Ep.11 Datasets.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn import linear_model\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "reg = linear_model.LogisticRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "archivo = \"irisdatos.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(archivo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>f</th>\n",
       "      <th>g</th>\n",
       "      <th>h</th>\n",
       "      <th>I</th>\n",
       "      <th>etiqueta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.050847</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>0.305556</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.118644</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.6</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.9</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5.4</td>\n",
       "      <td>0.305556</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4.8</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.101695</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.3</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.016949</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5.8</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.033898</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5.7</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.999900</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5.4</td>\n",
       "      <td>0.305556</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.050847</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.1</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5.7</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.118644</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5.1</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.4</td>\n",
       "      <td>0.305556</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.118644</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5.1</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4.6</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.1</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.118644</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4.8</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.152542</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.101695</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.101695</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5.2</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.084746</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5.2</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.067797</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.7</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.101695</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>6.5</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.813559</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>7.6</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.949153</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>4.9</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.593220</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>7.3</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.898305</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>6.7</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.813559</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>7.2</td>\n",
       "      <td>0.805556</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0.864407</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.999900</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>6.5</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.1</td>\n",
       "      <td>0.694915</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>6.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0.728814</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>6.8</td>\n",
       "      <td>0.694444</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.762712</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>5.7</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.677966</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>5.8</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>5.1</td>\n",
       "      <td>0.694915</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>6.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0.728814</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>6.5</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.762712</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>7.7</td>\n",
       "      <td>0.944444</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0.966102</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>7.7</td>\n",
       "      <td>0.944444</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0.999900</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.677966</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>6.9</td>\n",
       "      <td>0.722222</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.7</td>\n",
       "      <td>0.796610</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>5.6</td>\n",
       "      <td>0.361111</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.661017</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>7.7</td>\n",
       "      <td>0.944444</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0.966102</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>6.3</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.661017</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>6.7</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>5.7</td>\n",
       "      <td>0.796610</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>7.2</td>\n",
       "      <td>0.805556</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.847458</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>6.2</td>\n",
       "      <td>0.527778</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.644068</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>6.1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.661017</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.708333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>6.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.779661</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>7.2</td>\n",
       "      <td>0.805556</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.813559</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.861111</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0.864407</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>7.9</td>\n",
       "      <td>0.999900</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.915254</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.791667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>6.4</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.779661</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>6.3</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>5.1</td>\n",
       "      <td>0.694915</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      a         b    c         d    f         g    h         I  etiqueta\n",
       "0   5.1  0.222222  3.5  0.625000  1.4  0.067797  0.2  0.041667         1\n",
       "1   4.9  0.166667  3.0  0.416667  1.4  0.067797  0.2  0.041667         1\n",
       "2   4.7  0.111111  3.2  0.500000  1.3  0.050847  0.2  0.041667         1\n",
       "3   4.6  0.083333  3.1  0.458333  1.5  0.084746  0.2  0.041667         1\n",
       "4   5.0  0.194444  3.6  0.666667  1.4  0.067797  0.2  0.041667         1\n",
       "5   5.4  0.305556  3.9  0.791667  1.7  0.118644  0.4  0.125000         1\n",
       "6   4.6  0.083333  3.4  0.583333  1.4  0.067797  0.3  0.083333         1\n",
       "7   5.0  0.194444  3.4  0.583333  1.5  0.084746  0.2  0.041667         1\n",
