MetaMan.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lishen/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import cv2\n",
    "import numpy as np\n",
    "import dicom\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Meta data handling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subjectId</th>\n",
       "      <th>examIndex</th>\n",
       "      <th>imageIndex</th>\n",
       "      <th>view</th>\n",
       "      <th>laterality</th>\n",
       "      <th>filename</th>\n",
       "      <th>cancer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>000135.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>000136.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>000137.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>000138.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>98</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>100151.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   subjectId  examIndex  imageIndex view laterality    filename  cancer\n",
       "0         20          1           1   CC          R  000135.dcm       0\n",
       "1         20          1           2   CC          L  000136.dcm       0\n",
       "2         20          1           3  MLO          L  000137.dcm       0\n",
       "3         20          1           4  MLO          R  000138.dcm       0\n",
       "4         98          1           1   CC          R  100151.dcm       0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_image = pd.read_csv('./metadata/images_crosswalk.tsv', sep=\"\\t\")\n",
    "tbl_image.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['CC', 'MLO', 'CV', 'CCID', 'MLOID', 'XCCL'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_image_view_indexed = tbl_image.set_index('view')\n",
    "tbl_image_view_indexed.index.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subjectId</th>\n",
       "      <th>examIndex</th>\n",
       "      <th>imageIndex</th>\n",
       "      <th>laterality</th>\n",
       "      <th>filename</th>\n",
       "      <th>cancer</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>view</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CV</th>\n",
       "      <td>836</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>R</td>\n",
       "      <td>105549.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CV</th>\n",
       "      <td>55254</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>L</td>\n",
       "      <td>578699.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CV</th>\n",
       "      <td>56779</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>R</td>\n",
       "      <td>587072.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      subjectId  examIndex  imageIndex laterality    filename  cancer\n",
       "view                                                                 \n",
       "CV          836          1           5          R  105549.dcm       0\n",
       "CV        55254          3           5          L  578699.dcm       0\n",
       "CV        56779          2           5          R  587072.dcm       0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_image_view_indexed.loc['CV']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subjectId</th>\n",
       "      <th>examIndex</th>\n",
       "      <th>imageIndex</th>\n",
       "      <th>laterality</th>\n",
       "      <th>filename</th>\n",
       "      <th>cancer</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>view</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CCID</th>\n",
       "      <td>21107</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>R</td>\n",
       "      <td>507746.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCID</th>\n",
       "      <td>21107</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>L</td>\n",
       "      <td>507754.dcm</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCID</th>\n",
       "      <td>21107</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>R</td>\n",
       "      <td>267631.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCID</th>\n",
       "      <td>21107</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
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       "      <td>267634.dcm</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCID</th>\n",
       "      <td>21107</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>R</td>\n",
       "      <td>267643.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCID</th>\n",
       "      <td>21107</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>L</td>\n",
       "      <td>267646.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      subjectId  examIndex  imageIndex laterality    filename  cancer\n",
       "view                                                                 \n",
       "CCID      21107          1           5          R  507746.dcm       0\n",
       "CCID      21107          1           6          L  507754.dcm       0\n",
       "CCID      21107          2           5          R  267631.dcm       1\n",
       "CCID      21107          2           6          L  267634.dcm       0\n",
       "CCID      21107          2           9          R  267643.dcm       1\n",
       "CCID      21107          2          10          L  267646.dcm       0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_image_view_indexed.loc['CCID']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subjectId</th>\n",
       "      <th>examIndex</th>\n",
       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
       "      <th>invL</th>\n",
       "      <th>invR</th>\n",
       "      <th>age</th>\n",
       "      <th>implantEver</th>\n",
       "      <th>implantNow</th>\n",
       "      <th>...</th>\n",
       "      <th>yearsSincePreviousBc</th>\n",
       "      <th>previousBcLaterality</th>\n",
       "      <th>reduxHistory</th>\n",
       "      <th>reduxLaterality</th>\n",
       "      <th>hrt</th>\n",
       "      <th>antiestrogen</th>\n",
       "      <th>firstDegreeWithBc</th>\n",
       "      <th>firstDegreeWithBc50</th>\n",
       "      <th>bmi</th>\n",
       "      <th>race</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
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       "      <td>.</td>\n",
       "      <td>.</td>\n",
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       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>98</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31.4735</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>836</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>836</td>\n",
       "      <td>2</td>\n",
       "      <td>371</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>21.8095</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1626</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3686</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   subjectId  examIndex  daysSincePreviousExam cancerL  cancerR invL  invR  \\\n",
       "0         20          1                      0       0        0    0     0   \n",
       "1         98          1                      0       1        0    0     0   \n",
       "2        836          1                      0       0        0    0     0   \n",
       "3        836          2                    371       0        0    0     0   \n",
       "4       1626          1                      0       1        0    1     0   \n",
       "\n",
       "   age implantEver implantNow ...   yearsSincePreviousBc previousBcLaterality  \\\n",
       "0   66           .          . ...                      .                    .   \n",
       "1   40           0          . ...                      .                    .   \n",
       "2   61           .          . ...                      .                    .   \n",
       "3   62           0          . ...                      .                    .   \n",
       "4   71           0          . ...                      .                    .   \n",
       "\n",
       "  reduxHistory reduxLaterality hrt  antiestrogen  firstDegreeWithBc  \\\n",
       "0            .               .   0             0                  0   \n",
       "1            0               .   0             0                  0   \n",
       "2            .               .   9             9                  9   \n",
       "3            0               .   0             0                  1   \n",
       "4            0               .   0             0                  1   \n",
       "\n",
       "   firstDegreeWithBc50      bmi race  \n",
       "0                    0        .    1  \n",
       "1                    0  31.4735    7  \n",
       "2                    9        .    1  \n",
       "3                    0  21.8095    1  \n",
       "4                    0  27.3686    1  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam = pd.read_csv('./metadata/exams_metadata.tsv', sep=\"\\t\")\n",
    "tbl_exam.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'subjectId', u'examIndex', u'daysSincePreviousExam', u'cancerL',\n",
       "       u'cancerR', u'invL', u'invR', u'age', u'implantEver', u'implantNow',\n",
       "       u'bcHistory', u'yearsSincePreviousBc', u'previousBcLaterality',\n",
       "       u'reduxHistory', u'reduxLaterality', u'hrt', u'antiestrogen',\n",
       "       u'firstDegreeWithBc', u'firstDegreeWithBc50', u'bmi', u'race'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
       "      <th>invL</th>\n",
       "      <th>invR</th>\n",
       "      <th>age</th>\n",
       "      <th>implantEver</th>\n",
       "      <th>implantNow</th>\n",
       "      <th>bcHistory</th>\n",
       "      <th>yearsSincePreviousBc</th>\n",
       "      <th>previousBcLaterality</th>\n",
       "      <th>reduxHistory</th>\n",
       "      <th>reduxLaterality</th>\n",
       "      <th>hrt</th>\n",
       "      <th>antiestrogen</th>\n",
       "      <th>firstDegreeWithBc</th>\n",
       "      <th>firstDegreeWithBc50</th>\n",
       "      <th>bmi</th>\n",
       "      <th>race</th>\n",
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       "      <th>subjectId</th>\n",
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       "      <th>20</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31.4735</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">836</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>371</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.8095</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1626</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3686</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.8072</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2642</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.9252</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35.9439</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3642</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.9330</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5424</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>24.2168</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">7856</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33.7186</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>343</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>34.5554</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>838</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33.5751</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">9156</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37.4415</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>342</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36.6095</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10090</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10916</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39.1056</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">12562</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.7368</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>369</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.1425</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">16585</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24.2762</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>344</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23.4154</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>376</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24.2762</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>364</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25.0592</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17459</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.6857</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20827</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29.6646</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">20934</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33.4478</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>365</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>378</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>34.8629</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">21107</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.6902</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>422</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">56779</th>\n",
       "      <th>2</th>\n",
