doc/sample_demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
       "            max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, n_estimators=12, n_jobs=1,\n",
       "            oob_score=False, random_state=1960, verbose=0,\n",
       "            warm_start=False)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# build a model\n",
    "\n",
    "ds = datasets.load_breast_cancer();\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "clf = RandomForestClassifier(n_estimators=12, random_state = 1960)\n",
    "\n",
    "X = ds.data\n",
    "clf.fit(X , ds.target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "USING_PROBABILITY_AS_SCORE\n",
      "USING_PROBABILITY_AS_SCORE\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean radius</th>\n",
       "      <th>mean texture</th>\n",
       "      <th>mean perimeter</th>\n",
       "      <th>mean area</th>\n",
       "      <th>mean smoothness</th>\n",
       "      <th>mean compactness</th>\n",
       "      <th>mean concavity</th>\n",
       "      <th>mean concave points</th>\n",
       "      <th>mean symmetry</th>\n",
       "      <th>mean fractal dimension</th>\n",
       "      <th>...</th>\n",
       "      <th>reason_ep1</th>\n",
       "      <th>detailed_reason_1</th>\n",
       "      <th>reason_ep2</th>\n",
       "      <th>detailed_reason_2</th>\n",
       "      <th>reason_ep3</th>\n",
       "      <th>detailed_reason_3</th>\n",
       "      <th>reason_ep4</th>\n",
       "      <th>detailed_reason_4</th>\n",
       "      <th>reason_ep5</th>\n",
       "      <th>detailed_reason_5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>11.76</td>\n",
       "      <td>21.60</td>\n",
       "      <td>74.72</td>\n",
       "      <td>427.9</td>\n",
       "      <td>0.08637</td>\n",
       "      <td>0.04966</td>\n",
       "      <td>0.01657</td>\n",
       "      <td>0.01115</td>\n",
       "      <td>0.1495</td>\n",
       "      <td>0.05888</td>\n",
       "      <td>...</td>\n",
       "      <td>mean fractal dimension_concavity error</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "      <td>mean symmetry_symmetry error</td>\n",
       "      <td>[(0.106 &lt; 'mean symmetry' &lt;= 0.15876), (0.0078...</td>\n",
       "      <td>mean texture_smoothness error</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.001713 ...</td>\n",
       "      <td>perimeter error_area error</td>\n",
       "      <td>[(0.757 &lt; 'perimeter error' &lt;= 1.5166), (6.802...</td>\n",
       "      <td>mean texture_perimeter error</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.757 &lt; '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>13.21</td>\n",
       "      <td>25.25</td>\n",
       "      <td>84.10</td>\n",
       "      <td>537.9</td>\n",
       "      <td>0.08791</td>\n",
       "      <td>0.05205</td>\n",
       "      <td>0.02772</td>\n",
       "      <td>0.02068</td>\n",
       "      <td>0.1619</td>\n",
       "      <td>0.05584</td>\n",
       "      <td>...</td>\n",
       "      <td>compactness error_worst symmetry</td>\n",
       "      <td>[(0.002252 &lt; 'compactness error' &lt;= 0.0118), (...</td>\n",
       "      <td>mean texture_worst smoothness</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.07117 &lt;...</td>\n",
       "      <td>mean fractal dimension_worst texture</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "      <td>mean texture_smoothness error</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.001713 ...</td>\n",
       "      <td>worst texture_worst perimeter</td>\n",
       "      <td>[(12.02 &lt; 'worst texture' &lt;= 20.176), (50.41 &lt;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>15.53</td>\n",
       "      <td>33.56</td>\n",
       "      <td>103.70</td>\n",
       "      <td>744.9</td>\n",
       "      <td>0.10630</td>\n",
       "      <td>0.16390</td>\n",
       "      <td>0.17510</td>\n",