       "8   4.4  0.027778  2.9  0.375000  1.4  0.067797  0.2  0.041667         1\n",
       "9   4.9  0.166667  3.1  0.458333  1.5  0.084746  0.1  0.010000         1\n",
       "10  5.4  0.305556  3.7  0.708333  1.5  0.084746  0.2  0.041667         1\n",
       "11  4.8  0.138889  3.4  0.583333  1.6  0.101695  0.2  0.041667         1\n",
       "12  4.8  0.138889  3.0  0.416667  1.4  0.067797  0.1  0.010000         1\n",
       "13  4.3  0.010000  3.0  0.416667  1.1  0.016949  0.1  0.010000         1\n",
       "14  5.8  0.416667  4.0  0.833333  1.2  0.033898  0.2  0.041667         1\n",
       "15  5.7  0.388889  4.4  0.999900  1.5  0.084746  0.4  0.125000         1\n",
       "16  5.4  0.305556  3.9  0.791667  1.3  0.050847  0.4  0.125000         1\n",
       "17  5.1  0.222222  3.5  0.625000  1.4  0.067797  0.3  0.083333         1\n",
       "18  5.7  0.388889  3.8  0.750000  1.7  0.118644  0.3  0.083333         1\n",
       "19  5.1  0.222222  3.8  0.750000  1.5  0.084746  0.3  0.083333         1\n",
       "20  5.4  0.305556  3.4  0.583333  1.7  0.118644  0.2  0.041667         1\n",
       "21  5.1  0.222222  3.7  0.708333  1.5  0.084746  0.4  0.125000         1\n",
       "22  4.6  0.083333  3.6  0.666667  1.0  0.010000  0.2  0.041667         1\n",
       "23  5.1  0.222222  3.3  0.541667  1.7  0.118644  0.5  0.166667         1\n",
       "24  4.8  0.138889  3.4  0.583333  1.9  0.152542  0.2  0.041667         1\n",
       "25  5.0  0.194444  3.0  0.416667  1.6  0.101695  0.2  0.041667         1\n",
       "26  5.0  0.194444  3.4  0.583333  1.6  0.101695  0.4  0.125000         1\n",
       "27  5.2  0.250000  3.5  0.625000  1.5  0.084746  0.2  0.041667         1\n",
       "28  5.2  0.250000  3.4  0.583333  1.4  0.067797  0.2  0.041667         1\n",
       "29  4.7  0.111111  3.2  0.500000  1.6  0.101695  0.2  0.041667         1\n",
       "..  ...       ...  ...       ...  ...       ...  ...       ...       ...\n",
       "70  6.5  0.611111  3.0  0.416667  5.8  0.813559  2.2  0.875000         3\n",
       "71  7.6  0.916667  3.0  0.416667  6.6  0.949153  2.1  0.833333         3\n",
       "72  4.9  0.166667  2.5  0.208333  4.5  0.593220  1.7  0.666667         3\n",
       "73  7.3  0.833333  2.9  0.375000  6.3  0.898305  1.8  0.708333         3\n",
       "74  6.7  0.666667  2.5  0.208333  5.8  0.813559  1.8  0.708333         3\n",
       "75  7.2  0.805556  3.6  0.666667  6.1  0.864407  2.5  0.999900         3\n",
       "76  6.5  0.611111  3.2  0.500000  5.1  0.694915  2.0  0.791667         3\n",
       "77  6.4  0.583333  2.7  0.291667  5.3  0.728814  1.9  0.750000         3\n",
       "78  6.8  0.694444  3.0  0.416667  5.5  0.762712  2.1  0.833333         3\n",
       "79  5.7  0.388889  2.5  0.208333  5.0  0.677966  2.0  0.791667         3\n",
       "80  5.8  0.416667  2.8  0.333333  5.1  0.694915  2.4  0.958333         3\n",
       "81  6.4  0.583333  3.2  0.500000  5.3  0.728814  2.3  0.916667         3\n",
       "82  6.5  0.611111  3.0  0.416667  5.5  0.762712  1.8  0.708333         3\n",
       "83  7.7  0.944444  3.8  0.750000  6.7  0.966102  2.2  0.875000         3\n",
       "84  7.7  0.944444  2.6  0.250000  6.9  0.999900  2.3  0.916667         3\n",
       "85  6.0  0.472222  2.2  0.083333  5.0  0.677966  1.5  0.583333         3\n",
       "86  6.9  0.722222  3.2  0.500000  5.7  0.796610  2.3  0.916667         3\n",
       "87  5.6  0.361111  2.8  0.333333  4.9  0.661017  2.0  0.791667         3\n",
       "88  7.7  0.944444  2.8  0.333333  6.7  0.966102  2.0  0.791667         3\n",
       "89  6.3  0.555556  2.7  0.291667  4.9  0.661017  1.8  0.708333         3\n",
       "90  6.7  0.666667  3.3  0.541667  5.7  0.796610  2.1  0.833333         3\n",
       "91  7.2  0.805556  3.2  0.500000  6.0  0.847458  1.8  0.708333         3\n",
       "92  6.2  0.527778  2.8  0.333333  4.8  0.644068  1.8  0.708333         3\n",