       "      <td>373</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>338</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56960</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.1138</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57279</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.2735</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">57571</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23.1724</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>412</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>706</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.4968</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58554</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.3886</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">58950</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6054</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>364</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.4337</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>378</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.3152</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>420</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.4636</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">59265</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.6877</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>743</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.0103</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64073</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>10.5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.7099</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">64872</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>516</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65228</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>19.6625</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65313</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.4525</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">65725</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.8723</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>343</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.8723</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>363</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.4782</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">66628</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.9984</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">67906</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>764</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72548</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.5604</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">76540</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6054</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.3219</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     daysSincePreviousExam cancerL  cancerR invL  invR  age  \\\n",
       "subjectId examIndex                                                           \n",
       "20        1                              0       0        0    0     0   66   \n",
       "98        1                              0       1        0    0     0   40   \n",
       "836       1                              0       0        0    0     0   61   \n",
       "          2                            371       0        0    0     0   62   \n",
       "1626      1                              0       1        0    1     0   71   \n",
       "          2                           1001       0        0    0     0   74   \n",
       "2642      1                              0       0        0    0     0   61   \n",
       "          2                            826       0        0    0     0   63   \n",
       "3642      1                              0       1        0    0     0   67   \n",
       "5424      1                              0       1        0    1     0   40   \n",
       "7856      1                              0       0        0    0     0   59   \n",
       "          2                            343       0        0    0     0   59   \n",
       "          3                            838       0        0    0     0   62   \n",
       "9156      1                              0       0        0    0     0   59   \n",
       "          2                            342       0        0    0     0   60   \n",
       "10090     1                              0       0        0    0     0   52   \n",
       "10916     1                              0       0        1    0     1   62   \n",
       "12562     1                              0       0        0    0     0   60   \n",
       "          2                            369       0        0    0     0   61   \n",
       "16585     1                              0       0        0    0     0   59   \n",
       "          2                            344       0        0    0     0   60   \n",
       "          3                            376       0        0    0     0   61   \n",
       "          4                            364       0        0    0     0   62   \n",
       "17459     1                              0       0        0    0     0   59   \n",
       "20827     1                              0       0        0    0     0   71   \n",
       "20934     1                              0       0        0    0     0   54   \n",
       "          2                            365       0        0    0     0   55   \n",
       "          3                            378       0        0    0     0   56   \n",
       "21107     1                              0       0        0    0     0   67   \n",
       "          2                            422       0        1    0     0   68   \n",
       "...                                    ...     ...      ...  ...   ...  ...   \n",
       "56779     2                            373       0        0    0     0   55   \n",
       "          3                            338       0        0    0     0   56   \n",
       "56960     1                              0       0        0    0     0   43   \n",
       "57279     1                              0       0        0    0     0   60   \n",
       "57571     1                              0       0        0    0     0   68   \n",
       "          2                            412       0        0    0     0   69   \n",
       "          3                            706       0        0    0     0   71   \n",
       "58554     1                              0       0        0    0     0   56   \n",
       "58950     1                              0       0        0    0     0   51   \n",
       "          2                            364       0        0    0     0   52   \n",
       "          3                            378       0        0    0     0   53   \n",
       "          4                            420       0        0    0     0   54   \n",
       "59265     1                              0       0        0    0     0   66   \n",
       "          2                            743       0        0    0     0   68   \n",
       "64073     1                              0       .        0    .     0   63   \n",
       "64872     1                              0       0        0    0     0   55   \n",
       "          2                            516       0        0    0     0   56   \n",
       "65228     1                              0       0        0    0     0   39   \n",
       "65313     1                              0       0        0    0     0   54   \n",
       "65725     1                              0       0        0    0     0   71   \n",
       "          2                            343       0        0    0     0   72   \n",
       "          3                            363       0        0    0     0   73   \n",
       "66628     1                              0       0        0    0     0   52   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          3                            983       0        0    0     0   57   \n",
       "67906     1                              0       0        0    0     0   61   \n",
       "          2                            764       1        0    1     0   63   \n",
       "72548     1                              0       0        0    0     0   57   \n",
       "76540     1                              0       0        0    0     0   68   \n",
       "          2                            693       0        0    0     0   70   \n",
       "\n",
       "                    implantEver implantNow  bcHistory yearsSincePreviousBc  \\\n",
       "subjectId examIndex                                                          \n",
       "20        1                   .          .          0                    .   \n",
       "98        1                   0          .          0                    .   \n",
       "836       1                   .          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "1626      1                   0          .          0                    .   \n",
       "          2                   .          .          1                  2.5   \n",
       "2642      1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "3642      1                   .          .          0                    .   \n",
       "5424      1                   0          .          0                    .   \n",
       "7856      1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          3                   0          .          0                    .   \n",
       "9156      1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "10090     1                   .          .          0                    .   \n",
       "10916     1                   .          .          0                    .   \n",
       "12562     1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "16585     1                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "          4                   .          .          0                    .   \n",
       "17459     1                   .          .          0                    .   \n",
       "20827     1                   0          .          0                    .   \n",
       "20934     1                   0          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          3                   0          .          0                    .   \n",
       "21107     1                   1          4          0                    .   \n",
       "          2                   1          .          0                    .   \n",
       "...                         ...        ...        ...                  ...   \n",
       "56779     2                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "56960     1                   0          .          0                    .   \n",
       "57279     1                   0          .          0                    .   \n",
       "57571     1                   0          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          3                   0          .          0                    .   \n",
       "58554     1                   .          .          0                    .   \n",
       "58950     1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          3                   0          .          0                    .   \n",
       "          4                   .          .          0                    .   \n",
       "59265     1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "64073     1                   .          .          1                 10.5   \n",
       "64872     1                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "65228     1                   0          .          0                    .   \n",
       "65313     1                   .          .          0                    .   \n",
       "65725     1                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          3                   0          .          0                    .   \n",
       "66628     1                   0          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "67906     1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "72548     1                   .          .          0                    .   \n",
       "76540     1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "\n",
       "                    previousBcLaterality reduxHistory reduxLaterality  hrt  \\\n",
       "subjectId examIndex                                                          \n",
       "20        1                            .            .               .    0   \n",
       "98        1                            .            0               .    0   \n",
       "836       1                            .            .               .    9   \n",
       "          2                            .            0               .    0   \n",
       "1626      1                            .            0               .    0   \n",
       "          2                            2            0               .    0   \n",
       "2642      1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "3642      1                            .            .               .    0   \n",
       "5424      1                            .            0               .    0   \n",
       "7856      1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "          3                            .            0               .    0   \n",
       "9156      1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "10090     1                            .            .               .    9   \n",
       "10916     1                            .            .               .    0   \n",
       "12562     1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "16585     1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "          3                            .            0               .    0   \n",
       "          4                            .            0               .    9   \n",
       "17459     1                            .            0               .    1   \n",
       "20827     1                            .            0               .    0   \n",
       "20934     1                            .            0               .    0   \n",
       "          2                            .            .               .    9   \n",
       "          3                            .            .               .    0   \n",
       "21107     1                            .            0               .    0   \n",
       "          2                            .            .               .    9   \n",
       "...                                  ...          ...             ...  ...   \n",
       "56779     2                            .            .               .    9   \n",
       "          3                            .            .               .    9   \n",
       "56960     1                            .            0               .    0   \n",
       "57279     1                            .            0               .    0   \n",
       "57571     1                            .            0               .    0   \n",
       "          2                            .            .               .    9   \n",
       "          3                            .            0               .    0   \n",
       "58554     1                            .            .               .    0   \n",
       "58950     1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "          3                            .            0               .    0   \n",
       "          4                            .            .               .    0   \n",
       "59265     1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "64073     1                            2            0               .    0   \n",
       "64872     1                            .            .               .    9   \n",
       "          2                            .            .               .    9   \n",
       "65228     1                            .            0               .    0   \n",