       "      <td>0.08399</td>\n",
       "      <td>0.2091</td>\n",
       "      <td>0.06650</td>\n",
       "      <td>...</td>\n",
       "      <td>mean compactness_radius error</td>\n",
       "      <td>[(0.01938 &lt; 'mean compactness' &lt;= 0.059638), (...</td>\n",
       "      <td>concavity error_symmetry error</td>\n",
       "      <td>[(0.0 &lt; 'concavity error' &lt;= 0.013212), (0.007...</td>\n",
       "      <td>perimeter error_area error</td>\n",
       "      <td>[(0.757 &lt; 'perimeter error' &lt;= 1.5166), (6.802...</td>\n",
       "      <td>mean area_perimeter error</td>\n",
       "      <td>[(143.5 &lt; 'mean area' &lt;= 396.56), (0.757 &lt; 'pe...</td>\n",
       "      <td>mean area_radius error</td>\n",
       "      <td>[(143.5 &lt; 'mean area' &lt;= 396.56), (0.1115 &lt; 'r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>18.46</td>\n",
       "      <td>18.52</td>\n",
       "      <td>121.10</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>0.09874</td>\n",
       "      <td>0.10530</td>\n",
       "      <td>0.13350</td>\n",
       "      <td>0.08795</td>\n",
       "      <td>0.2132</td>\n",
       "      <td>0.06022</td>\n",
       "      <td>...</td>\n",
       "      <td>mean compactness_worst concavity</td>\n",
       "      <td>[(0.01938 &lt; 'mean compactness' &lt;= 0.059638), (...</td>\n",
       "      <td>symmetry error_worst compactness</td>\n",
       "      <td>[(0.007882 &lt; 'symmetry error' &lt;= 0.01454), (0....</td>\n",
       "      <td>mean texture_worst smoothness</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.07117 &lt;...</td>\n",
       "      <td>mean compactness_symmetry error</td>\n",
       "      <td>[(0.01938 &lt; 'mean compactness' &lt;= 0.059638), (...</td>\n",
       "      <td>mean texture_smoothness error</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.001713 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>11.47</td>\n",
       "      <td>16.03</td>\n",
       "      <td>73.02</td>\n",
       "      <td>402.7</td>\n",
       "      <td>0.09076</td>\n",
       "      <td>0.05886</td>\n",
       "      <td>0.02587</td>\n",
       "      <td>0.02322</td>\n",
       "      <td>0.1634</td>\n",
       "      <td>0.06372</td>\n",
       "      <td>...</td>\n",
       "      <td>mean concavity_texture error</td>\n",
       "      <td>[(0.0 &lt; 'mean concavity' &lt;= 0.02493), (0.3602 ...</td>\n",
       "      <td>mean concavity_worst texture</td>\n",
       "      <td>[(0.0 &lt; 'mean concavity' &lt;= 0.02493), (12.02 &lt;...</td>\n",
       "      <td>texture error_worst concavity</td>\n",
       "      <td>[(0.3602 &lt; 'texture error' &lt;= 0.7806), (0.0 &lt; ...</td>\n",
       "      <td>mean smoothness_worst smoothness</td>\n",
       "      <td>[(0.05263 &lt; 'mean smoothness' &lt;= 0.084206), (0...</td>\n",
       "      <td>worst texture_worst symmetry</td>\n",
       "      <td>[(12.02 &lt; 'worst texture' &lt;= 20.176), (0.1565 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>14.40</td>\n",
       "      <td>26.99</td>\n",
       "      <td>92.25</td>\n",
       "      <td>646.1</td>\n",
       "      <td>0.06995</td>\n",
       "      <td>0.05223</td>\n",
       "      <td>0.03476</td>\n",
       "      <td>0.01737</td>\n",
       "      <td>0.1707</td>\n",
       "      <td>0.05433</td>\n",
       "      <td>...</td>\n",
       "      <td>mean compactness_worst area</td>\n",
       "      <td>[(0.01938 &lt; 'mean compactness' &lt;= 0.059638), (...</td>\n",
       "      <td>concavity error_worst area</td>\n",
       "      <td>[(0.0 &lt; 'concavity error' &lt;= 0.013212), (185.2...</td>\n",
       "      <td>mean perimeter_worst area</td>\n",
       "      <td>[(43.79 &lt; 'mean perimeter' &lt;= 73.292), (185.2 ...</td>\n",
       "      <td>mean texture_worst perimeter</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (50.41 &lt; '...</td>\n",