       "93  6.1  0.500000  3.0  0.416667  4.9  0.661017  1.8  0.708333         3\n",
       "94  6.4  0.583333  2.8  0.333333  5.6  0.779661  2.1  0.833333         3\n",
       "95  7.2  0.805556  3.0  0.416667  5.8  0.813559  1.6  0.625000         3\n",
       "96  7.4  0.861111  2.8  0.333333  6.1  0.864407  1.9  0.750000         3\n",
       "97  7.9  0.999900  3.8  0.750000  6.4  0.915254  2.0  0.791667         3\n",
       "98  6.4  0.583333  2.8  0.333333  5.6  0.779661  2.2  0.875000         3\n",
       "99  6.3  0.555556  2.8  0.333333  5.1  0.694915  1.5  0.583333         3\n",
       "\n",
       "[100 rows x 9 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "arreglox = df[df.columns[:-1]].as_matrix()\n",
    "arregloy=df[df.columns[-1]].as_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 5.1       ,  0.22222222,  3.5       ,  0.625     ,  1.4       ,\n",
       "         0.06779661,  0.2       ,  0.04166667],\n",
       "       [ 4.9       ,  0.16666667,  3.        ,  0.41666667,  1.4       ,\n",
       "         0.06779661,  0.2       ,  0.04166667],\n",
       "       [ 4.7       ,  0.11111111,  3.2       ,  0.5       ,  1.3       ,\n",
       "         0.05084746,  0.2       ,  0.04166667],\n",
       "       [ 4.6       ,  0.08333333,  3.1       ,  0.45833333,  1.5       ,\n",
       "         0.08474576,  0.2       ,  0.04166667],\n",
       "       [ 5.        ,  0.19444444,  3.6       ,  0.66666667,  1.4       ,\n",
       "         0.06779661,  0.2       ,  0.04166667],\n",
       "       [ 5.4       ,  0.30555556,  3.9       ,  0.79166667,  1.7       ,\n",
       "         0.11864407,  0.4       ,  0.125     ],\n",
       "       [ 4.6       ,  0.08333333,  3.4       ,  0.58333333,  1.4       ,\n",
       "         0.06779661,  0.3       ,  0.08333333],\n",
       "       [ 5.        ,  0.19444444,  3.4       ,  0.58333333,  1.5       ,\n",
       "         0.08474576,  0.2       ,  0.04166667],\n",
       "       [ 4.4       ,  0.02777778,  2.9       ,  0.375     ,  1.4       ,\n",
       "         0.06779661,  0.2       ,  0.04166667],\n",
       "       [ 4.9       ,  0.16666667,  3.1       ,  0.45833333,  1.5       ,\n",
       "         0.08474576,  0.1       ,  0.01      ],\n",
       "       [ 5.4       ,  0.30555556,  3.7       ,  0.70833333,  1.5       ,\n",
       "         0.08474576,  0.2       ,  0.04166667],\n",
       "       [ 4.8       ,  0.13888889,  3.4       ,  0.58333333,  1.6       ,\n",
       "         0.10169491,  0.2       ,  0.04166667],\n",
       "       [ 4.8       ,  0.13888889,  3.        ,  0.41666667,  1.4       ,\n",
       "         0.06779661,  0.1       ,  0.01      ],\n",
       "       [ 4.3       ,  0.01      ,  3.        ,  0.41666667,  1.1       ,\n",
       "         0.01694915,  0.1       ,  0.01      ],\n",
       "       [ 5.8       ,  0.41666667,  4.        ,  0.83333333,  1.2       ,\n",
       "         0.0338983 ,  0.2       ,  0.04166667],\n",
       "       [ 5.7       ,  0.38888889,  4.4       ,  0.9999    ,  1.5       ,\n",
       "         0.08474576,  0.4       ,  0.125     ],\n",
       "       [ 5.4       ,  0.30555556,  3.9       ,  0.79166667,  1.3       ,\n",
       "         0.05084746,  0.4       ,  0.125     ],\n",
       "       [ 5.1       ,  0.22222222,  3.5       ,  0.625     ,  1.4       ,\n",
       "         0.06779661,  0.3       ,  0.08333333],\n",
       "       [ 5.7       ,  0.38888889,  3.8       ,  0.75      ,  1.7       ,\n",
       "         0.11864407,  0.3       ,  0.08333333],\n",
       "       [ 5.1       ,  0.22222222,  3.8       ,  0.75      ,  1.5       ,\n",
       "         0.08474576,  0.3       ,  0.08333333],\n",
       "       [ 5.4       ,  0.30555556,  3.4       ,  0.58333333,  1.7       ,\n",
       "         0.11864407,  0.2       ,  0.04166667],\n",
       "       [ 5.1       ,  0.22222222,  3.7       ,  0.70833333,  1.5       ,\n",
       "         0.08474576,  0.4       ,  0.125     ],\n",