       "65313     1                            .            .               .    0   \n",
       "65725     1                            .            .               .    0   \n",
       "          2                            .            .               .    9   \n",
       "          3                            .            0               .    0   \n",
       "66628     1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "          3                            .            0               .    0   \n",
       "67906     1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "72548     1                            .            .               .    0   \n",
       "76540     1                            .            0               .    0   \n",
       "          2                            .            0               .    0   \n",
       "\n",
       "                     antiestrogen  firstDegreeWithBc  firstDegreeWithBc50  \\\n",
       "subjectId examIndex                                                         \n",
       "20        1                     0                  0                    0   \n",
       "98        1                     0                  0                    0   \n",
       "836       1                     9                  9                    9   \n",
       "          2                     0                  1                    0   \n",
       "1626      1                     0                  1                    0   \n",
       "          2                     1                  1                    0   \n",
       "2642      1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "3642      1                     0                  0                    0   \n",
       "5424      1                     0                  9                    9   \n",
       "7856      1                     0                  1                    1   \n",
       "          2                     0                  1                    1   \n",
       "          3                     0                  1                    1   \n",
       "9156      1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "10090     1                     9                  0                    0   \n",
       "10916     1                     0                  0                    0   \n",
       "12562     1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "16585     1                     0                  1                    0   \n",
       "          2                     0                  1                    0   \n",
       "          3                     0                  1                    0   \n",
       "          4                     9                  1                    0   \n",
       "17459     1                     9                  0                    0   \n",
       "20827     1                     0                  0                    0   \n",
       "20934     1                     0                  1                    1   \n",
       "          2                     9                  1                    1   \n",
       "          3                     0                  1                    1   \n",
       "21107     1                     0                  0                    0   \n",
       "          2                     9                  0                    0   \n",
       "...                           ...                ...                  ...   \n",
       "56779     2                     9                  0                    0   \n",
       "          3                     9                  0                    0   \n",
       "56960     1                     0                  0                    0   \n",
       "57279     1                     0                  0                    0   \n",
       "57571     1                     0                  1                    0   \n",
       "          2                     9                  1                    0   \n",
       "          3                     0                  1                    0   \n",
       "58554     1                     0                  0                    0   \n",
       "58950     1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "          3                     0                  0                    0   \n",
       "          4                     0                  0                    0   \n",
       "59265     1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "64073     1                     0                  0                    0   \n",
       "64872     1                     9                  9                    9   \n",
       "          2                     9                  9                    9   \n",
       "65228     1                     0                  1                    1   \n",
       "65313     1                     0                  0                    0   \n",
       "65725     1                     0                  0                    0   \n",
       "          2                     9                  0                    0   \n",
       "          3                     0                  0                    0   \n",
       "66628     1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "          3                     0                  0                    0   \n",
       "67906     1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "72548     1                     0                  0                    0   \n",
       "76540     1                     0                  0                    0   \n",
       "          2                     0                  0                    0   \n",
       "\n",
       "                         bmi  race  \n",
       "subjectId examIndex                 \n",
       "20        1                .     1  \n",
       "98        1          31.4735     7  \n",
       "836       1                .     1  \n",
       "          2          21.8095     1  \n",
       "1626      1          27.3686     1  \n",
       "          2          22.8072     1  \n",
       "2642      1          47.9252     1  \n",
       "          2          35.9439     1  \n",
       "3642      1          42.9330     1  \n",
       "5424      1          24.2168     1  \n",
       "7856      1          33.7186     1  \n",
       "          2          34.5554     1  \n",
       "          3          33.5751     1  \n",
       "9156      1          37.4415     1  \n",
       "          2          36.6095     1  \n",
       "10090     1                .     9  \n",
       "10916     1          39.1056     1  \n",
       "12562     1          23.7368     1  \n",
       "          2          22.1425     1  \n",
       "16585     1          24.2762     1  \n",
       "          2          23.4154     1  \n",
       "          3          24.2762     1  \n",
       "          4          25.0592     1  \n",
       "17459     1          25.6857     2  \n",
       "20827     1          29.6646     1  \n",
       "20934     1          33.4478     2  \n",
       "          2                .     2  \n",
       "          3          34.8629     2  \n",
       "21107     1          32.6902     1  \n",
       "          2                .     1  \n",
       "...                      ...   ...  \n",
       "56779     2                .     9  \n",
       "          3                .     9  \n",
       "56960     1          30.1138     1  \n",
       "57279     1          22.2735     3  \n",
       "57571     1          23.1724     1  \n",
       "          2                .     1  \n",
       "          3          22.4968     1  \n",
       "58554     1          25.3886     7  \n",
       "58950     1          26.6054     2  \n",
       "          2          26.4337     2  \n",
       "          3          22.3152     2  \n",
       "          4          27.4636     2  \n",
       "59265     1          32.6877     1  \n",
       "          2          34.0103     1  \n",
       "64073     1          22.7099     1  \n",
       "64872     1                .     9  \n",
       "          2                .     9  \n",
       "65228     1          19.6625     3  \n",
       "65313     1          30.4525     2  \n",
       "65725     1          27.8723     1  \n",
       "          2          27.8723     1  \n",
       "          3          28.4782     1  \n",
       "66628     1          34.9984     1  \n",
       "          2          33.2263     1  \n",
       "          3          27.7624     1  \n",
       "67906     1          24.4121     1  \n",
       "          2          24.4121     1  \n",
       "72548     1          26.5604     1  \n",
       "76540     1          26.6054     1  \n",
       "          2          28.3219     1  \n",
       "\n",
       "[111 rows x 19 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam_indexed = tbl_exam.set_index(['subjectId', 'examIndex'])\n",
    "tbl_exam_indexed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex(levels=[[20, 98, 836, 1626, 2642, 3642, 5424, 7856, 9156, 10090, 10916, 12562, 16585, 17459, 20827, 20934, 21107, 21896, 26102, 26434, 29374, 29504, 29579, 30996, 31175, 33162, 40034, 42366, 43184, 46211, 46273, 46484, 47041, 50570, 50985, 51286, 51323, 53538, 53559, 55254, 55578, 56570, 56779, 56960, 57279, 57571, 58554, 58950, 59265, 64073, 64872, 65228, 65313, 65725, 66628, 67906, 72548, 76540], [1, 2, 3, 4, 5]],\n",
       "           labels=[[0, 1, 2, 2, 3, 3, 4, 4, 5, 6, 7, 7, 7, 8, 8, 9, 10, 11, 11, 12, 12, 12, 12, 13, 14, 15, 15, 15, 16, 16, 17, 18, 18, 18, 18, 18, 19, 19, 20, 20, 21, 21, 22, 22, 23, 23, 23, 24, 25, 26, 26, 27, 28, 28, 28, 29, 29, 30, 30, 31, 31, 31, 32, 33, 33, 33, 34, 35, 36, 36, 36, 36, 37, 38, 38, 39, 39, 39, 40, 41, 42, 42, 42, 43, 44, 45, 45, 45, 46, 47, 47, 47, 47, 48, 48, 49, 50, 50, 51, 52, 53, 53, 53, 54, 54, 54, 55, 55, 56, 57, 57], [0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 2, 0, 1, 0, 0, 0, 1, 0, 1, 2, 3, 0, 0, 0, 1, 2, 0, 1, 0, 0, 1, 2, 3, 4, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 0, 0, 0, 1, 0, 0, 1, 2, 0, 1, 0, 1, 0, 1, 2, 0, 0, 1, 2, 0, 0, 0, 1, 2, 3, 0, 0, 1, 0, 1, 2, 0, 0, 0, 1, 2, 0, 0, 0, 1, 2, 0, 0, 1, 2, 3, 0, 1, 0, 0, 1, 0, 0, 0, 1, 2, 0, 1, 2, 0, 1, 0, 0, 1]],\n",
       "           names=[u'subjectId', u'examIndex'])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam_indexed.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of patients: 58\n",
      "Max number of exams: 5\n",
      "Number of patient X exam: 111\n"
     ]
    }
   ],
   "source": [
    "print 'Number of patients:', len(tbl_exam_indexed.index.levels[0])\n",
    "print 'Max number of exams:', len(tbl_exam_indexed.index.levels[1])\n",
    "print 'Number of patient X exam:', len(tbl_exam_indexed.index.labels[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>imageIndex</th>\n",
       "      <th>view</th>\n",
       "      <th>laterality</th>\n",
       "      <th>filename</th>\n",
       "      <th>cancer</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subjectId</th>\n",
       "      <th>examIndex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">20</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>000135.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>000136.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>000137.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>000138.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">98</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>100151.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>100152.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>100153.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>100154.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">836</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>105545.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>105546.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>105547.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>105548.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>CV</td>\n",
       "      <td>R</td>\n",
       "      <td>105549.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>105550.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>105551.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>105552.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>105553.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">1626</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>111358.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>111359.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>111360.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>111361.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>111362.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>111363.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>111364.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>111365.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2642</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>121370.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>121373.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>121377.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>121381.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>121385.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">66628</th>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>666780.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>666784.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>666787.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>666790.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>666828.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>666832.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>666835.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>666840.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">67906</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>673522.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>673526.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>673528.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>673533.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>673770.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>673773.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>673776.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>673778.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">72548</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>696325.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>696328.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>696333.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>696338.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">76540</th>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>722304.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>722310.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>722315.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>722321.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>721520.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>721524.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>721530.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>721535.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>721540.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>721544.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>500 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     imageIndex view laterality    filename  cancer\n",