       "      <td>worst texture_worst perimeter</td>\n",
       "      <td>[(12.02 &lt; 'worst texture' &lt;= 20.176), (50.41 &lt;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>19.59</td>\n",
       "      <td>25.00</td>\n",
       "      <td>127.70</td>\n",
       "      <td>1191.0</td>\n",
       "      <td>0.10320</td>\n",
       "      <td>0.09871</td>\n",
       "      <td>0.16550</td>\n",
       "      <td>0.09063</td>\n",
       "      <td>0.1663</td>\n",
       "      <td>0.05391</td>\n",
       "      <td>...</td>\n",
       "      <td>fractal dimension error_worst concave points</td>\n",
       "      <td>[(0.0008948 &lt; 'fractal dimension error' &lt;= 0.0...</td>\n",
       "      <td>symmetry error_worst compactness</td>\n",
       "      <td>[(0.007882 &lt; 'symmetry error' &lt;= 0.01454), (0....</td>\n",
       "      <td>perimeter error_worst compactness</td>\n",
       "      <td>[(0.757 &lt; 'perimeter error' &lt;= 1.5166), (0.027...</td>\n",
       "      <td>worst concave points_worst symmetry</td>\n",
       "      <td>[(0.0 &lt; 'worst concave points' &lt;= 0.058086), (...</td>\n",
       "      <td>worst compactness_worst concave points</td>\n",
       "      <td>[(0.02729 &lt; 'worst compactness' &lt;= 0.12566), (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>11.85</td>\n",
       "      <td>17.46</td>\n",
       "      <td>75.54</td>\n",
       "      <td>432.7</td>\n",
       "      <td>0.08372</td>\n",
       "      <td>0.05642</td>\n",
       "      <td>0.02688</td>\n",
       "      <td>0.02280</td>\n",
       "      <td>0.1875</td>\n",
       "      <td>0.05715</td>\n",
       "      <td>...</td>\n",
       "      <td>mean area_mean smoothness</td>\n",
       "      <td>[(143.5 &lt; 'mean area' &lt;= 396.56), (0.05263 &lt; '...</td>\n",
       "      <td>mean fractal dimension_worst texture</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "      <td>mean smoothness_symmetry error</td>\n",
       "      <td>[(0.05263 &lt; 'mean smoothness' &lt;= 0.084206), (0...</td>\n",
       "      <td>smoothness error_worst fractal dimension</td>\n",
       "      <td>[(0.001713 &lt; 'smoothness error' &lt;= 0.004871), ...</td>\n",
       "      <td>texture error_concave points error</td>\n",
       "      <td>[(0.3602 &lt; 'texture error' &lt;= 0.7806), (0.0 &lt; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>19.80</td>\n",
       "      <td>21.56</td>\n",
       "      <td>129.70</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.09383</td>\n",
       "      <td>0.13060</td>\n",
       "      <td>0.12720</td>\n",
       "      <td>0.08691</td>\n",
       "      <td>0.2094</td>\n",
       "      <td>0.05581</td>\n",
       "      <td>...</td>\n",
       "      <td>area error_concavity error</td>\n",
       "      <td>[(6.802 &lt; 'area error' &lt;= 16.64), (0.0 &lt; 'conc...</td>\n",
       "      <td>mean fractal dimension_worst compactness</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "      <td>mean texture_mean compactness</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.01938 &lt;...</td>\n",
       "      <td>mean texture_fractal dimension error</td>\n",
       "      <td>[(9.71 &lt; 'mean texture' &lt;= 15.656), (0.0008948...</td>\n",
       "      <td>mean fractal dimension_fractal dimension error</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>19.53</td>\n",
       "      <td>32.47</td>\n",
       "      <td>128.00</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>0.08420</td>\n",
       "      <td>0.11300</td>\n",
       "      <td>0.11450</td>\n",
       "      <td>0.06637</td>\n",
       "      <td>0.1428</td>\n",
       "      <td>0.05313</td>\n",
       "      <td>...</td>\n",
       "      <td>mean symmetry_texture error</td>\n",
       "      <td>[(0.106 &lt; 'mean symmetry' &lt;= 0.15876), (0.3602...</td>\n",