       "       [ 4.6       ,  0.08333333,  3.6       ,  0.66666667,  1.        ,\n",
       "         0.01      ,  0.2       ,  0.04166667],\n",
       "       [ 5.1       ,  0.22222222,  3.3       ,  0.54166667,  1.7       ,\n",
       "         0.11864407,  0.5       ,  0.16666667],\n",
       "       [ 4.8       ,  0.13888889,  3.4       ,  0.58333333,  1.9       ,\n",
       "         0.15254237,  0.2       ,  0.04166667],\n",
       "       [ 5.        ,  0.19444444,  3.        ,  0.41666667,  1.6       ,\n",
       "         0.10169491,  0.2       ,  0.04166667],\n",
       "       [ 5.        ,  0.19444444,  3.4       ,  0.58333333,  1.6       ,\n",
       "         0.10169491,  0.4       ,  0.125     ],\n",
       "       [ 5.2       ,  0.25      ,  3.5       ,  0.625     ,  1.5       ,\n",
       "         0.08474576,  0.2       ,  0.04166667],\n",
       "       [ 5.2       ,  0.25      ,  3.4       ,  0.58333333,  1.4       ,\n",
       "         0.06779661,  0.2       ,  0.04166667],\n",
       "       [ 4.7       ,  0.11111111,  3.2       ,  0.5       ,  1.6       ,\n",
       "         0.10169491,  0.2       ,  0.04166667],\n",
       "       [ 4.8       ,  0.13888889,  3.1       ,  0.45833333,  1.6       ,\n",
       "         0.10169491,  0.2       ,  0.04166667],\n",
       "       [ 5.4       ,  0.30555556,  3.4       ,  0.58333333,  1.5       ,\n",
       "         0.08474576,  0.4       ,  0.125     ],\n",
       "       [ 7.        ,  0.75      ,  3.2       ,  0.5       ,  4.7       ,\n",
       "         0.62711864,  1.4       ,  0.54166667],\n",
       "       [ 6.4       ,  0.58333333,  3.2       ,  0.5       ,  4.5       ,\n",
       "         0.59322034,  1.5       ,  0.58333333],\n",
       "       [ 6.9       ,  0.72222222,  3.1       ,  0.45833333,  4.9       ,\n",
       "         0.66101695,  1.5       ,  0.58333333],\n",
       "       [ 5.5       ,  0.33333333,  2.3       ,  0.125     ,  4.        ,\n",
       "         0.50847458,  1.3       ,  0.5       ],\n",
       "       [ 6.5       ,  0.61111111,  2.8       ,  0.33333333,  4.6       ,\n",
       "         0.61016949,  1.5       ,  0.58333333],\n",
       "       [ 5.7       ,  0.38888889,  2.8       ,  0.33333333,  4.5       ,\n",
       "         0.59322034,  1.3       ,  0.5       ],\n",
       "       [ 6.3       ,  0.55555556,  3.3       ,  0.54166667,  4.7       ,\n",
       "         0.62711864,  1.6       ,  0.625     ],\n",
       "       [ 4.9       ,  0.16666667,  2.4       ,  0.16666667,  3.3       ,\n",
       "         0.38983051,  1.        ,  0.375     ],\n",
       "       [ 6.6       ,  0.63888889,  2.9       ,  0.375     ,  4.6       ,\n",
       "         0.61016949,  1.3       ,  0.5       ],\n",
       "       [ 5.2       ,  0.25      ,  2.7       ,  0.29166667,  3.9       ,\n",
       "         0.49152542,  1.4       ,  0.54166667],\n",
       "       [ 5.        ,  0.19444444,  2.        ,  0.01      ,  3.5       ,\n",
       "         0.42372881,  1.        ,  0.375     ],\n",
       "       [ 5.9       ,  0.44444444,  3.        ,  0.41666667,  4.2       ,\n",
       "         0.54237288,  1.5       ,  0.58333333],\n",
       "       [ 6.        ,  0.47222222,  2.2       ,  0.08333333,  4.        ,\n",
       "         0.50847458,  1.        ,  0.375     ],\n",
       "       [ 6.1       ,  0.5       ,  2.9       ,  0.375     ,  4.7       ,\n",
       "         0.62711864,  1.4       ,  0.54166667],\n",
       "       [ 5.6       ,  0.36111111,  2.9       ,  0.375     ,  3.6       ,\n",
       "         0.44067797,  1.3       ,  0.5       ],\n",
       "       [ 6.7       ,  0.66666667,  3.1       ,  0.45833333,  4.4       ,\n",
       "         0.57627119,  1.4       ,  0.54166667],\n",
       "       [ 5.6       ,  0.36111111,  3.        ,  0.41666667,  4.5       ,\n",
       "         0.59322034,  1.5       ,  0.58333333],\n",
