347</td>\n",
       "      <td>-0.550696</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>-3.208758</td>\n",
       "      <td>-2.768920</td>\n",
       "      <td>1.013914</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          pc1       pc2       pc3  Type  Hclust\n",
       "0    3.316751 -1.443463 -0.165739     1       0\n",
       "1    2.209465  0.333393 -2.026457     1       0\n",
       "2    2.516740 -1.031151  0.982819     1       0\n",
       "3    3.757066 -2.756372 -0.176192     1       0\n",
       "4    1.008908 -0.869831  2.026688     1       0\n",
       "5    3.050254 -2.122401 -0.629396     1       0\n",
       "6    2.449090 -1.174850 -0.977095     1       0\n",
       "7    2.059437 -1.608963  0.146282     1       0\n",
       "8    2.510874 -0.918071 -1.770969     1       0\n",
       "9    2.753628 -0.789438 -0.984247     1       0\n",
       "10   3.479737 -1.302333 -0.422735     1       0\n",
       "11   1.754753 -0.611977 -1.190878     1       0\n",
       "12   2.113462 -0.675706 -0.865086     1       0\n",
       "13   3.458157 -1.130630 -1.204276     1       0\n",
       "14   4.312784 -2.095976 -1.263913     1       0\n",
       "15   2.305188 -1.662552  0.217903     1       0\n",
       "16   2.171955 -2.327305  0.831730     1       0\n",
       "17   1.898971 -1.631369  0.794914     1       0\n",
       "18   3.541985 -2.518344 -0.485459     1       0\n",
       "19   2.084522 -1.061138 -0.164747     1       0\n",
       "20   3.124403 -0.786897 -0.364887     1       0\n",
       "21   1.086570 -0.241744  0.936962     1       0\n",
       "22   2.535224  0.091841 -0.311933     1       0\n",
       "23   1.644988  0.516279  0.143885     1       0\n",
       "24   1.761576  0.317149  0.890286     1       0\n",
       "25   0.990079 -0.940667  3.820908     1       0\n",
       "26   1.775278 -0.686175 -0.086700     1       0\n",
       "27   1.235424  0.089807 -1.386897     1       0\n",
       "28   2.188406 -0.689570  1.394567     1       0\n",
       "29   2.256109 -0.191462 -1.092657     1       0\n",
       "30   2.500220 -1.240834  1.386018     1       0\n",
       "31   2.677411 -1.471874 -0.332262     1       0\n",
       "32   1.628579 -0.052704 -0.167129     1       0\n",
       "33   1.902691 -1.633060  1.172082     1       0\n",
       "34   1.410389 -0.697934  0.479743     1       0\n",
       "35   1.903826 -0.176711  0.450835     1       0\n",
       "36   1.384862 -0.658640  0.458439     1       0\n",
       "37   1.122207 -0.114110 -0.039107     1       0\n",
       "38   1.502195  0.769432 -1.426177     1       0\n",
       "39   2.529801 -1.803002 -0.343152     1       0\n",
       "40   2.588095 -0.779616 -0.118477     1       0\n",
       "41   0.668482 -0.169961 -0.783363     1       0\n",
       "42   3.070807 -1.155919 -0.312758     1       0\n",
       "43   0.462209 -0.330742 -0.201476     1       0\n",
       "44   2.101352  0.071009 -0.655849     1       0\n",
       "45   1.136166 -1.777107  0.028706     1       0\n",
       "46   2.726601 -1.191335 -0.539773     1       0\n",
       "47   2.821339 -0.646259 -1.155552     1       0\n",
       "48   2.009851 -1.247029 -0.057294     1       0\n",
       "49   2.707491 -1.751967 -0.643114     1       0\n",
       "50   3.214917 -0.166992 -1.973572     1       0\n",
       "51   2.858960 -0.745279  0.004720     1       0\n",
       "52   3.505604 -1.612734 -0.520775     1       0\n",
       "53   2.224791 -1.875168  0.339550     1       0\n",
       "54   2.146988 -1.016752 -0.957763     1       0\n",
       "55   2.469329 -1.329008  0.513437     1       0\n",
       "56   2.741518 -1.436549 -0.612473     1       0\n",
       "57   2.173741 -1.212200  0.261780     1       0\n",
       "58   3.139380 -1.731579 -0.285661     1       0\n",
       "59  -0.928582  3.073486 -4.585064     2       2\n",
       "60  -1.542480  1.381444 -0.874683     2       2\n",
       "61  -1.836250  0.829984 -1.605702     2       2\n",
       "62   0.030607  1.262786 -1.784408     2       2\n",
       "63   2.050262  1.925033 -0.007369     2       0\n",
       "64  -0.609681  1.908059  0.679358     2       0\n",
       "65   0.900228  0.763911  0.573361     2       0\n",
       "66   2.248507  1.884592 -2.031840     2       0\n",
       "67   0.183384  2.427146 -1.069746     2       2\n",
       "68  -0.812805  0.220514 -0.707005     2       2\n",
       "69   1.975620  1.403283 -1.238276     2       0\n",
       "70  -1.572216  0.884983 -0.628998     2       2\n",
       "71   1.657682  0.956712  1.952584     2       0\n",
       "72  -0.725372  1.063645  0.080332     2       0\n",
       "73   2.562227 -0.260199  3.374394     2       0\n",
       "74   1.832568  1.287878  0.458280     2       0\n",
       "75  -0.867993  2.444101 -1.563333     2       2\n",
       "76   0.370014  2.153907 -2.449386     2       2\n",
       "77  -1.457377  1.383352 -0.227307     2       0\n",
       "78   1.262931  0.770850 -1.184225     2       0\n",
       "79   0.376150  1.027043  1.794466     2       0\n",
       "80   0.762064  3.375054 -0.357470     2       2\n",
       "81   1.034578  1.450710 -0.363012     2       0\n",
       "82  -0.494877  2.381244  1.335743     2       0\n",
       "83  -2.538977  0.087443  0.474251     2       1\n",
       "84   0.835320  1.473671  0.610094     2       0\n",
       "85   0.787905  2.026627 -0.254723     2       0\n",
       "86  -0.806832  2.233830  0.772856     2       0\n",
       "87  -0.558043  2.372985  2.307611     2       0\n",
       "88  -1.115111  1.802247  0.959253     2       0\n",
       "89  -0.555723  2.657540  0.849127     2       0\n",
       "90  -1.349285  2.118001 -0.047652     2       0\n",
       "91  -1.564483  1.852215  0.781067     2       0\n",
       "92  -1.932556  1.559495 -0.089275     2       0\n",
       "93   0.746666  2.312932  0.114680     2       0\n",
       "94   0.957455  2.223528  0.142445     2       0\n",
       "95   2.543865 -0.169274  0.788697     2       0\n",
       "96  -0.543953  0.368927  1.308896     2       0\n",
       "97   1.031050  2.565569 -1.086390     2       2\n",
       "98   2.251909  1.432741 -0.230208     2       0\n",