       "      <td>mean fractal dimension_worst compactness</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "      <td>concave points error_worst smoothness</td>\n",
       "      <td>[(0.0 &lt; 'concave points error' &lt;= 0.0068934), ...</td>\n",
       "      <td>mean concavity_concave points error</td>\n",
       "      <td>[(0.0 &lt; 'mean concavity' &lt;= 0.02493), (0.0 &lt; '...</td>\n",
       "      <td>mean fractal dimension_fractal dimension error</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>15.71</td>\n",
       "      <td>13.93</td>\n",
       "      <td>102.00</td>\n",
       "      <td>761.7</td>\n",
       "      <td>0.09462</td>\n",
       "      <td>0.09462</td>\n",
       "      <td>0.07135</td>\n",
       "      <td>0.05933</td>\n",
       "      <td>0.1816</td>\n",
       "      <td>0.05723</td>\n",
       "      <td>...</td>\n",
       "      <td>mean radius_worst fractal dimension</td>\n",
       "      <td>[(6.981 &lt; 'mean radius' &lt;= 11.366), (0.05504 &lt;...</td>\n",
       "      <td>mean perimeter_mean smoothness</td>\n",
       "      <td>[(43.79 &lt; 'mean perimeter' &lt;= 73.292), (0.0526...</td>\n",
       "      <td>mean perimeter_worst symmetry</td>\n",
       "      <td>[(43.79 &lt; 'mean perimeter' &lt;= 73.292), (0.1565...</td>\n",
       "      <td>mean radius_smoothness error</td>\n",
       "      <td>[(6.981 &lt; 'mean radius' &lt;= 11.366), (0.001713 ...</td>\n",
       "      <td>mean compactness_worst area</td>\n",
       "      <td>[(0.01938 &lt; 'mean compactness' &lt;= 0.059638), (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>9.72</td>\n",
       "      <td>18.22</td>\n",
       "      <td>60.73</td>\n",
       "      <td>288.1</td>\n",
       "      <td>0.06950</td>\n",
       "      <td>0.02344</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1653</td>\n",
       "      <td>0.06447</td>\n",
       "      <td>...</td>\n",
       "      <td>smoothness error_worst concavity</td>\n",
       "      <td>[(0.001713 &lt; 'smoothness error' &lt;= 0.004871), ...</td>\n",
       "      <td>smoothness error_worst compactness</td>\n",
       "      <td>[(0.001713 &lt; 'smoothness error' &lt;= 0.004871), ...</td>\n",
       "      <td>mean fractal dimension_concavity error</td>\n",
       "      <td>[(0.04996 &lt; 'mean fractal dimension' &lt;= 0.0568...</td>\n",
       "      <td>mean symmetry_symmetry error</td>\n",
       "      <td>[(0.106 &lt; 'mean symmetry' &lt;= 0.15876), (0.0078...</td>\n",
       "      <td>compactness error_worst symmetry</td>\n",
       "      <td>[(0.002252 &lt; 'compactness error' &lt;= 0.0118), (...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 1382 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean radius  mean texture  mean perimeter  mean area  mean smoothness  \\\n",
       "50         11.76         21.60           74.72      427.9          0.08637   \n",
       "457        13.21         25.25           84.10      537.9          0.08791   \n",
       "259        15.53         33.56          103.70      744.9          0.10630   \n",
       "85         18.46         18.52          121.10     1075.0          0.09874   \n",
       "348        11.47         16.03           73.02      402.7          0.09076   \n",
       "462        14.40         26.99           92.25      646.1          0.06995   \n",
       "451        19.59         25.00          127.70     1191.0          0.10320   \n",
       "293        11.85         17.46           75.54      432.7          0.08372   \n",
       "218        19.80         21.56          129.70     1230.0          0.09383   \n",
       "219        19.53         32.47          128.00     1223.0          0.08420   \n",
       "133        15.71         13.93          102.00      761.7          0.09462   \n",
       "192         9.72         18.22           60.73      288.1          0.06950   \n",
       "\n",
       "     mean compactness  mean concavity  mean concave points  mean symmetry  \\\n",