       "subjectId examIndex                                                \n",
       "20        1                   1   CC          R  000135.dcm       0\n",
       "          1                   2   CC          L  000136.dcm       0\n",
       "          1                   3  MLO          L  000137.dcm       0\n",
       "          1                   4  MLO          R  000138.dcm       0\n",
       "98        1                   1   CC          R  100151.dcm       0\n",
       "          1                   2   CC          L  100152.dcm       1\n",
       "          1                   3  MLO          L  100153.dcm       1\n",
       "          1                   4  MLO          R  100154.dcm       0\n",
       "836       1                   1   CC          R  105545.dcm       0\n",
       "          1                   2   CC          L  105546.dcm       0\n",
       "          1                   3  MLO          L  105547.dcm       0\n",
       "          1                   4  MLO          R  105548.dcm       0\n",
       "          1                   5   CV          R  105549.dcm       0\n",
       "          2                   1   CC          R  105550.dcm       0\n",
       "          2                   2   CC          L  105551.dcm       0\n",
       "          2                   3  MLO          L  105552.dcm       0\n",
       "          2                   4  MLO          R  105553.dcm       0\n",
       "1626      1                   1   CC          R  111358.dcm       0\n",
       "          1                   2   CC          L  111359.dcm       1\n",
       "          1                   3  MLO          L  111360.dcm       1\n",
       "          1                   4  MLO          R  111361.dcm       0\n",
       "          2                   1   CC          R  111362.dcm       0\n",
       "          2                   2   CC          L  111363.dcm       0\n",
       "          2                   3  MLO          R  111364.dcm       0\n",
       "          2                   4  MLO          L  111365.dcm       0\n",
       "2642      1                   1   CC          R  121370.dcm       0\n",
       "          1                   2   CC          L  121373.dcm       0\n",
       "          1                   3  MLO          L  121377.dcm       0\n",
       "          1                   4  MLO          R  121381.dcm       0\n",
       "          1                   5   CC          R  121385.dcm       0\n",
       "...                         ...  ...        ...         ...     ...\n",
       "66628     2                   1   CC          R  666780.dcm       0\n",
       "          2                   2   CC          L  666784.dcm       0\n",
       "          2                   3  MLO          R  666787.dcm       0\n",
       "          2                   4  MLO          L  666790.dcm       0\n",
       "          3                   1   CC          R  666828.dcm       0\n",
       "          3                   2   CC          L  666832.dcm       0\n",
       "          3                   3  MLO          R  666835.dcm       0\n",
       "          3                   4  MLO          L  666840.dcm       0\n",
       "67906     1                   1   CC          R  673522.dcm       0\n",
       "          1                   2   CC          L  673526.dcm       0\n",
       "          1                   3  MLO          L  673528.dcm       0\n",
       "          1                   4  MLO          R  673533.dcm       0\n",
       "          2                   1   CC          R  673770.dcm       0\n",
       "          2                   2   CC          L  673773.dcm       1\n",
       "          2                   3  MLO          L  673776.dcm       1\n",
       "          2                   4  MLO          R  673778.dcm       0\n",
       "72548     1                   1   CC          R  696325.dcm       0\n",
       "          1                   2   CC          L  696328.dcm       0\n",
       "          1                   3  MLO          L  696333.dcm       0\n",
       "          1                   4  MLO          R  696338.dcm       0\n",
       "76540     1                   1   CC          R  722304.dcm       0\n",
       "          1                   2   CC          L  722310.dcm       0\n",
       "          1                   3  MLO          L  722315.dcm       0\n",
       "          1                   4  MLO          R  722321.dcm       0\n",
       "          2                   1   CC          R  721520.dcm       0\n",
       "          2                   2   CC          L  721524.dcm       0\n",
       "          2                   3  MLO          L  721530.dcm       0\n",
       "          2                   4  MLO          R  721535.dcm       0\n",
       "          2                   5   CC          R  721540.dcm       0\n",
       "          2                   6   CC          L  721544.dcm       0\n",
       "\n",
       "[500 rows x 5 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_image_indexed = tbl_image.set_index(['subjectId', 'examIndex'])\n",
    "tbl_image_indexed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
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       "    <tr>\n",
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       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>100152.dcm</td>\n",
       "      <td>1</td>\n",
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       "      <td>L</td>\n",
       "      <td>100153.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>100154.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">836</th>\n",
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       "      <td>9</td>\n",
       "      <td>.</td>\n",
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       "      <td>R</td>\n",
       "      <td>105545.dcm</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>0</td>\n",
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       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>105546.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>105547.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>105548.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
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       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
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       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>CV</td>\n",
       "      <td>R</td>\n",
       "      <td>105549.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.8095</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>R</td>\n",
       "      <td>105550.dcm</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.8095</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>105551.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>371</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.8095</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>105552.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>371</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.8095</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>105553.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">1626</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3686</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>111358.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3686</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>111359.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3686</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>111360.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3686</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>111361.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.8072</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>111362.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.8072</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>111363.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.8072</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>111364.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.8072</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>111365.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2642</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.9252</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>121370.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.9252</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>121373.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.9252</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>121377.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.9252</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>121381.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.9252</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>121385.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">66628</th>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>666780.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>666784.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>666787.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>666790.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>666828.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>666832.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>666835.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>666840.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">67906</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>673522.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>673526.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>673528.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>673533.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>764</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>673770.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>764</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>673773.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>764</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>673776.dcm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>764</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.4121</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>673778.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">72548</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.5604</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>696325.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.5604</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>696328.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.5604</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>696333.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.5604</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>696338.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">76540</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6054</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>722304.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6054</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>722310.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6054</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>722315.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6054</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>722321.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.3219</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>721520.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.3219</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>721524.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.3219</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>721530.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.3219</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>721535.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.3219</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>721540.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.3219</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>721544.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>500 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     daysSincePreviousExam cancerL  cancerR invL  invR  age  \\\n",
       "subjectId examIndex                                                           \n",
       "20        1                              0       0        0    0     0   66   \n",
       "          1                              0       0        0    0     0   66   \n",
       "          1                              0       0        0    0     0   66   \n",
       "          1                              0       0        0    0     0   66   \n",
       "98        1                              0       1        0    0     0   40   \n",
       "          1                              0       1        0    0     0   40   \n",
       "          1                              0       1        0    0     0   40   \n",
       "          1                              0       1        0    0     0   40   \n",
       "836       1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          2                            371       0        0    0     0   62   \n",
       "          2                            371       0        0    0     0   62   \n",
       "          2                            371       0        0    0     0   62   \n",
       "          2                            371       0        0    0     0   62   \n",
       "1626      1                              0       1        0    1     0   71   \n",
       "          1                              0       1        0    1     0   71   \n",
       "          1                              0       1        0    1     0   71   \n",
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       "          2                           1001       0        0    0     0   74   \n",
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       "          2                           1001       0        0    0     0   74   \n",
       "          2                           1001       0        0    0     0   74   \n",