       "99   1.410216  2.166192  0.748896     2       0\n",
       "100  0.797720  2.376949 -1.568113     2       2\n",
       "101 -0.549532  2.293129 -1.498935     2       2\n",
       "102 -0.161174  1.164483  1.003713     2       0\n",
       "103 -0.659795  2.679961 -0.764921     2       2\n",
       "104  0.392354  2.098732 -0.471850     2       2\n",
       "105 -1.772499  1.717288  0.947033     2       0\n",
       "106 -0.366267  2.169353 -0.481324     2       2\n",
       "107 -1.620673  1.355583  0.287159     2       0\n",
       "108  0.082536  2.306235 -0.463575     2       2\n",
       "109  1.578275  1.462034  1.779646     2       0\n",
       "110  1.420569  1.418207  0.139276     2       0\n",
       "111 -0.278703  1.930568  0.078671     2       2\n",
       "112 -1.303145  0.763172  1.999597     2       0\n",
       "113 -0.457072  2.269416  1.061339     2       0\n",
       "114 -0.494186  1.939045  1.323938     2       0\n",
       "115  0.482074  3.871784  1.344271     2       0\n",
       "116 -0.252889  2.821492 -0.302640     2       2\n",
       "117 -0.107228  1.928922  0.690148     2       0\n",
       "118 -2.433013  1.257141 -1.903027     2       2\n",
       "119 -0.551090  2.222162 -0.356229     2       2\n",
       "120  0.739622  1.408957  1.125345     2       0\n",
       "121  1.336322 -0.253337  5.345388     2       0\n",
       "122 -1.177087  0.663967  3.010222     2       1\n",
       "123 -0.462335  0.618288  0.483442     2       0\n",
       "124  0.978474  1.445570  1.481237     2       0\n",
       "125 -0.096810  2.109998  0.434826     2       0\n",
       "126  0.038487  1.266762  0.687578     2       0\n",
       "127 -1.597159  1.208144  3.361176     2       1\n",
       "128 -0.479565  1.938841  1.296508     2       0\n",
       "129 -1.792833  1.150288  0.782800     2       0\n",
       "130 -1.327102 -0.170389 -1.180013     3       2\n",
       "131 -2.384501 -0.374583 -0.723823     3       1\n",
       "132 -2.936940 -0.263862 -0.167640     3       1\n",
       "133 -2.146811 -0.368255 -0.453301     3       1\n",
       "134 -2.369869  0.459635 -1.101400     3       1\n",
       "135 -3.063842 -0.353413 -1.099124     3       1\n",
       "136 -3.915754 -0.154583  0.221828     3       1\n",
       "137 -3.936463 -0.659687  1.712215     3       1\n",
       "138 -3.094276 -0.348843 -1.026831     3       1\n",
       "139 -2.374472 -0.291980  1.241914     3       1\n",
       "140 -2.778813 -0.286805  0.609670     3       1\n",
       "141 -2.286561 -0.372508 -0.971643     3       1\n",
       "142 -2.985633 -0.489218  0.946953     3       1\n",
       "143 -2.375195 -0.482334 -0.252884     3       1\n",
       "144 -2.209866 -1.160053 -1.245125     3       1\n",
       "145 -2.625621 -0.563161 -0.855961     3       1\n",
       "146 -4.280639 -0.649671 -1.458197     3       1\n",
       "147 -3.582641 -1.272703 -0.110784     3       1\n",
       "148 -2.807064 -1.570534 -0.472528     3       1\n",
       "149 -2.899659 -2.041057 -0.495960     3       1\n",
       "150 -2.320737 -2.356366  0.437682     3       1\n",
       "151 -2.549831 -2.045283 -0.312268     3       1\n",
       "152 -1.812541 -1.527646  1.362590     3       1\n",
       "153 -2.760145 -2.138932 -0.964629     3       1\n",
       "154 -2.737151 -0.409886 -1.190405     3       1\n",
       "155 -3.604869 -1.802384 -0.094037     3       1\n",
       "156 -2.889826 -1.925219 -0.782323     3       1\n",
       "157 -3.392156 -1.311876  1.602026     3       1\n",
       "158 -1.048182 -3.515090  1.160039     3       1\n",
       "159 -1.609912 -2.406638  0.548560     3       1\n",
       "160 -3.143131 -0.738161 -0.090999     3       1\n",
       "161 -2.240157 -1.175465 -0.101377     3       1\n",
       "162 -2.847674 -0.556044  0.804215     3       1\n",
       "163 -2.597497 -0.697966 -0.884940     3       1\n",
       "164 -2.949299 -1.555309 -0.983401     3       1\n",
       "165 -3.530032 -0.882527 -0.466029     3       1\n",
       "166 -2.406111 -2.592356  0.428226     3       1\n",
       "167 -2.929085 -1.274447 -1.213358     3       1\n",
       "168 -2.181413 -2.077537  0.763783     3       1\n",
       "169 -2.380928 -2.588667  1.418044     3       1\n",
       "170 -3.211617  0.251249 -0.847129     3       1\n",
       "171 -3.677919 -0.847748 -1.339420     3       1\n",
       "172 -2.465556 -2.193798 -0.918781     3       1\n",
       "173 -3.370524 -2.216289 -0.342570     3       1\n",
       "174 -2.601956 -1.757229  0.207581     3       1\n",
       "175 -2.677839 -2.760899 -0.940942     3       1\n",
       "176 -2.387017 -2.297347 -0.550696     3       1\n",
       "177 -3.208758 -2.768920  1.013914     3       1"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data_Hclust=final_data\n",
    "final_data_Hclust['Hclust']=Hclust\n",
    "final_data_Hclust"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# using the kmeans clust and taking the n_cluster =3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nclust=KMeans(n_clusters=3)\n",
    "kmeans=nclust.fit_predict(final_data_clust)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>kmeans</th>\n",
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       "      <td>0</td>\n",
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       "      <th>13</th>\n",
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       "      <th>14</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
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       "      <th>19</th>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     kmeans\n",
       "0         0\n",
       "1         0\n",
       "2         0\n",
       "3         0\n",
       "4         0\n",
       "5         0\n",
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       "170       1\n",
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       "174       1\n",
       "175       1\n",
       "176       1\n",
       "177       1"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nclust.labels_\n",
    "kmeansclust=pd.DataFrame(nclust.labels_)\n",
    "kmeansclust['kmeans']=kmeansclust\n",
    "kmeansclust=kmeansclust.drop([0],axis=1)\n",