       "50            0.04966         0.01657              0.01115         0.1495   \n",
       "457           0.05205         0.02772              0.02068         0.1619   \n",
       "259           0.16390         0.17510              0.08399         0.2091   \n",
       "85            0.10530         0.13350              0.08795         0.2132   \n",
       "348           0.05886         0.02587              0.02322         0.1634   \n",
       "462           0.05223         0.03476              0.01737         0.1707   \n",
       "451           0.09871         0.16550              0.09063         0.1663   \n",
       "293           0.05642         0.02688              0.02280         0.1875   \n",
       "218           0.13060         0.12720              0.08691         0.2094   \n",
       "219           0.11300         0.11450              0.06637         0.1428   \n",
       "133           0.09462         0.07135              0.05933         0.1816   \n",
       "192           0.02344         0.00000              0.00000         0.1653   \n",
       "\n",
       "     mean fractal dimension  \\\n",
       "50                  0.05888   \n",
       "457                 0.05584   \n",
       "259                 0.06650   \n",
       "85                  0.06022   \n",
       "348                 0.06372   \n",
       "462                 0.05433   \n",
       "451                 0.05391   \n",
       "293                 0.05715   \n",
       "218                 0.05581   \n",
       "219                 0.05313   \n",
       "133                 0.05723   \n",
       "192                 0.06447   \n",
       "\n",
       "                           ...                          \\\n",
       "50                         ...                           \n",
       "457                        ...                           \n",
       "259                        ...                           \n",
       "85                         ...                           \n",
       "348                        ...                           \n",
       "462                        ...                           \n",
       "451                        ...                           \n",
       "293                        ...                           \n",
       "218                        ...                           \n",
       "219                        ...                           \n",
       "133                        ...                           \n",
       "192                        ...                           \n",
       "\n",
       "                                       reason_ep1  \\\n",
       "50         mean fractal dimension_concavity error   \n",
       "457              compactness error_worst symmetry   \n",
       "259                 mean compactness_radius error   \n",
       "85               mean compactness_worst concavity   \n",
       "348                  mean concavity_texture error   \n",
       "462                   mean compactness_worst area   \n",
       "451  fractal dimension error_worst concave points   \n",
       "293                     mean area_mean smoothness   \n",
       "218                    area error_concavity error   \n",
       "219                   mean symmetry_texture error   \n",
       "133           mean radius_worst fractal dimension   \n",
       "192              smoothness error_worst concavity   \n",
       "\n",
       "                                     detailed_reason_1  \\\n",
       "50   [(0.04996 < 'mean fractal dimension' <= 0.0568...   \n",
       "457  [(0.002252 < 'compactness error' <= 0.0118), (...   \n",
       "259  [(0.01938 < 'mean compactness' <= 0.059638), (...   \n",
       "85   [(0.01938 < 'mean compactness' <= 0.059638), (...   \n",
       "348  [(0.0 < 'mean concavity' <= 0.02493), (0.3602 ...   \n",
       "462  [(0.01938 < 'mean compactness' <= 0.059638), (...   \n",