       "2642      1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
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       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "...                                    ...     ...      ...  ...   ...  ...   \n",
       "66628     2                            737       0        0    0     0   54   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          3                            983       0        0    0     0   57   \n",
       "          3                            983       0        0    0     0   57   \n",
       "          3                            983       0        0    0     0   57   \n",
       "          3                            983       0        0    0     0   57   \n",
       "67906     1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          2                            764       1        0    1     0   63   \n",
       "          2                            764       1        0    1     0   63   \n",
       "          2                            764       1        0    1     0   63   \n",
       "          2                            764       1        0    1     0   63   \n",
       "72548     1                              0       0        0    0     0   57   \n",
       "          1                              0       0        0    0     0   57   \n",
       "          1                              0       0        0    0     0   57   \n",
       "          1                              0       0        0    0     0   57   \n",
       "76540     1                              0       0        0    0     0   68   \n",
       "          1                              0       0        0    0     0   68   \n",
       "          1                              0       0        0    0     0   68   \n",
       "          1                              0       0        0    0     0   68   \n",
       "          2                            693       0        0    0     0   70   \n",
       "          2                            693       0        0    0     0   70   \n",
       "          2                            693       0        0    0     0   70   \n",
       "          2                            693       0        0    0     0   70   \n",
       "          2                            693       0        0    0     0   70   \n",
       "          2                            693       0        0    0     0   70   \n",
       "\n",
       "                    implantEver implantNow  bcHistory yearsSincePreviousBc  \\\n",
       "subjectId examIndex                                                          \n",
       "20        1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "98        1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "836       1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "1626      1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          2                   .          .          1                  2.5   \n",
       "          2                   .          .          1                  2.5   \n",
       "          2                   .          .          1                  2.5   \n",
       "          2                   .          .          1                  2.5   \n",
       "2642      1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "...                         ...        ...        ...                  ...   \n",
       "66628     2                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "67906     1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "72548     1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "76540     1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "          2                   0          .          0                    .   \n",
       "\n",
       "                      ...   antiestrogen firstDegreeWithBc  \\\n",
       "subjectId examIndex   ...                                    \n",
       "20        1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "98        1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "836       1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "          2           ...              0                 1   \n",
       "          2           ...              0                 1   \n",
       "          2           ...              0                 1   \n",
       "          2           ...              0                 1   \n",
       "1626      1           ...              0                 1   \n",
       "          1           ...              0                 1   \n",
       "          1           ...              0                 1   \n",
       "          1           ...              0                 1   \n",
       "          2           ...              1                 1   \n",
       "          2           ...              1                 1   \n",
       "          2           ...              1                 1   \n",
       "          2           ...              1                 1   \n",
       "2642      1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "...                   ...            ...               ...   \n",
       "66628     2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "67906     1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "72548     1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "76540     1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "\n",
       "                    firstDegreeWithBc50      bmi  race  imageIndex  view  \\\n",
       "subjectId examIndex                                                        \n",
       "20        1                           0        .     1           1    CC   \n",
       "          1                           0        .     1           2    CC   \n",
       "          1                           0        .     1           3   MLO   \n",
       "          1                           0        .     1           4   MLO   \n",
       "98        1                           0  31.4735     7           1    CC   \n",
       "          1                           0  31.4735     7           2    CC   \n",
       "          1                           0  31.4735     7           3   MLO   \n",
       "          1                           0  31.4735     7           4   MLO   \n",
       "836       1                           9        .     1           1    CC   \n",
       "          1                           9        .     1           2    CC   \n",
       "          1                           9        .     1           3   MLO   \n",
       "          1                           9        .     1           4   MLO   \n",
       "          1                           9        .     1           5    CV   \n",
       "          2                           0  21.8095     1           1    CC   \n",
       "          2                           0  21.8095     1           2    CC   \n",
       "          2                           0  21.8095     1           3   MLO   \n",
       "          2                           0  21.8095     1           4   MLO   \n",
       "1626      1                           0  27.3686     1           1    CC   \n",
       "          1                           0  27.3686     1           2    CC   \n",
       "          1                           0  27.3686     1           3   MLO   \n",
       "          1                           0  27.3686     1           4   MLO   \n",
       "          2                           0  22.8072     1           1    CC   \n",
       "          2                           0  22.8072     1           2    CC   \n",
       "          2                           0  22.8072     1           3   MLO   \n",
       "          2                           0  22.8072     1           4   MLO   \n",
       "2642      1                           0  47.9252     1           1    CC   \n",
       "          1                           0  47.9252     1           2    CC   \n",
       "          1                           0  47.9252     1           3   MLO   \n",
       "          1                           0  47.9252     1           4   MLO   \n",
       "          1                           0  47.9252     1           5    CC   \n",
       "...                                 ...      ...   ...         ...   ...   \n",
       "66628     2                           0  33.2263     1           1    CC   \n",
       "          2                           0  33.2263     1           2    CC   \n",
       "          2                           0  33.2263     1           3   MLO   \n",
       "          2                           0  33.2263     1           4   MLO   \n",
       "          3                           0  27.7624     1           1    CC   \n",
       "          3                           0  27.7624     1           2    CC   \n",
       "          3                           0  27.7624     1           3   MLO   \n",
       "          3                           0  27.7624     1           4   MLO   \n",
       "67906     1                           0  24.4121     1           1    CC   \n",
       "          1                           0  24.4121     1           2    CC   \n",
       "          1                           0  24.4121     1           3   MLO   \n",
       "          1                           0  24.4121     1           4   MLO   \n",
       "          2                           0  24.4121     1           1    CC   \n",
       "          2                           0  24.4121     1           2    CC   \n",
       "          2                           0  24.4121     1           3   MLO   \n",
       "          2                           0  24.4121     1           4   MLO   \n",
       "72548     1                           0  26.5604     1           1    CC   \n",
       "          1                           0  26.5604     1           2    CC   \n",
       "          1                           0  26.5604     1           3   MLO   \n",
       "          1                           0  26.5604     1           4   MLO   \n",
       "76540     1                           0  26.6054     1           1    CC   \n",
       "          1                           0  26.6054     1           2    CC   \n",
       "          1                           0  26.6054     1           3   MLO   \n",
       "          1                           0  26.6054     1           4   MLO   \n",
       "          2                           0  28.3219     1           1    CC   \n",
       "          2                           0  28.3219     1           2    CC   \n",
       "          2                           0  28.3219     1           3   MLO   \n",
       "          2                           0  28.3219     1           4   MLO   \n",
       "          2                           0  28.3219     1           5    CC   \n",
       "          2                           0  28.3219     1           6    CC   \n",
       "\n",
       "                    laterality    filename  cancer  \n",
       "subjectId examIndex                                 \n",
       "20        1                  R  000135.dcm       0  \n",
       "          1                  L  000136.dcm       0  \n",
       "          1                  L  000137.dcm       0  \n",
       "          1                  R  000138.dcm       0  \n",
       "98        1                  R  100151.dcm       0  \n",
       "          1                  L  100152.dcm       1  \n",
       "          1                  L  100153.dcm       1  \n",
       "          1                  R  100154.dcm       0  \n",
       "836       1                  R  105545.dcm       0  \n",
       "          1                  L  105546.dcm       0  \n",
       "          1                  L  105547.dcm       0  \n",
       "          1                  R  105548.dcm       0  \n",
       "          1                  R  105549.dcm       0  \n",
       "          2                  R  105550.dcm       0  \n",
       "          2                  L  105551.dcm       0  \n",
       "          2                  L  105552.dcm       0  \n",
       "          2                  R  105553.dcm       0  \n",
       "1626      1                  R  111358.dcm       0  \n",
       "          1                  L  111359.dcm       1  \n",
       "          1                  L  111360.dcm       1  \n",
       "          1                  R  111361.dcm       0  \n",
       "          2                  R  111362.dcm       0  \n",
       "          2                  L  111363.dcm       0  \n",
       "          2                  R  111364.dcm       0  \n",
       "          2                  L  111365.dcm       0  \n",
       "2642      1                  R  121370.dcm       0  \n",
       "          1                  L  121373.dcm       0  \n",
       "          1                  L  121377.dcm       0  \n",
       "          1                  R  121381.dcm       0  \n",
       "          1                  R  121385.dcm       0  \n",
       "...                        ...         ...     ...  \n",
       "66628     2                  R  666780.dcm       0  \n",
       "          2                  L  666784.dcm       0  \n",
       "          2                  R  666787.dcm       0  \n",
       "          2                  L  666790.dcm       0  \n",
       "          3                  R  666828.dcm       0  \n",
       "          3                  L  666832.dcm       0  \n",
       "          3                  R  666835.dcm       0  \n",
       "          3                  L  666840.dcm       0  \n",
       "67906     1                  R  673522.dcm       0  \n",
       "          1                  L  673526.dcm       0  \n",
       "          1                  L  673528.dcm       0  \n",
       "          1                  R  673533.dcm       0  \n",
       "          2                  R  673770.dcm       0  \n",
       "          2                  L  673773.dcm       1  \n",
       "          2                  L  673776.dcm       1  \n",
       "          2                  R  673778.dcm       0  \n",
       "72548     1                  R  696325.dcm       0  \n",
       "          1                  L  696328.dcm       0  \n",
       "          1                  L  696333.dcm       0  \n",
       "          1                  R  696338.dcm       0  \n",
       "76540     1                  R  722304.dcm       0  \n",
       "          1                  L  722310.dcm       0  \n",
       "          1                  L  722315.dcm       0  \n",
       "          1                  R  722321.dcm       0  \n",
       "          2                  R  721520.dcm       0  \n",