    "kmeansclust"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pc1</th>\n",
       "      <th>pc2</th>\n",
       "      <th>pc3</th>\n",
       "      <th>Type</th>\n",
       "      <th>Hclust</th>\n",
       "      <th>kmeans</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.316751</td>\n",
       "      <td>-1.443463</td>\n",
       "      <td>-0.165739</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.209465</td>\n",
       "      <td>0.333393</td>\n",
       "      <td>-2.026457</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.516740</td>\n",
       "      <td>-1.031151</td>\n",
       "      <td>0.982819</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.757066</td>\n",
       "      <td>-2.756372</td>\n",
       "      <td>-0.176192</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.008908</td>\n",
       "      <td>-0.869831</td>\n",
       "      <td>2.026688</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.050254</td>\n",
       "      <td>-2.122401</td>\n",
       "      <td>-0.629396</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2.449090</td>\n",
       "      <td>-1.174850</td>\n",
       "      <td>-0.977095</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.059437</td>\n",
       "      <td>-1.608963</td>\n",
       "      <td>0.146282</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.510874</td>\n",
       "      <td>-0.918071</td>\n",
       "      <td>-1.770969</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2.753628</td>\n",
       "      <td>-0.789438</td>\n",
       "      <td>-0.984247</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.479737</td>\n",
       "      <td>-1.302333</td>\n",
       "      <td>-0.422735</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.754753</td>\n",
       "      <td>-0.611977</td>\n",
       "      <td>-1.190878</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2.113462</td>\n",
       "      <td>-0.675706</td>\n",
       "      <td>-0.865086</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.458157</td>\n",
       "      <td>-1.130630</td>\n",
       "      <td>-1.204276</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4.312784</td>\n",
       "      <td>-2.095976</td>\n",
       "      <td>-1.263913</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2.305188</td>\n",
       "      <td>-1.662552</td>\n",
       "      <td>0.217903</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.171955</td>\n",
       "      <td>-2.327305</td>\n",
       "      <td>0.831730</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.898971</td>\n",
       "      <td>-1.631369</td>\n",
       "      <td>0.794914</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3.541985</td>\n",
       "      <td>-2.518344</td>\n",
       "      <td>-0.485459</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2.084522</td>\n",
       "      <td>-1.061138</td>\n",
       "      <td>-0.164747</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3.124403</td>\n",
       "      <td>-0.786897</td>\n",
       "      <td>-0.364887</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.086570</td>\n",
       "      <td>-0.241744</td>\n",
       "      <td>0.936962</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2.535224</td>\n",
       "      <td>0.091841</td>\n",
       "      <td>-0.311933</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.644988</td>\n",
       "      <td>0.516279</td>\n",
       "      <td>0.143885</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.761576</td>\n",
       "      <td>0.317149</td>\n",
       "      <td>0.890286</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.990079</td>\n",
       "      <td>-0.940667</td>\n",
       "      <td>3.820908</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.775278</td>\n",
       "      <td>-0.686175</td>\n",
       "      <td>-0.086700</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.235424</td>\n",
       "      <td>0.089807</td>\n",
       "      <td>-1.386897</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2.188406</td>\n",
       "      <td>-0.689570</td>\n",
       "      <td>1.394567</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2.256109</td>\n",
       "      <td>-0.191462</td>\n",
       "      <td>-1.092657</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2.500220</td>\n",
       "      <td>-1.240834</td>\n",
       "      <td>1.386018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2.677411</td>\n",
       "      <td>-1.471874</td>\n",
       "      <td>-0.332262</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1.628579</td>\n",
       "      <td>-0.052704</td>\n",
       "      <td>-0.167129</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1.902691</td>\n",
       "      <td>-1.633060</td>\n",
       "      <td>1.172082</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1.410389</td>\n",
       "      <td>-0.697934</td>\n",
       "      <td>0.479743</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1.903826</td>\n",
       "      <td>-0.176711</td>\n",
       "      <td>0.450835</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1.384862</td>\n",
       "      <td>-0.658640</td>\n",
       "      <td>0.458439</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1.122207</td>\n",
       "      <td>-0.114110</td>\n",
       "      <td>-0.039107</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1.502195</td>\n",
       "      <td>0.769432</td>\n",
       "      <td>-1.426177</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2.529801</td>\n",
       "      <td>-1.803002</td>\n",
       "      <td>-0.343152</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2.588095</td>\n",
       "      <td>-0.779616</td>\n",
       "      <td>-0.118477</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.668482</td>\n",
       "      <td>-0.169961</td>\n",
       "      <td>-0.783363</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>3.070807</td>\n",
       "      <td>-1.155919</td>\n",
       "      <td>-0.312758</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.462209</td>\n",
       "      <td>-0.330742</td>\n",