       "451  [(0.0008948 < 'fractal dimension error' <= 0.0...   \n",
       "293  [(143.5 < 'mean area' <= 396.56), (0.05263 < '...   \n",
       "218  [(6.802 < 'area error' <= 16.64), (0.0 < 'conc...   \n",
       "219  [(0.106 < 'mean symmetry' <= 0.15876), (0.3602...   \n",
       "133  [(6.981 < 'mean radius' <= 11.366), (0.05504 <...   \n",
       "192  [(0.001713 < 'smoothness error' <= 0.004871), ...   \n",
       "\n",
       "                                   reason_ep2  \\\n",
       "50               mean symmetry_symmetry error   \n",
       "457             mean texture_worst smoothness   \n",
       "259            concavity error_symmetry error   \n",
       "85           symmetry error_worst compactness   \n",
       "348              mean concavity_worst texture   \n",
       "462                concavity error_worst area   \n",
       "451          symmetry error_worst compactness   \n",
       "293      mean fractal dimension_worst texture   \n",
       "218  mean fractal dimension_worst compactness   \n",
       "219  mean fractal dimension_worst compactness   \n",
       "133            mean perimeter_mean smoothness   \n",
       "192        smoothness error_worst compactness   \n",
       "\n",
       "                                     detailed_reason_2  \\\n",
       "50   [(0.106 < 'mean symmetry' <= 0.15876), (0.0078...   \n",
       "457  [(9.71 < 'mean texture' <= 15.656), (0.07117 <...   \n",
       "259  [(0.0 < 'concavity error' <= 0.013212), (0.007...   \n",
       "85   [(0.007882 < 'symmetry error' <= 0.01454), (0....   \n",
       "348  [(0.0 < 'mean concavity' <= 0.02493), (12.02 <...   \n",
       "462  [(0.0 < 'concavity error' <= 0.013212), (185.2...   \n",
       "451  [(0.007882 < 'symmetry error' <= 0.01454), (0....   \n",
       "293  [(0.04996 < 'mean fractal dimension' <= 0.0568...   \n",
       "218  [(0.04996 < 'mean fractal dimension' <= 0.0568...   \n",
       "219  [(0.04996 < 'mean fractal dimension' <= 0.0568...   \n",
       "133  [(43.79 < 'mean perimeter' <= 73.292), (0.0526...   \n",
       "192  [(0.001713 < 'smoothness error' <= 0.004871), ...   \n",
       "\n",
       "                                 reason_ep3  \\\n",
       "50            mean texture_smoothness error   \n",
       "457    mean fractal dimension_worst texture   \n",
       "259              perimeter error_area error   \n",
       "85            mean texture_worst smoothness   \n",
       "348           texture error_worst concavity   \n",
       "462               mean perimeter_worst area   \n",
       "451       perimeter error_worst compactness   \n",
       "293          mean smoothness_symmetry error   \n",
       "218           mean texture_mean compactness   \n",
       "219   concave points error_worst smoothness   \n",
       "133           mean perimeter_worst symmetry   \n",
       "192  mean fractal dimension_concavity error   \n",
       "\n",
       "                                     detailed_reason_3  \\\n",
       "50   [(9.71 < 'mean texture' <= 15.656), (0.001713 ...   \n",
       "457  [(0.04996 < 'mean fractal dimension' <= 0.0568...   \n",
       "259  [(0.757 < 'perimeter error' <= 1.5166), (6.802...   \n",
       "85   [(9.71 < 'mean texture' <= 15.656), (0.07117 <...   \n",
       "348  [(0.3602 < 'texture error' <= 0.7806), (0.0 < ...   \n",
       "462  [(43.79 < 'mean perimeter' <= 73.292), (185.2 ...   \n",
       "451  [(0.757 < 'perimeter error' <= 1.5166), (0.027...   \n",
       "293  [(0.05263 < 'mean smoothness' <= 0.084206), (0...   \n",
       "218  [(9.71 < 'mean texture' <= 15.656), (0.01938 <...   \n",
       "219  [(0.0 < 'concave points error' <= 0.0068934), ...   \n",
       "133  [(43.79 < 'mean perimeter' <= 73.292), (0.1565...   \n",
       "192  [(0.04996 < 'mean fractal dimension' <= 0.0568...   \n",
       "\n",
       "                                   reason_ep4  \\\n",