       "          2                  L  721524.dcm       0  \n",
       "          2                  L  721530.dcm       0  \n",
       "          2                  R  721535.dcm       0  \n",
       "          2                  R  721540.dcm       0  \n",
       "          2                  L  721544.dcm       0  \n",
       "\n",
       "[500 rows x 24 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam_img_indexed = tbl_exam_indexed.join(tbl_image_indexed)\n",
    "tbl_exam_img_indexed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
       "      <th>invL</th>\n",
       "      <th>invR</th>\n",
       "      <th>age</th>\n",
       "      <th>implantEver</th>\n",
       "      <th>implantNow</th>\n",
       "      <th>bcHistory</th>\n",
       "      <th>yearsSincePreviousBc</th>\n",
       "      <th>...</th>\n",
       "      <th>antiestrogen</th>\n",
       "      <th>firstDegreeWithBc</th>\n",
       "      <th>firstDegreeWithBc50</th>\n",
       "      <th>bmi</th>\n",
       "      <th>race</th>\n",
       "      <th>imageIndex</th>\n",
       "      <th>view</th>\n",
       "      <th>laterality</th>\n",
       "      <th>filename</th>\n",
       "      <th>cancer</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>examIndex</th>\n",
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       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>10.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>22.7099</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>608401.dcm</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>63</td>\n",
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       "      <td>1</td>\n",
       "      <td>10.5</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.7099</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>608406.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           daysSincePreviousExam cancerL  cancerR invL  invR  age implantEver  \\\n",
       "examIndex                                                                       \n",
       "1                              0       .        0    .     0   63           .   \n",
       "1                              0       .        0    .     0   63           .   \n",
       "\n",
       "          implantNow  bcHistory yearsSincePreviousBc   ...   antiestrogen  \\\n",
       "examIndex                                              ...                  \n",
       "1                  .          1                 10.5   ...              0   \n",
       "1                  .          1                 10.5   ...              0   \n",
       "\n",
       "          firstDegreeWithBc firstDegreeWithBc50      bmi  race  imageIndex  \\\n",
       "examIndex                                                                    \n",
       "1                         0                   0  22.7099     1           1   \n",
       "1                         0                   0  22.7099     1           2   \n",
       "\n",
       "           view laterality    filename  cancer  \n",
       "examIndex                                       \n",
       "1            CC          R  608401.dcm       0  \n",
       "1           MLO          R  608406.dcm       0  \n",
       "\n",
       "[2 rows x 24 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam_img_indexed.loc[(64073,)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cancerL levels: ['.' '0' '1']\n",
      "cancerR levels: [0 1]\n"
     ]
    }
   ],
   "source": [
    "print 'cancerL levels:', unique(tbl_exam_img_indexed.cancerL)\n",
    "print 'cancerR levels:', unique(tbl_exam_img_indexed.cancerR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of masked cancerL: 2\n"
     ]
    }
   ],
   "source": [
    "print 'Number of masked cancerL:', sum(tbl_exam_img_indexed.cancerL == '.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filename: 000135.dcm view: CC cancer: 0\n",
      "filename: 000136.dcm view: CC cancer: 0\n",
      "filename: 000137.dcm view: MLO cancer: 0\n",
      "filename: 000138.dcm view: MLO cancer: 0\n",
      "filename: 100151.dcm view: CC cancer: 0\n",
      "filename: 100152.dcm view: CC cancer: 1\n",
      "filename: 100153.dcm view: MLO cancer: 1\n",
      "filename: 100154.dcm view: MLO cancer: 0\n",
      "filename: 105545.dcm view: CC cancer: 0\n",
      "filename: 105546.dcm view: CC cancer: 0\n",
      "filename: 105547.dcm view: MLO cancer: 0\n",
      "filename: 105548.dcm view: MLO cancer: 0\n",
      "filename: 105549.dcm view: CV cancer: 0\n",
      "filename: 105550.dcm view: CC cancer: 0\n",
      "filename: 105551.dcm view: CC cancer: 0\n",
      "filename: 105552.dcm view: MLO cancer: 0\n",
      "filename: 105553.dcm view: MLO cancer: 0\n",
      "filename: 111358.dcm view: CC cancer: 0\n",
      "filename: 111359.dcm view: CC cancer: 1\n",
      "filename: 111360.dcm view: MLO cancer: 1\n"
     ]
    }
   ],
   "source": [
    "tmp = tbl_exam_img_indexed.head(20)\n",
    "for idx, dat in tmp.iterrows():\n",
    "    img_name = dat['filename']\n",
    "    view = dat['view']\n",
    "    laterality = dat['laterality']\n",
    "    cancer = dat['cancerL'] if laterality == 'L' else dat['cancerR']\n",
    "    print 'filename:', img_name, 'view:', view, 'cancer:', cancer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- read_flatten_images - for pretraining.\n",
    "- read_flatten_images_with_view - for SC1.\n",
    "- read_last_images_with_meta - for SC2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100000 * 20 * 8 / 1024**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "105546.dcm.gz\n",
      "('105546.dcm', '.gz')\n"
     ]
    }
   ],
   "source": [
    "from os.path import basename, splitext\n",
    "filename = '105546.dcm.gz'\n",
    "print basename(filename)\n",
    "print splitext(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(tbl_exam_img_indexed.filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(tbl_exam_img_indexed['filename'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "subjectId  examIndex\n",
       "20         1            000135.png\n",
       "           1            000136.png\n",
       "           1            000137.png\n",
       "           1            000138.png\n",
       "98         1            100151.png\n",
       "           1            100152.png\n",
       "           1            100153.png\n",
       "           1            100154.png\n",
       "836        1            105545.png\n",
       "           1            105546.png\n",
       "           1            105547.png\n",
       "           1            105548.png\n",
       "           1            105549.png\n",
       "           2            105550.png\n",
       "           2            105551.png\n",
       "           2            105552.png\n",
       "           2            105553.png\n",
       "1626       1            111358.png\n",
       "           1            111359.png\n",
       "           1            111360.png\n",
       "           1            111361.png\n",
       "           2            111362.png\n",
       "           2            111363.png\n",
       "           2            111364.png\n",
       "           2            111365.png\n",
       "2642       1            121370.png\n",
       "           1            121373.png\n",
       "           1            121377.png\n",
       "           1            121381.png\n",
       "           1            121385.png\n",
       "                           ...    \n",
       "66628      2            666780.png\n",
       "           2            666784.png\n",
       "           2            666787.png\n",
       "           2            666790.png\n",
       "           3            666828.png\n",
       "           3            666832.png\n",
       "           3            666835.png\n",
       "           3            666840.png\n",
       "67906      1            673522.png\n",
       "           1            673526.png\n",
       "           1            673528.png\n",
       "           1            673533.png\n",
       "           2            673770.png\n",
       "           2            673773.png\n",
       "           2            673776.png\n",
       "           2            673778.png\n",
       "72548      1            696325.png\n",
       "           1            696328.png\n",
       "           1            696333.png\n",
       "           1            696338.png\n",
       "76540      1            722304.png\n",
       "           1            722310.png\n",
       "           1            722315.png\n",
       "           1            722321.png\n",
       "           2            721520.png\n",
       "           2            721524.png\n",
       "           2            721530.png\n",
       "           2            721535.png\n",
       "           2            721540.png\n",
       "           2            721544.png\n",
       "Name: filename, dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam_img_indexed['filename'].apply(lambda x: splitext(x)[0] + '.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from meta import DMMetaManager\n",
    "dm_meta_man = DMMetaManager(exam_tsv='metadata/exams_metadata.tsv', \n",
    "                            img_tsv='metadata/images_crosswalk.tsv', \n",
    "                            img_folder='preprocessedData/jpg_prep', \n",
    "                            img_extension='png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<type 'tuple'>\n",
      "2\n",
      "34\n",
      "466\n"
     ]
    }
   ],
   "source": [
    "train_list = dm_meta_man.get_flatten_img_list()\n",
    "print type(train_list)\n",
    "print len(train_list)\n",
    "print sum(array(train_list[1]) == 1)\n",
    "print sum(array(train_list[1]) == 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "preprocessedData/jpg_prep/148435.png\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "print train_list[0][99]\n",
    "print train_list[1][99]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  5,   6,  18,  19,  38,  39,  42,  43,  71,  74, 128, 131, 132,\n",
       "       135, 136, 160, 162, 173, 174, 186, 187, 224, 225, 313, 316, 317,\n",
       "       318, 321, 324, 325, 337, 338, 483, 484])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "where(array(train_list[1]) == 1)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'preprocessedData/jpg_prep/100152.png'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_list[0][5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Int64Index([   20,    98,   836,  1626,  2642,  3642,  5424,  7856,  9156,\n",
      "            10090, 10916, 12562, 16585, 17459, 20827, 20934, 21107, 21896,\n",
      "            26102, 26434, 29374, 29504, 29579, 30996, 31175, 33162, 40034,\n",
      "            42366, 43184, 46211, 46273, 46484, 47041, 50570, 50985, 51286,\n",
      "            51323, 53538, 53559, 55254, 55578, 56570, 56779, 56960, 57279,\n",
      "            57571, 58554, 58950, 59265, 64073, 64872, 65228, 65313, 65725,\n",
      "            66628, 67906, 72548, 76540],\n",
      "           dtype='int64', name=u'subjectId')\n",
      "==========\n",
      "Int64Index([1, 2, 3, 4, 5], dtype='int64', name=u'examIndex')\n"
     ]
    }
   ],
   "source": [
    "print tbl_exam_img_indexed.index.levels[0]\n",
    "print '='*10\n",
    "print tbl_exam_img_indexed.index.levels[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FrozenNDArray([0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2], dtype='int8')\n",
      "FrozenNDArray([0, 1, 2], dtype='int8')\n"
     ]
    }
   ],
   "source": [
    "pat = tbl_exam_img_indexed.loc[[66628, None]]\n",
    "exams = pat.index.labels[1]\n",
    "u_exams = np.unique(exams)\n",
    "print exams\n",
    "print u_exams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "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></th>\n",
       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
       "      <th>invL</th>\n",
       "      <th>invR</th>\n",
       "      <th>age</th>\n",
       "      <th>implantEver</th>\n",
       "      <th>implantNow</th>\n",
       "      <th>bcHistory</th>\n",
       "      <th>yearsSincePreviousBc</th>\n",
       "      <th>...</th>\n",
       "      <th>antiestrogen</th>\n",
       "      <th>firstDegreeWithBc</th>\n",
       "      <th>firstDegreeWithBc50</th>\n",
       "      <th>bmi</th>\n",
       "      <th>race</th>\n",
       "      <th>imageIndex</th>\n",
       "      <th>view</th>\n",
       "      <th>laterality</th>\n",
       "      <th>filename</th>\n",
       "      <th>cancer</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subjectId</th>\n",
       "      <th>examIndex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">66628</th>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>34.9984</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>666765.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>666768.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.9984</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>666771.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.9984</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>666774.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>.</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>666780.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
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       "      <td>.</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>666784.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>666787.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>737</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.2263</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>666790.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>666828.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>666832.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>666835.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>.</td>\n",
       "      <td>.</td>\n",
       "      <td>0</td>\n",
       "      <td>.</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7624</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>666840.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     daysSincePreviousExam cancerL  cancerR invL  invR  age  \\\n",
       "subjectId examIndex                                                           \n",
       "66628     1                              0       0        0    0     0   52   \n",
       "          1                              0       0        0    0     0   52   \n",
       "          1                              0       0        0    0     0   52   \n",
       "          1                              0       0        0    0     0   52   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          2                            737       0        0    0     0   54   \n",