       "      <td>-0.201476</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2.101352</td>\n",
       "      <td>0.071009</td>\n",
       "      <td>-0.655849</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1.136166</td>\n",
       "      <td>-1.777107</td>\n",
       "      <td>0.028706</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2.726601</td>\n",
       "      <td>-1.191335</td>\n",
       "      <td>-0.539773</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2.821339</td>\n",
       "      <td>-0.646259</td>\n",
       "      <td>-1.155552</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2.009851</td>\n",
       "      <td>-1.247029</td>\n",
       "      <td>-0.057294</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2.707491</td>\n",
       "      <td>-1.751967</td>\n",
       "      <td>-0.643114</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>3.214917</td>\n",
       "      <td>-0.166992</td>\n",
       "      <td>-1.973572</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2.858960</td>\n",
       "      <td>-0.745279</td>\n",
       "      <td>0.004720</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>3.505604</td>\n",
       "      <td>-1.612734</td>\n",
       "      <td>-0.520775</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2.224791</td>\n",
       "      <td>-1.875168</td>\n",
       "      <td>0.339550</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2.146988</td>\n",
       "      <td>-1.016752</td>\n",
       "      <td>-0.957763</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2.469329</td>\n",
       "      <td>-1.329008</td>\n",
       "      <td>0.513437</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2.741518</td>\n",
       "      <td>-1.436549</td>\n",
       "      <td>-0.612473</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2.173741</td>\n",
       "      <td>-1.212200</td>\n",
       "      <td>0.261780</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>3.139380</td>\n",
       "      <td>-1.731579</td>\n",
       "      <td>-0.285661</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>-0.928582</td>\n",
       "      <td>3.073486</td>\n",
       "      <td>-4.585064</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-1.542480</td>\n",
       "      <td>1.381444</td>\n",
       "      <td>-0.874683</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>-1.836250</td>\n",
       "      <td>0.829984</td>\n",
       "      <td>-1.605702</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.030607</td>\n",
       "      <td>1.262786</td>\n",
       "      <td>-1.784408</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2.050262</td>\n",
       "      <td>1.925033</td>\n",
       "      <td>-0.007369</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>-0.609681</td>\n",
       "      <td>1.908059</td>\n",
       "      <td>0.679358</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.900228</td>\n",
       "      <td>0.763911</td>\n",
       "      <td>0.573361</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2.248507</td>\n",
       "      <td>1.884592</td>\n",
       "      <td>-2.031840</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.183384</td>\n",
       "      <td>2.427146</td>\n",
       "      <td>-1.069746</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>-0.812805</td>\n",
       "      <td>0.220514</td>\n",
       "      <td>-0.707005</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1.975620</td>\n",
       "      <td>1.403283</td>\n",
       "      <td>-1.238276</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-1.572216</td>\n",
       "      <td>0.884983</td>\n",
       "      <td>-0.628998</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1.657682</td>\n",
       "      <td>0.956712</td>\n",
       "      <td>1.952584</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.725372</td>\n",
       "      <td>1.063645</td>\n",
       "      <td>0.080332</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2.562227</td>\n",
       "      <td>-0.260199</td>\n",
       "      <td>3.374394</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1.832568</td>\n",
       "      <td>1.287878</td>\n",
       "      <td>0.458280</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-0.867993</td>\n",
       "      <td>2.444101</td>\n",
       "      <td>-1.563333</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.370014</td>\n",
       "      <td>2.153907</td>\n",
       "      <td>-2.449386</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-1.457377</td>\n",
       "      <td>1.383352</td>\n",
       "      <td>-0.227307</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1.262931</td>\n",
       "      <td>0.770850</td>\n",
       "      <td>-1.184225</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.376150</td>\n",
       "      <td>1.027043</td>\n",
       "      <td>1.794466</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.762064</td>\n",
       "      <td>3.375054</td>\n",
       "      <td>-0.357470</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1.034578</td>\n",
       "      <td>1.450710</td>\n",
       "      <td>-0.363012</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.494877</td>\n",
       "      <td>2.381244</td>\n",
       "      <td>1.335743</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>-2.538977</td>\n",
       "      <td>0.087443</td>\n",
       "      <td>0.474251</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.835320</td>\n",
       "      <td>1.473671</td>\n",
       "      <td>0.610094</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.787905</td>\n",
       "      <td>2.026627</td>\n",
       "      <td>-0.254723</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-0.806832</td>\n",
       "      <td>2.233830</td>\n",
       "      <td>0.772856</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>-0.558043</td>\n",
       "      <td>2.372985</td>\n",
       "      <td>2.307611</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-1.115111</td>\n",
       "      <td>1.802247</td>\n",
       "      <td>0.959253</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>-0.555723</td>\n",