       "50                 perimeter error_area error   \n",
       "457             mean texture_smoothness error   \n",
       "259                 mean area_perimeter error   \n",
       "85            mean compactness_symmetry error   \n",
       "348          mean smoothness_worst smoothness   \n",
       "462              mean texture_worst perimeter   \n",
       "451       worst concave points_worst symmetry   \n",
       "293  smoothness error_worst fractal dimension   \n",
       "218      mean texture_fractal dimension error   \n",
       "219       mean concavity_concave points error   \n",
       "133              mean radius_smoothness error   \n",
       "192              mean symmetry_symmetry error   \n",
       "\n",
       "                                     detailed_reason_4  \\\n",
       "50   [(0.757 < 'perimeter error' <= 1.5166), (6.802...   \n",
       "457  [(9.71 < 'mean texture' <= 15.656), (0.001713 ...   \n",
       "259  [(143.5 < 'mean area' <= 396.56), (0.757 < 'pe...   \n",
       "85   [(0.01938 < 'mean compactness' <= 0.059638), (...   \n",
       "348  [(0.05263 < 'mean smoothness' <= 0.084206), (0...   \n",
       "462  [(9.71 < 'mean texture' <= 15.656), (50.41 < '...   \n",
       "451  [(0.0 < 'worst concave points' <= 0.058086), (...   \n",
       "293  [(0.001713 < 'smoothness error' <= 0.004871), ...   \n",
       "218  [(9.71 < 'mean texture' <= 15.656), (0.0008948...   \n",
       "219  [(0.0 < 'mean concavity' <= 0.02493), (0.0 < '...   \n",
       "133  [(6.981 < 'mean radius' <= 11.366), (0.001713 ...   \n",
       "192  [(0.106 < 'mean symmetry' <= 0.15876), (0.0078...   \n",
       "\n",
       "                                         reason_ep5  \\\n",
       "50                     mean texture_perimeter error   \n",
       "457                   worst texture_worst perimeter   \n",
       "259                          mean area_radius error   \n",
       "85                    mean texture_smoothness error   \n",
       "348                    worst texture_worst symmetry   \n",
       "462                   worst texture_worst perimeter   \n",
       "451          worst compactness_worst concave points   \n",
       "293              texture error_concave points error   \n",
       "218  mean fractal dimension_fractal dimension error   \n",
       "219  mean fractal dimension_fractal dimension error   \n",
       "133                     mean compactness_worst area   \n",
       "192                compactness error_worst symmetry   \n",
       "\n",
       "                                     detailed_reason_5  \n",
       "50   [(9.71 < 'mean texture' <= 15.656), (0.757 < '...  \n",
       "457  [(12.02 < 'worst texture' <= 20.176), (50.41 <...  \n",
       "259  [(143.5 < 'mean area' <= 396.56), (0.1115 < 'r...  \n",
       "85   [(9.71 < 'mean texture' <= 15.656), (0.001713 ...  \n",
       "348  [(12.02 < 'worst texture' <= 20.176), (0.1565 ...  \n",
       "462  [(12.02 < 'worst texture' <= 20.176), (50.41 <...  \n",
       "451  [(0.02729 < 'worst compactness' <= 0.12566), (...  \n",
       "293  [(0.3602 < 'texture error' <= 0.7806), (0.0 < ...  \n",
       "218  [(0.04996 < 'mean fractal dimension' <= 0.0568...  \n",
       "219  [(0.04996 < 'mean fractal dimension' <= 0.0568...  \n",
       "133  [(0.01938 < 'mean compactness' <= 0.059638), (...  \n",
       "192  [(0.002252 < 'compactness error' <= 0.0118), (...  \n",
       "\n",
       "[12 rows x 1382 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explain the score\n",
    "\n",
    "\n",
    "import sklearn_explain.explainer as expl\n",
    "lExplainer = expl.cModelScoreExplainer(clf)\n",
    "lExplainer.mFeatureNames = ds.feature_names\n",
    "lExplainer.fit(X)\n",
    "df_rc = lExplainer.explain(X)\n",
    "\n",
    "df_rc.sample(12, random_state = 1960)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}