       "       [ 5.8       ,  0.41666667,  2.7       ,  0.29166667,  4.1       ,\n",
       "         0.52542373,  1.        ,  0.375     ],\n",
       "       [ 6.2       ,  0.52777778,  2.2       ,  0.08333333,  4.5       ,\n",
       "         0.59322034,  1.5       ,  0.58333333],\n",
       "       [ 5.6       ,  0.36111111,  2.5       ,  0.20833333,  3.9       ,\n",
       "         0.49152542,  1.1       ,  0.41666667],\n",
       "       [ 5.9       ,  0.44444444,  3.2       ,  0.5       ,  4.8       ,\n",
       "         0.6440678 ,  1.8       ,  0.70833333],\n",
       "       [ 6.1       ,  0.5       ,  2.8       ,  0.33333333,  4.        ,\n",
       "         0.50847458,  1.3       ,  0.5       ],\n",
       "       [ 6.3       ,  0.55555556,  2.5       ,  0.20833333,  4.9       ,\n",
       "         0.66101695,  1.5       ,  0.58333333],\n",
       "       [ 6.1       ,  0.5       ,  2.8       ,  0.33333333,  4.7       ,\n",
       "         0.62711864,  1.2       ,  0.45833333],\n",
       "       [ 6.4       ,  0.58333333,  2.9       ,  0.375     ,  4.3       ,\n",
       "         0.55932203,  1.3       ,  0.5       ],\n",
       "       [ 6.6       ,  0.63888889,  3.        ,  0.41666667,  4.4       ,\n",
       "         0.57627119,  1.4       ,  0.54166667],\n",
       "       [ 6.8       ,  0.69444444,  2.8       ,  0.33333333,  4.8       ,\n",
       "         0.6440678 ,  1.4       ,  0.54166667],\n",
       "       [ 6.7       ,  0.66666667,  3.        ,  0.41666667,  5.        ,\n",
       "         0.6779661 ,  1.7       ,  0.66666667],\n",
       "       [ 6.        ,  0.47222222,  2.9       ,  0.375     ,  4.5       ,\n",
       "         0.59322034,  1.5       ,  0.58333333],\n",
       "       [ 5.7       ,  0.38888889,  2.6       ,  0.25      ,  3.5       ,\n",
       "         0.42372881,  1.        ,  0.375     ],\n",
       "       [ 5.5       ,  0.33333333,  2.4       ,  0.16666667,  3.8       ,\n",
       "         0.47457627,  1.1       ,  0.41666667],\n",
       "       [ 5.5       ,  0.33333333,  2.4       ,  0.16666667,  3.7       ,\n",
       "         0.45762712,  1.        ,  0.375     ],\n",
       "       [ 5.8       ,  0.41666667,  2.7       ,  0.29166667,  3.9       ,\n",
       "         0.49152542,  1.2       ,  0.45833333],\n",
       "       [ 6.        ,  0.47222222,  2.7       ,  0.29166667,  5.1       ,\n",
       "         0.69491525,  1.6       ,  0.625     ],\n",
       "       [ 6.3       ,  0.55555556,  3.3       ,  0.54166667,  6.        ,\n",
       "         0.84745763,  2.5       ,  0.9999    ],\n",
       "       [ 5.8       ,  0.41666667,  2.7       ,  0.29166667,  5.1       ,\n",
       "         0.69491525,  1.9       ,  0.75      ],\n",
       "       [ 7.1       ,  0.77777778,  3.        ,  0.41666667,  5.9       ,\n",
       "         0.83050848,  2.1       ,  0.83333333],\n",
       "       [ 6.3       ,  0.55555556,  2.9       ,  0.375     ,  5.6       ,\n",
       "         0.77966102,  1.8       ,  0.70833333],\n",
       "       [ 6.5       ,  0.61111111,  3.        ,  0.41666667,  5.8       ,\n",
       "         0.81355932,  2.2       ,  0.875     ],\n",
       "       [ 7.6       ,  0.91666667,  3.        ,  0.41666667,  6.6       ,\n",
       "         0.94915254,  2.1       ,  0.83333333],\n",
       "       [ 4.9       ,  0.16666667,  2.5       ,  0.20833333,  4.5       ,\n",
       "         0.59322034,  1.7       ,  0.66666667],\n",
       "       [ 7.3       ,  0.83333333,  2.9       ,  0.375     ,  6.3       ,\n",
       "         0.89830508,  1.8       ,  0.70833333],\n",
       "       [ 6.7       ,  0.66666667,  2.5       ,  0.20833333,  5.8       ,\n",
       "         0.81355932,  1.8       ,  0.70833333],\n",
       "       [ 7.2       ,  0.80555556,  3.6       ,  0.66666667,  6.1       ,\n",
       "         0.86440678,  2.5       ,  0.9999    ],\n",