       "          3                            983       0        0    0     0   57   \n",
       "          3                            983       0        0    0     0   57   \n",
       "          3                            983       0        0    0     0   57   \n",
       "          3                            983       0        0    0     0   57   \n",
       "\n",
       "                    implantEver implantNow  bcHistory yearsSincePreviousBc  \\\n",
       "subjectId examIndex                                                          \n",
       "66628     1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          1                   0          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          2                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "          3                   .          .          0                    .   \n",
       "\n",
       "                      ...   antiestrogen firstDegreeWithBc  \\\n",
       "subjectId examIndex   ...                                    \n",
       "66628     1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          1           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          2           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "          3           ...              0                 0   \n",
       "\n",
       "                    firstDegreeWithBc50      bmi  race  imageIndex  view  \\\n",
       "subjectId examIndex                                                        \n",
       "66628     1                           0  34.9984     1           1    CC   \n",
       "          1                           0  34.9984     1           2    CC   \n",
       "          1                           0  34.9984     1           3   MLO   \n",
       "          1                           0  34.9984     1           4   MLO   \n",
       "          2                           0  33.2263     1           1    CC   \n",
       "          2                           0  33.2263     1           2    CC   \n",
       "          2                           0  33.2263     1           3   MLO   \n",
       "          2                           0  33.2263     1           4   MLO   \n",
       "          3                           0  27.7624     1           1    CC   \n",
       "          3                           0  27.7624     1           2    CC   \n",
       "          3                           0  27.7624     1           3   MLO   \n",
       "          3                           0  27.7624     1           4   MLO   \n",
       "\n",
       "                    laterality    filename  cancer  \n",
       "subjectId examIndex                                 \n",
       "66628     1                  R  666765.dcm       0  \n",
       "          1                  L  666768.dcm       0  \n",
       "          1                  L  666771.dcm       0  \n",
       "          1                  R  666774.dcm       0  \n",
       "          2                  R  666780.dcm       0  \n",
       "          2                  L  666784.dcm       0  \n",
       "          2                  R  666787.dcm       0  \n",
       "          2                  L  666790.dcm       0  \n",
       "          3                  R  666828.dcm       0  \n",
       "          3                  L  666832.dcm       0  \n",
       "          3                  R  666835.dcm       0  \n",
       "          3                  L  666840.dcm       0  \n",
       "\n",
       "[12 rows x 24 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n"
     ]
    }
   ],
   "source": [
    "n_exam = len(np.unique(pat.index.labels[1]))\n",
    "print n_exam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID: 20, exams: 1\n",
      "ID: 98, exams: 1\n",
      "ID: 836, exams: 2\n",
      "ID: 1626, exams: 2\n",
      "ID: 2642, exams: 2\n",
      "ID: 3642, exams: 1\n",
      "ID: 5424, exams: 1\n",
      "ID: 7856, exams: 3\n",
      "ID: 9156, exams: 2\n",
      "ID: 10090, exams: 1\n",
      "ID: 10916, exams: 1\n",
      "ID: 12562, exams: 2\n",
      "ID: 16585, exams: 4\n",
      "ID: 17459, exams: 1\n",
      "ID: 20827, exams: 1\n",
      "ID: 20934, exams: 3\n",
      "ID: 21107, exams: 2\n",
      "ID: 21896, exams: 1\n",
      "ID: 26102, exams: 5\n",
      "ID: 26434, exams: 2\n",
      "ID: 29374, exams: 2\n",
      "ID: 29504, exams: 2\n",
      "ID: 29579, exams: 2\n",
      "ID: 30996, exams: 3\n",
      "ID: 31175, exams: 1\n",
      "ID: 33162, exams: 1\n",
      "ID: 40034, exams: 2\n",
      "ID: 42366, exams: 1\n",
      "ID: 43184, exams: 3\n",
      "ID: 46211, exams: 2\n",
      "ID: 46273, exams: 2\n",
      "ID: 46484, exams: 3\n",
      "ID: 47041, exams: 1\n",
      "ID: 50570, exams: 3\n",
      "ID: 50985, exams: 1\n",
      "ID: 51286, exams: 1\n",
      "ID: 51323, exams: 4\n",
      "ID: 53538, exams: 1\n",
      "ID: 53559, exams: 2\n",
      "ID: 55254, exams: 3\n",
      "ID: 55578, exams: 1\n",
      "ID: 56570, exams: 1\n",
      "ID: 56779, exams: 3\n",
      "ID: 56960, exams: 1\n",
      "ID: 57279, exams: 1\n",
      "ID: 57571, exams: 3\n",
      "ID: 58554, exams: 1\n",
      "ID: 58950, exams: 4\n",
      "ID: 59265, exams: 2\n",
      "ID: 64073, exams: 1\n",
      "ID: 64872, exams: 2\n",
      "ID: 65228, exams: 1\n",
      "ID: 65313, exams: 1\n",
      "ID: 65725, exams: 3\n",
      "ID: 66628, exams: 3\n",
      "ID: 67906, exams: 2\n",
      "ID: 72548, exams: 1\n",
      "ID: 76540, exams: 2\n"
     ]
    }
   ],
   "source": [
    "subj_list = tbl_exam_img_indexed.index.levels[0]\n",
    "for subj_id in subj_list:\n",
    "    subj = tbl_exam_img_indexed.loc[[subj_id, None]]\n",
    "    n_exam = len(np.unique(subj.index.labels[1]))\n",
    "    print 'ID: %s, exams: %d' % (str(subj_id), n_exam)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Int64Index([1, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 5], dtype='int64', name=u'examIndex')\n",
      "[1 2 3 4 5]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>examIndex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           daysSincePreviousExam cancerL  cancerR\n",
       "examIndex                                        \n",
       "5                            370       1        0\n",
       "5                            370       1        0\n",
       "5                            370       1        0\n",
       "5                            370       1        0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = tbl_exam_img_indexed.loc[26102].index\n",
    "print index\n",
    "print np.unique(index)\n",
    "pat = tbl_exam_img_indexed.loc[26102]\n",
    "pat.loc[5].iloc[:, :3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3 4 5]\n",
      "====================\n",
      "Int64Index([1, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 5], dtype='int64', name=u'examIndex')\n"
     ]
    }
   ],
   "source": [
    "#print tbl_exam_img_indexed.index.names\n",
    "pat = tbl_exam_img_indexed.loc[26102]\n",
    "print pat.index.unique()\n",
    "print '='*20\n",
    "print pat.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def flatten_exam_generator(exam_img_tbl):\n",
    "    subj_list = exam_img_tbl.index.levels[0]\n",
    "    for subj_id in subj_list:\n",
    "        subj = exam_img_tbl.loc[subj_id]\n",
    "        for ex_idx in subj.index.unique():\n",
    "            yield subj.loc[ex_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           daysSincePreviousExam cancerL  cancerR\n",
      "examIndex                                        \n",
      "1                              0       0        0\n",
      "1                              0       0        0\n",
      "1                              0       0        0\n",
      "1                              0       0        0\n",
      "====================\n",
      "           daysSincePreviousExam cancerL  cancerR\n",
      "examIndex                                        \n",
      "1                              0       1        0\n",
      "1                              0       1        0\n",
      "1                              0       1        0\n",
      "1                              0       1        0\n",
      "====================\n",
      "           daysSincePreviousExam cancerL  cancerR\n",
      "examIndex                                        \n",
      "1                              0       0        0\n",
      "1                              0       0        0\n",
      "1                              0       0        0\n",
      "1                              0       0        0\n",
      "1                              0       0        0\n",
      "====================\n",
      "           daysSincePreviousExam cancerL  cancerR\n",
      "examIndex                                        \n",
      "2                            371       0        0\n",
      "2                            371       0        0\n",
      "2                            371       0        0\n",
      "2                            371       0        0\n"
     ]
    }
   ],
   "source": [
    "tmp = flatten_exam_generator(tbl_exam_img_indexed)\n",
    "print next(tmp).iloc[:, :3]\n",
    "print '='*20\n",
    "print next(tmp).iloc[:, :3]\n",
    "print '='*20\n",
    "print next(tmp).iloc[:, :3]\n",
    "print '='*20\n",
    "print next(tmp).iloc[:, :3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
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       "      <th>implantEver</th>\n",
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       "      <th>...</th>\n",
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       "      <th>view</th>\n",
       "      <th>laterality</th>\n",
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       "</table>\n",
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       "</div>"
      ],
      "text/plain": [
       "           daysSincePreviousExam cancerL  cancerR invL  invR  age implantEver  \\\n",
       "examIndex                                                                       \n",
       "1                              0       1        0    1     0   71           0   \n",
       "1                              0       1        0    1     0   71           0   \n",
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       "\n",
       "          implantNow  bcHistory yearsSincePreviousBc   ...   antiestrogen  \\\n",
       "examIndex                                              ...                  \n",
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       "\n",
       "          firstDegreeWithBc firstDegreeWithBc50      bmi  race  imageIndex  \\\n",
       "examIndex                                                                    \n",
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       "1                         1                   0  27.3686     1           3   \n",
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       "\n",
       "           view laterality    filename  cancer  \n",
       "examIndex                                       \n",
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       "\n",
       "[4 rows x 24 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "pat = tmp.next()\n",
    "pat"
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  {
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   "execution_count": 36,
   "metadata": {
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       "           imageIndex view laterality    filename\n",
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       "                            daysSincePreviousExam cancerL  cancerR invL  invR  \\\n",
       "laterality view imageIndex                                                      \n",
       "R          CC   1                               0       1        0    1     0   \n",
       "L          CC   2                               0       1        0    1     0   \n",
       "           MLO  3                               0       1        0    1     0   \n",
       "R          MLO  4                               0       1        0    1     0   \n",
       "\n",
       "                            age implantEver implantNow  bcHistory  \\\n",
       "laterality view imageIndex                                          \n",
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       "\n",
       "                           yearsSincePreviousBc  ...   reduxHistory  \\\n",
       "laterality view imageIndex                       ...                  \n",
       "R          CC   1                             .  ...              0   \n",
       "L          CC   2                             .  ...              0   \n",
       "           MLO  3                             .  ...              0   \n",
       "R          MLO  4                             .  ...              0   \n",
       "\n",
       "                           reduxLaterality hrt  antiestrogen  \\\n",
       "laterality view imageIndex                                     \n",
       "R          CC   1                        .   0             0   \n",
       "L          CC   2                        .   0             0   \n",
       "           MLO  3                        .   0             0   \n",
       "R          MLO  4                        .   0             0   \n",
       "\n",
       "                            firstDegreeWithBc  firstDegreeWithBc50      bmi  \\\n",
       "laterality view imageIndex                                                    \n",
       "R          CC   1                           1                    0  27.3686   \n",
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       "           MLO  3                           1                    0  27.3686   \n",
       "R          MLO  4                           1                    0  27.3686   \n",
       "\n",
       "                           race    filename cancer  \n",
       "laterality view imageIndex                          \n",
       "R          CC   1             1  111358.dcm      0  \n",
       "L          CC   2             1  111359.dcm      1  \n",
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       "\n",
       "[4 rows x 21 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
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    "pat_indexed = pat.set_index(['laterality', 'view', 'imageIndex'])\n",
    "pat_indexed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = pat_indexed['cancerL'][0]\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pat_indexed['cancerL'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
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   "outputs": [
    {