       "      <td>2.657540</td>\n",
       "      <td>0.849127</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-1.349285</td>\n",
       "      <td>2.118001</td>\n",
       "      <td>-0.047652</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>-1.564483</td>\n",
       "      <td>1.852215</td>\n",
       "      <td>0.781067</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>-1.932556</td>\n",
       "      <td>1.559495</td>\n",
       "      <td>-0.089275</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0.746666</td>\n",
       "      <td>2.312932</td>\n",
       "      <td>0.114680</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0.957455</td>\n",
       "      <td>2.223528</td>\n",
       "      <td>0.142445</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2.543865</td>\n",
       "      <td>-0.169274</td>\n",
       "      <td>0.788697</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>-0.543953</td>\n",
       "      <td>0.368927</td>\n",
       "      <td>1.308896</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1.031050</td>\n",
       "      <td>2.565569</td>\n",
       "      <td>-1.086390</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2.251909</td>\n",
       "      <td>1.432741</td>\n",
       "      <td>-0.230208</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1.410216</td>\n",
       "      <td>2.166192</td>\n",
       "      <td>0.748896</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>0.797720</td>\n",
       "      <td>2.376949</td>\n",
       "      <td>-1.568113</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>-0.549532</td>\n",
       "      <td>2.293129</td>\n",
       "      <td>-1.498935</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>-0.161174</td>\n",
       "      <td>1.164483</td>\n",
       "      <td>1.003713</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>-0.659795</td>\n",
       "      <td>2.679961</td>\n",
       "      <td>-0.764921</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>0.392354</td>\n",
       "      <td>2.098732</td>\n",
       "      <td>-0.471850</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>-1.772499</td>\n",
       "      <td>1.717288</td>\n",
       "      <td>0.947033</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>-0.366267</td>\n",
       "      <td>2.169353</td>\n",
       "      <td>-0.481324</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>-1.620673</td>\n",
       "      <td>1.355583</td>\n",
       "      <td>0.287159</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>0.082536</td>\n",
       "      <td>2.306235</td>\n",
       "      <td>-0.463575</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1.578275</td>\n",
       "      <td>1.462034</td>\n",
       "      <td>1.779646</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1.420569</td>\n",
       "      <td>1.418207</td>\n",
       "      <td>0.139276</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>-0.278703</td>\n",
       "      <td>1.930568</td>\n",
       "      <td>0.078671</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>-1.303145</td>\n",
       "      <td>0.763172</td>\n",
       "      <td>1.999597</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>-0.457072</td>\n",
       "      <td>2.269416</td>\n",
       "      <td>1.061339</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>-0.494186</td>\n",
       "      <td>1.939045</td>\n",
       "      <td>1.323938</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>0.482074</td>\n",
       "      <td>3.871784</td>\n",
       "      <td>1.344271</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>-0.252889</td>\n",
       "      <td>2.821492</td>\n",
       "      <td>-0.302640</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>-0.107228</td>\n",
       "      <td>1.928922</td>\n",
       "      <td>0.690148</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>-2.433013</td>\n",
       "      <td>1.257141</td>\n",
       "      <td>-1.903027</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>-0.551090</td>\n",
       "      <td>2.222162</td>\n",
       "      <td>-0.356229</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>0.739622</td>\n",
       "      <td>1.408957</td>\n",
       "      <td>1.125345</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1.336322</td>\n",
       "      <td>-0.253337</td>\n",
       "      <td>5.345388</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>-1.177087</td>\n",
       "      <td>0.663967</td>\n",
       "      <td>3.010222</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>-0.462335</td>\n",
       "      <td>0.618288</td>\n",
       "      <td>0.483442</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>0.978474</td>\n",
       "      <td>1.445570</td>\n",
       "      <td>1.481237</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>-0.096810</td>\n",
       "      <td>2.109998</td>\n",
       "      <td>0.434826</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>0.038487</td>\n",
       "      <td>1.266762</td>\n",
       "      <td>0.687578</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>-1.597159</td>\n",
       "      <td>1.208144</td>\n",
       "      <td>3.361176</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>-0.479565</td>\n",
       "      <td>1.938841</td>\n",
       "      <td>1.296508</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>-1.792833</td>\n",
       "      <td>1.150288</td>\n",
       "      <td>0.782800</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>-1.327102</td>\n",
       "      <td>-0.170389</td>\n",
       "      <td>-1.180013</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>-2.384501</td>\n",
       "      <td>-0.374583</td>\n",
       "      <td>-0.723823</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>-2.936940</td>\n",
       "      <td>-0.263862</td>\n",
       "      <td>-0.167640</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>-2.146811</td>\n",
       "      <td>-0.368255</td>\n",
       "      <td>-0.453301</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>-2.369869</td>\n",
       "      <td>0.459635</td>\n",