       "       [ 6.5       ,  0.61111111,  3.2       ,  0.5       ,  5.1       ,\n",
       "         0.69491525,  2.        ,  0.79166667],\n",
       "       [ 6.4       ,  0.58333333,  2.7       ,  0.29166667,  5.3       ,\n",
       "         0.72881356,  1.9       ,  0.75      ],\n",
       "       [ 6.8       ,  0.69444444,  3.        ,  0.41666667,  5.5       ,\n",
       "         0.76271186,  2.1       ,  0.83333333],\n",
       "       [ 5.7       ,  0.38888889,  2.5       ,  0.20833333,  5.        ,\n",
       "         0.6779661 ,  2.        ,  0.79166667],\n",
       "       [ 5.8       ,  0.41666667,  2.8       ,  0.33333333,  5.1       ,\n",
       "         0.69491525,  2.4       ,  0.95833333],\n",
       "       [ 6.4       ,  0.58333333,  3.2       ,  0.5       ,  5.3       ,\n",
       "         0.72881356,  2.3       ,  0.91666667],\n",
       "       [ 6.5       ,  0.61111111,  3.        ,  0.41666667,  5.5       ,\n",
       "         0.76271186,  1.8       ,  0.70833333],\n",
       "       [ 7.7       ,  0.94444444,  3.8       ,  0.75      ,  6.7       ,\n",
       "         0.96610169,  2.2       ,  0.875     ],\n",
       "       [ 7.7       ,  0.94444444,  2.6       ,  0.25      ,  6.9       ,\n",
       "         0.9999    ,  2.3       ,  0.91666667],\n",
       "       [ 6.        ,  0.47222222,  2.2       ,  0.08333333,  5.        ,\n",
       "         0.6779661 ,  1.5       ,  0.58333333],\n",
       "       [ 6.9       ,  0.72222222,  3.2       ,  0.5       ,  5.7       ,\n",
       "         0.79661017,  2.3       ,  0.91666667],\n",
       "       [ 5.6       ,  0.36111111,  2.8       ,  0.33333333,  4.9       ,\n",
       "         0.66101695,  2.        ,  0.79166667],\n",
       "       [ 7.7       ,  0.94444444,  2.8       ,  0.33333333,  6.7       ,\n",
       "         0.96610169,  2.        ,  0.79166667],\n",
       "       [ 6.3       ,  0.55555556,  2.7       ,  0.29166667,  4.9       ,\n",
       "         0.66101695,  1.8       ,  0.70833333],\n",
       "       [ 6.7       ,  0.66666667,  3.3       ,  0.54166667,  5.7       ,\n",
       "         0.79661017,  2.1       ,  0.83333333],\n",
       "       [ 7.2       ,  0.80555556,  3.2       ,  0.5       ,  6.        ,\n",
       "         0.84745763,  1.8       ,  0.70833333],\n",
       "       [ 6.2       ,  0.52777778,  2.8       ,  0.33333333,  4.8       ,\n",
       "         0.6440678 ,  1.8       ,  0.70833333],\n",
       "       [ 6.1       ,  0.5       ,  3.        ,  0.41666667,  4.9       ,\n",
       "         0.66101695,  1.8       ,  0.70833333],\n",
       "       [ 6.4       ,  0.58333333,  2.8       ,  0.33333333,  5.6       ,\n",
       "         0.77966102,  2.1       ,  0.83333333],\n",
       "       [ 7.2       ,  0.80555556,  3.        ,  0.41666667,  5.8       ,\n",
       "         0.81355932,  1.6       ,  0.625     ],\n",
       "       [ 7.4       ,  0.86111111,  2.8       ,  0.33333333,  6.1       ,\n",
       "         0.86440678,  1.9       ,  0.75      ],\n",
       "       [ 7.9       ,  0.9999    ,  3.8       ,  0.75      ,  6.4       ,\n",
       "         0.91525424,  2.        ,  0.79166667],\n",
       "       [ 6.4       ,  0.58333333,  2.8       ,  0.33333333,  5.6       ,\n",
       "         0.77966102,  2.2       ,  0.875     ],\n",
       "       [ 6.3       ,  0.55555556,  2.8       ,  0.33333333,  5.1       ,\n",
       "         0.69491525,  1.5       ,  0.58333333]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arreglox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 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, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arregloy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(arreglox, arregloy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.83999999999999997"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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