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       "            daysSincePreviousExam cancerL  cancerR invL  invR  age  \\\n",
       "imageIndex                                                           \n",
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       "           implantEver implantNow  bcHistory yearsSincePreviousBc  ...    \\\n",
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       "imageIndex                                                                     \n",
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       "\n",
       "            firstDegreeWithBc50      bmi race    filename cancer  \n",
       "imageIndex                                                        \n",
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       "\n",
       "[1 rows x 21 columns]"
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     "execution_count": 40,
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    "pat_indexed.ix['L'].ix['MLO']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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     "output_type": "stream",
     "text": [
      "Int64Index([1], dtype='int64', name=u'imageIndex')\n",
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      "==========\n"
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       "            daysSincePreviousExam cancerL  cancerR invL  invR  age  \\\n",
       "imageIndex                                                           \n",
       "1                               0       1        0    1     0   71   \n",
       "\n",
       "           implantEver implantNow  bcHistory yearsSincePreviousBc  ...    \\\n",
       "imageIndex                                                         ...     \n",
       "1                    0          .          0                    .  ...     \n",
       "\n",
       "           reduxHistory reduxLaterality hrt  antiestrogen  firstDegreeWithBc  \\\n",
       "imageIndex                                                                     \n",
       "1                     0               .   0             0                  1   \n",
       "\n",
       "            firstDegreeWithBc50      bmi race    filename cancer  \n",
       "imageIndex                                                        \n",
       "1                             0  27.3686    1  111358.dcm      0  \n",
       "\n",
       "[1 rows x 21 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images = pat_indexed.ix['R'].ix['CC']\n",
    "print images.index\n",
    "print '='*10\n",
    "print max(images.index)\n",
    "print '='*10\n",
    "images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "imageIndex\n",
       "1    111358.dcm\n",
       "Name: filename, dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images['filename']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>daysSincePreviousExam</th>\n",
       "      <th>cancerL</th>\n",
       "      <th>cancerR</th>\n",
       "      <th>invL</th>\n",
       "      <th>invR</th>\n",
       "      <th>age</th>\n",
       "      <th>implantEver</th>\n",
       "      <th>implantNow</th>\n",
       "      <th>bcHistory</th>\n",
       "      <th>yearsSincePreviousBc</th>\n",
       "      <th>...</th>\n",
       "      <th>antiestrogen</th>\n",
       "      <th>firstDegreeWithBc</th>\n",
       "      <th>firstDegreeWithBc50</th>\n",
       "      <th>bmi</th>\n",
       "      <th>race</th>\n",
       "      <th>imageIndex</th>\n",
       "      <th>view</th>\n",
       "      <th>laterality</th>\n",
       "      <th>filename</th>\n",
       "      <th>cancer</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subjectId</th>\n",
       "      <th>examIndex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CC</td>\n",
       "      <td>R</td>\n",
       "      <td>105545.dcm</td>\n",
       "      <td>0</td>\n",
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       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CC</td>\n",
       "      <td>L</td>\n",
       "      <td>105546.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
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       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>MLO</td>\n",
       "      <td>L</td>\n",
       "      <td>105547.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
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       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>MLO</td>\n",
       "      <td>R</td>\n",
       "      <td>105548.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
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       "      <td>9</td>\n",
       "      <td>.</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>CV</td>\n",
       "      <td>R</td>\n",
       "      <td>105549.dcm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     daysSincePreviousExam cancerL  cancerR invL  invR  age  \\\n",
       "subjectId examIndex                                                           \n",
       "836       1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "          1                              0       0        0    0     0   61   \n",
       "\n",
       "                    implantEver implantNow  bcHistory yearsSincePreviousBc  \\\n",
       "subjectId examIndex                                                          \n",
       "836       1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "          1                   .          .          0                    .   \n",
       "\n",
       "                      ...   antiestrogen firstDegreeWithBc  \\\n",
       "subjectId examIndex   ...                                    \n",
       "836       1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "          1           ...              9                 9   \n",
       "\n",
       "                    firstDegreeWithBc50  bmi  race  imageIndex  view  \\\n",
       "subjectId examIndex                                                    \n",
       "836       1                           9    .     1           1    CC   \n",
       "          1                           9    .     1           2    CC   \n",
       "          1                           9    .     1           3   MLO   \n",
       "          1                           9    .     1           4   MLO   \n",
       "          1                           9    .     1           5    CV   \n",
       "\n",
       "                    laterality    filename  cancer  \n",
       "subjectId examIndex                                 \n",
       "836       1                  R  105545.dcm       0  \n",
       "          1                  L  105546.dcm       0  \n",
       "          1                  L  105547.dcm       0  \n",
       "          1                  R  105548.dcm       0  \n",
       "          1                  R  105549.dcm       0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl_exam_img_indexed.loc[(836, 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from meta import DMMetaManager\n",
    "dm_meta_man = DMMetaManager(exam_tsv='metadata/exams_metadata.tsv', \n",
    "                            img_tsv='metadata/images_crosswalk.tsv', \n",
    "                            img_folder='preprocessedData/jpg_prep', \n",
    "                            img_extension='png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "exam_list = dm_meta_man.get_flatten_exam_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>filename</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>imageIndex</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>preprocessedData/jpg_prep/000136.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        filename\n",
       "imageIndex                                      \n",
       "2           preprocessedData/jpg_prep/000136.png"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exam_list[0][2]['L']['CC']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'preprocessedData/jpg_prep/000138.png'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images = exam_list[0][2]['R']['MLO']\n",
    "idx = images.index.max()\n",
    "images.loc[idx, 'filename']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 2, 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, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2,\n",
       "       2, 1, 2, 1, 1, 1, 1, 2, 3, 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])"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_n_img(ex, lat, view):\n",
    "    if ex[2][lat][view] is None:\n",
    "        return 0\n",
    "    else:\n",
    "        return ex[2][lat][view].shape[0]\n",
    "n_img_R_MLO = np.array(map(lambda e: get_n_img(e, 'R', 'MLO'), exam_list))\n",
    "n_img_R_MLO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "====================\n",
      "(array([ 6, 77]),)\n"
     ]
    }
   ],
   "source": [
    "print n_img_R_MLO.max()\n",
    "print '='*20\n",
    "print np.where(n_img_R_MLO == n_img_R_MLO.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>filename</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>imageIndex</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>preprocessedData/jpg_prep/121381.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>preprocessedData/jpg_prep/121390.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>preprocessedData/jpg_prep/121393.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        filename\n",
       "imageIndex                                      \n",
       "4           preprocessedData/jpg_prep/121381.png\n",
       "7           preprocessedData/jpg_prep/121390.png\n",
       "8           preprocessedData/jpg_prep/121393.png"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exam_list[6][2]['R']['MLO']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2642, 1, {'L': {'CC':                                         filename\n",
       "   imageIndex                                      \n",
       "   2           preprocessedData/jpg_prep/121373.png\n",
       "   6           preprocessedData/jpg_prep/121388.png,\n",
       "   'MLO':                                         filename\n",
       "   imageIndex                                      \n",
       "   3           preprocessedData/jpg_prep/121377.png,\n",
       "   'cancer': '0'},\n",
       "  'R': {'CC':                                         filename\n",
       "   imageIndex                                      \n",
       "   1           preprocessedData/jpg_prep/121370.png\n",
       "   5           preprocessedData/jpg_prep/121385.png,\n",
       "   'MLO':                                         filename\n",
       "   imageIndex                                      \n",
       "   4           preprocessedData/jpg_prep/121381.png\n",
       "   7           preprocessedData/jpg_prep/121390.png\n",
       "   8           preprocessedData/jpg_prep/121393.png,\n",
       "   'cancer': '0'}})"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e = exam_list[6]\n",
    "e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "last_exam_list = dm_meta_man.get_last_exam_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "111\n",
      "====================\n",
      "58\n"
     ]
    }
   ],
   "source": [
    "print len(exam_list)\n",
    "print '='*20\n",
    "print len(last_exam_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(20, 1, {'L': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    2           preprocessedData/jpg_prep/000136.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    3           preprocessedData/jpg_prep/000137.png,\n",
       "    'cancer': '0'},\n",
       "   'R': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    1           preprocessedData/jpg_prep/000135.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    4           preprocessedData/jpg_prep/000138.png,\n",
       "    'cancer': '0'}}),\n",
       " (98, 1, {'L': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    2           preprocessedData/jpg_prep/100152.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    3           preprocessedData/jpg_prep/100153.png,\n",
       "    'cancer': '1'},\n",
       "   'R': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    1           preprocessedData/jpg_prep/100151.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    4           preprocessedData/jpg_prep/100154.png,\n",
       "    'cancer': '0'}}),\n",
       " (836, 2, {'L': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    2           preprocessedData/jpg_prep/105551.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    3           preprocessedData/jpg_prep/105552.png,\n",
       "    'cancer': '0'},\n",
       "   'R': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    1           preprocessedData/jpg_prep/105550.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    4           preprocessedData/jpg_prep/105553.png,\n",
       "    'cancer': '0'}}),\n",
       " (1626, 2, {'L': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    2           preprocessedData/jpg_prep/111363.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    4           preprocessedData/jpg_prep/111365.png,\n",
       "    'cancer': '0'},\n",
       "   'R': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    1           preprocessedData/jpg_prep/111362.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    3           preprocessedData/jpg_prep/111364.png,\n",
       "    'cancer': '0'}}),\n",
       " (2642, 2, {'L': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    2           preprocessedData/jpg_prep/121398.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    3           preprocessedData/jpg_prep/121401.png,\n",
       "    'cancer': '0'},\n",
       "   'R': {'CC':                                         filename\n",
       "    imageIndex                                      \n",
       "    1           preprocessedData/jpg_prep/121396.png,\n",
       "    'MLO':                                         filename\n",
       "    imageIndex                                      \n",
       "    4           preprocessedData/jpg_prep/121403.png,\n",
       "    'cancer': '0'}})]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "last_exam_list[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('a', 0), ('b', 0), ('c', 1)]\n",
      "(('a', 'b', 'c'), (0, 0, 1))\n",
      "<type 'numpy.ndarray'>\n",
      "[0 0 1]\n"
     ]
    }
   ],
   "source": [
    "list_of_tup = [ ('a', 0), ('b', 0), ('c', 1) ]\n",
    "print list_of_tup\n",
    "tup_of_tup = tuple(zip(*list_of_tup))\n",
    "print tup_of_tup\n",
    "lab = tup_of_tup[1]\n",
    "lab = np.array(lab)\n",
    "print type(lab)\n",
    "print lab"
   ]
  }
 ],
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