       "      <td>-1.101400</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>-3.063842</td>\n",
       "      <td>-0.353413</td>\n",
       "      <td>-1.099124</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>-3.915754</td>\n",
       "      <td>-0.154583</td>\n",
       "      <td>0.221828</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>-3.936463</td>\n",
       "      <td>-0.659687</td>\n",
       "      <td>1.712215</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>-3.094276</td>\n",
       "      <td>-0.348843</td>\n",
       "      <td>-1.026831</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>-2.374472</td>\n",
       "      <td>-0.291980</td>\n",
       "      <td>1.241914</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>-2.778813</td>\n",
       "      <td>-0.286805</td>\n",
       "      <td>0.609670</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>-2.286561</td>\n",
       "      <td>-0.372508</td>\n",
       "      <td>-0.971643</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>-2.985633</td>\n",
       "      <td>-0.489218</td>\n",
       "      <td>0.946953</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>-2.375195</td>\n",
       "      <td>-0.482334</td>\n",
       "      <td>-0.252884</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>-2.209866</td>\n",
       "      <td>-1.160053</td>\n",
       "      <td>-1.245125</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>-2.625621</td>\n",
       "      <td>-0.563161</td>\n",
       "      <td>-0.855961</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>-4.280639</td>\n",
       "      <td>-0.649671</td>\n",
       "      <td>-1.458197</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>-3.582641</td>\n",
       "      <td>-1.272703</td>\n",
       "      <td>-0.110784</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>-2.807064</td>\n",
       "      <td>-1.570534</td>\n",
       "      <td>-0.472528</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>-2.899659</td>\n",
       "      <td>-2.041057</td>\n",
       "      <td>-0.495960</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>-2.320737</td>\n",
       "      <td>-2.356366</td>\n",
       "      <td>0.437682</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>-2.549831</td>\n",
       "      <td>-2.045283</td>\n",
       "      <td>-0.312268</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>-1.812541</td>\n",
       "      <td>-1.527646</td>\n",
       "      <td>1.362590</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>-2.760145</td>\n",
       "      <td>-2.138932</td>\n",
       "      <td>-0.964629</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>-2.737151</td>\n",
       "      <td>-0.409886</td>\n",
       "      <td>-1.190405</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>-3.604869</td>\n",
       "      <td>-1.802384</td>\n",
       "      <td>-0.094037</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>-2.889826</td>\n",
       "      <td>-1.925219</td>\n",
       "      <td>-0.782323</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>-3.392156</td>\n",
       "      <td>-1.311876</td>\n",
       "      <td>1.602026</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>-1.048182</td>\n",
       "      <td>-3.515090</td>\n",
       "      <td>1.160039</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>-1.609912</td>\n",
       "      <td>-2.406638</td>\n",
       "      <td>0.548560</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>-3.143131</td>\n",
       "      <td>-0.738161</td>\n",
       "      <td>-0.090999</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>-2.240157</td>\n",
       "      <td>-1.175465</td>\n",
       "      <td>-0.101377</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>-2.847674</td>\n",
       "      <td>-0.556044</td>\n",
       "      <td>0.804215</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>-2.597497</td>\n",
       "      <td>-0.697966</td>\n",
       "      <td>-0.884940</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>-2.949299</td>\n",
       "      <td>-1.555309</td>\n",
       "      <td>-0.983401</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>-3.530032</td>\n",
       "      <td>-0.882527</td>\n",
       "      <td>-0.466029</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>-2.406111</td>\n",
       "      <td>-2.592356</td>\n",
       "      <td>0.428226</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>-2.929085</td>\n",
       "      <td>-1.274447</td>\n",
       "      <td>-1.213358</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>-2.181413</td>\n",
       "      <td>-2.077537</td>\n",
       "      <td>0.763783</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>-2.380928</td>\n",
       "      <td>-2.588667</td>\n",
       "      <td>1.418044</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>-3.211617</td>\n",
       "      <td>0.251249</td>\n",
       "      <td>-0.847129</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>-3.677919</td>\n",
       "      <td>-0.847748</td>\n",
       "      <td>-1.339420</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>-2.465556</td>\n",
       "      <td>-2.193798</td>\n",
       "      <td>-0.918781</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>-3.370524</td>\n",
       "      <td>-2.216289</td>\n",
       "      <td>-0.342570</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>-2.601956</td>\n",
       "      <td>-1.757229</td>\n",
       "      <td>0.207581</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>-2.677839</td>\n",
       "      <td>-2.760899</td>\n",
       "      <td>-0.940942</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>-2.387017</td>\n",
       "      <td>-2.297347</td>\n",
       "      <td>-0.550696</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>-3.208758</td>\n",
       "      <td>-2.768920</td>\n",
       "      <td>1.013914</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          pc1       pc2       pc3  Type  Hclust  kmeans\n",
       "0    3.316751 -1.443463 -0.165739     1       0       0\n",
       "1    2.209465  0.333393 -2.026457     1       0       0\n",
       "2    2.516740 -1.031151  0.982819     1       0       0\n",
       "3    3.757066 -2.756372 -0.176192     1       0       0\n",
       "4    1.008908 -0.869831  2.026688     1       0       0\n",
       "5    3.050254 -2.122401 -0.629396     1       0       0\n",
       "6    2.449090 -1.174850 -0.977095     1       0       0\n",
       "7    2.059437 -1.608963  0.146282     1       0       0\n",
       "8    2.510874 -0.918071 -1.770969     1       0       0\n",
       "9    2.753628 -0.789438 -0.984247     1       0       0\n",
       "10   3.479737 -1.302333 -0.422735     1       0       0\n",
       "11   1.754753 -0.611977 -1.190878     1       0       0\n",
       "12   2.113462 -0.675706 -0.865086     1       0       0\n",
       "13   3.458157 -1.130630 -1.204276     1       0       0\n",
       "14   4.312784 -2.095976 -1.263913     1       0       0\n",
       "15   2.305188 -1.662552  0.217903     1       0       0\n",
       "16   2.171955 -2.327305  0.831730     1       0       0\n",
       "17   1.898971 -1.631369  0.794914     1       0       0\n",
       "18   3.541985 -2.518344 -0.485459     1       0       0\n",
       "19   2.084522 -1.061138 -0.164747     1       0       0\n",
       "20   3.124403 -0.786897 -0.364887     1       0       0\n",
       "21   1.086570 -0.241744  0.936962     1       0       0\n",
       "22   2.535224  0.091841 -0.311933     1       0       0\n",
       "23   1.644988  0.516279  0.143885     1       0       0\n",
       "24   1.761576  0.317149  0.890286     1       0       0\n",
       "25   0.990079 -0.940667  3.820908     1       0       0\n",
       "26   1.775278 -0.686175 -0.086700     1       0       0\n",
       "27   1.235424  0.089807 -1.386897     1       0       0\n",
       "28   2.188406 -0.689570  1.394567     1       0       0\n",
       "29   2.256109 -0.191462 -1.092657     1       0       0\n",
       "30   2.500220 -1.240834  1.386018     1       0       0\n",
       "31   2.677411 -1.471874 -0.332262     1       0       0\n",
       "32   1.628579 -0.052704 -0.167129     1       0       0\n",
       "33   1.902691 -1.633060  1.172082     1       0       0\n",
       "34   1.410389 -0.697934  0.479743     1       0       0\n",
       "35   1.903826 -0.176711  0.450835     1       0       0\n",
       "36   1.384862 -0.658640  0.458439     1       0       0\n",
       "37   1.122207 -0.114110 -0.039107     1       0       0\n",
       "38   1.502195  0.769432 -1.426177     1       0       0\n",
       "39   2.529801 -1.803002 -0.343152     1       0       0\n",
       "40   2.588095 -0.779616 -0.118477     1       0       0\n",
       "41   0.668482 -0.169961 -0.783363     1       0       0\n",
       "42   3.070807 -1.155919 -0.312758     1       0       0\n",
       "43   0.462209 -0.330742 -0.201476     1       0       0\n",
       "44   2.101352  0.071009 -0.655849     1       0       0\n",
       "45   1.136166 -1.777107  0.028706     1       0       0\n",
       "46   2.726601 -1.191335 -0.539773     1       0       0\n",
       "47   2.821339 -0.646259 -1.155552     1       0       0\n",
       "48   2.009851 -1.247029 -0.057294     1       0       0\n",
       "49   2.707491 -1.751967 -0.643114     1       0       0\n",
       "50   3.214917 -0.166992 -1.973572     1       0       0\n",
       "51   2.858960 -0.745279  0.004720     1       0       0\n",
       "52   3.505604 -1.612734 -0.520775     1       0       0\n",
       "53   2.224791 -1.875168  0.339550     1       0       0\n",
       "54   2.146988 -1.016752 -0.957763     1       0       0\n",
       "55   2.469329 -1.329008  0.513437     1       0       0\n",
       "56   2.741518 -1.436549 -0.612473     1       0       0\n",
       "57   2.173741 -1.212200  0.261780     1       0       0\n",
       "58   3.139380 -1.731579 -0.285661     1       0       0\n",
       "59  -0.928582  3.073486 -4.585064     2       2       2\n",
       "60  -1.542480  1.381444 -0.874683     2       2       2\n",
       "61  -1.836250  0.829984 -1.605702     2       2       1\n",
       "62   0.030607  1.262786 -1.784408     2       2       2\n",
       "63   2.050262  1.925033 -0.007369     2       0       2\n",
       "64  -0.609681  1.908059  0.679358     2       0       2\n",
       "65   0.900228  0.763911  0.573361     2       0       2\n",
       "66   2.248507  1.884592 -2.031840     2       0       2\n",
       "67   0.183384  2.427146 -1.069746     2       2       2\n",
       "68  -0.812805  0.220514 -0.707005     2       2       2\n",
       "69   1.975620  1.403283 -1.238276     2       0       2\n",
       "70  -1.572216  0.884983 -0.628998     2       2       2\n",
       "71   1.657682  0.956712  1.952584     2       0       2\n",
       "72  -0.725372  1.063645  0.080332     2       0       2\n",
       "73   2.562227 -0.260199  3.374394     2       0       0\n",
       "74   1.832568  1.287878  0.458280     2       0       2\n",
       "75  -0.867993  2.444101 -1.563333     2       2       2\n",
       "76   0.370014  2.153907 -2.449386     2       2       2\n",
       "77  -1.457377  1.383352 -0.227307     2       0       2\n",
       "78   1.262931  0.770850 -1.184225     2       0       2\n",
       "79   0.376150  1.027043  1.794466     2       0       2\n",
       "80   0.762064  3.375054 -0.357470     2       2       2\n",
       "81   1.034578  1.450710 -0.363012     2       0       2\n",
       "82  -0.494877  2.381244  1.335743     2       0       2\n",
       "83  -2.538977  0.087443  0.474251     2       1       1\n",
       "84   0.835320  1.473671  0.610094     2       0       2\n",
       "85   0.787905  2.026627 -0.254723     2       0       2\n",
       "86  -0.806832  2.233830  0.772856     2       0       2\n",
       "87  -0.558043  2.372985  2.307611     2       0       2\n",
       "88  -1.115111  1.802247  0.959253     2       0       2\n",
       "89  -0.555723  2.657540  0.849127     2       0       2\n",
       "90  -1.349285  2.118001 -0.047652     2       0       2\n",
       "91  -1.564483  1.852215  0.781067     2       0       2\n",
       "92  -1.932556  1.559495 -0.089275     2       0       2\n",
       "93   0.746666  2.312932  0.114680     2       0       2\n",
       "94   0.957455  2.223528  0.142445     2       0       2\n",
       "95   2.543865 -0.169274  0.788697     2       0       0\n",
       "96  -0.543953  0.368927  1.308896     2       0       2\n",
       "97   1.031050  2.565569 -1.086390     2       2       2\n",
       "98   2.251909  1.432741 -0.230208     2       0       2\n",
       "99   1.410216  2.166192  0.748896     2       0       2\n",
       "100  0.797720  2.376949 -1.568113     2       2       2\n",
       "101 -0.549532  2.293129 -1.498935     2       2       2\n",
       "102 -0.161174  1.164483  1.003713     2       0       2\n",
       "103 -0.659795  2.679961 -0.764921     2       2       2\n",
       "104  0.392354  2.098732 -0.471850     2       2       2\n",
       "105 -1.772499  1.717288  0.947033     2       0       2\n",
       "106 -0.366267  2.169353 -0.481324     2       2       2\n",
       "107 -1.620673  1.355583  0.287159     2       0       2\n",
       "108  0.082536  2.306235 -0.463575     2       2       2\n",
       "109  1.578275  1.462034  1.779646     2       0       2\n",
       "110  1.420569  1.418207  0.139276     2       0       2\n",
       "111 -0.278703  1.930568  0.078671     2       2       2\n",
       "112 -1.303145  0.763172  1.999597     2       0       2\n",
       "113 -0.457072  2.269416  1.061339     2       0       2\n",
       "114 -0.494186  1.939045  1.323938     2       0       2\n",
       "115  0.482074  3.871784  1.344271     2       0       2\n",
       "116 -0.252889  2.821492 -0.302640     2       2       2\n",
       "117 -0.107228  1.928922  0.690148     2       0       2\n",
       "118 -2.433013  1.257141 -1.903027     2       2       1\n",
       "119 -0.551090  2.222162 -0.356229     2       2       2\n",
       "120  0.739622  1.408957  1.125345     2       0       2\n",
       "121  1.336322 -0.253337  5.345388     2       0       0\n",
       "122 -1.177087  0.663967  3.010222     2       1       2\n",
       "123 -0.462335  0.618288  0.483442     2       0       2\n",
       "124  0.978474  1.445570  1.481237     2       0       2\n",
       "125 -0.096810  2.109998  0.434826     2       0       2\n",
       "126  0.038487  1.266762  0.687578     2       0       2\n",
       "127 -1.597159  1.208144  3.361176     2       1       2\n",
       "128 -0.479565  1.938841  1.296508     2       0       2\n",
       "129 -1.792833  1.150288  0.782800     2       0       2\n",
       "130 -1.327102 -0.170389 -1.180013     3       2       1\n",
       "131 -2.384501 -0.374583 -0.723823     3       1       1\n",
       "132 -2.936940 -0.263862 -0.167640     3       1       1\n",
       "133 -2.146811 -0.368255 -0.453301     3       1       1\n",
       "134 -2.369869  0.459635 -1.101400     3       1       1\n",
       "135 -3.063842 -0.353413 -1.099124     3       1       1\n",
       "136 -3.915754 -0.154583  0.221828     3       1       1\n",
       "137 -3.936463 -0.659687  1.712215     3       1       1\n",
       "138 -3.094276 -0.348843 -1.026831     3       1       1\n",
       "139 -2.374472 -0.291980  1.241914     3       1       1\n",
       "140 -2.778813 -0.286805  0.609670     3       1       1\n",
       "141 -2.286561 -0.372508 -0.971643     3       1       1\n",
       "142 -2.985633 -0.489218  0.946953     3       1       1\n",
       "143 -2.375195 -0.482334 -0.252884     3       1       1\n",
       "144 -2.209866 -1.160053 -1.245125     3       1       1\n",
       "145 -2.625621 -0.563161 -0.855961     3       1       1\n",
       "146 -4.280639 -0.649671 -1.458197     3       1       1\n",
       "147 -3.582641 -1.272703 -0.110784     3       1       1\n",
       "148 -2.807064 -1.570534 -0.472528     3       1       1\n",
       "149 -2.899659 -2.041057 -0.495960     3       1       1\n",
       "150 -2.320737 -2.356366  0.437682     3       1       1\n",
       "151 -2.549831 -2.045283 -0.312268     3       1       1\n",
       "152 -1.812541 -1.527646  1.362590     3       1       1\n",
       "153 -2.760145 -2.138932 -0.964629     3       1       1\n",
       "154 -2.737151 -0.409886 -1.190405     3       1       1\n",
       "155 -3.604869 -1.802384 -0.094037     3       1       1\n",
       "156 -2.889826 -1.925219 -0.782323     3       1       1\n",
       "157 -3.392156 -1.311876  1.602026     3       1       1\n",
       "158 -1.048182 -3.515090  1.160039     3       1       1\n",
       "159 -1.609912 -2.406638  0.548560     3       1       1\n",
       "160 -3.143131 -0.738161 -0.090999     3       1       1\n",
       "161 -2.240157 -1.175465 -0.101377     3       1       1\n",
       "162 -2.847674 -0.556044  0.804215     3       1       1\n",
       "163 -2.597497 -0.697966 -0.884940     3       1       1\n",
       "164 -2.949299 -1.555309 -0.983401     3       1       1\n",
       "165 -3.530032 -0.882527 -0.466029     3       1       1\n",
       "166 -2.406111 -2.592356  0.428226     3       1       1\n",
       "167 -2.929085 -1.274447 -1.213358     3       1       1\n",
       "168 -2.181413 -2.077537  0.763783     3       1       1\n",
       "169 -2.380928 -2.588667  1.418044     3       1       1\n",
       "170 -3.211617  0.251249 -0.847129     3       1       1\n",
       "171 -3.677919 -0.847748 -1.339420     3       1       1\n",
       "172 -2.465556 -2.193798 -0.918781     3       1       1\n",
       "173 -3.370524 -2.216289 -0.342570     3       1       1\n",
       "174 -2.601956 -1.757229  0.207581     3       1       1\n",
       "175 -2.677839 -2.760899 -0.940942     3       1       1\n",
       "176 -2.387017 -2.297347 -0.550696     3       1       1\n",
       "177 -3.208758 -2.768920  1.013914     3       1       1"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_data_kmeans=pd.concat([final_data_Hclust,kmeansclust],axis=1)\n",
    "final_data_kmeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## By observing the above clustering concecept  i have concluded that the data from the 3 pca is not suffcient for dividing the data into cluster and the algorithm is miss classifying the data   "
   ]
  }
 ],
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