TestDcwAggregation.ipynb

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   "cell_type": "markdown",
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    "toc": "true"
   },
   "source": [
    "# Table of Contents\n",
    " <p><div class=\"lev2 toc-item\"><a href=\"#Globally-relevant-variables\" data-toc-modified-id=\"Globally-relevant-variables-01\"><span class=\"toc-item-num\">0.1&nbsp;&nbsp;</span>Globally relevant variables</a></div><div class=\"lev2 toc-item\"><a href=\"#Classes-to-encapsulate-single-lines-of-text-and-multiple-lines-of-text\" data-toc-modified-id=\"Classes-to-encapsulate-single-lines-of-text-and-multiple-lines-of-text-02\"><span class=\"toc-item-num\">0.2&nbsp;&nbsp;</span>Classes to encapsulate single lines of text and multiple lines of text</a></div><div class=\"lev2 toc-item\"><a href=\"#Parse-the-downloaded-subject-data-into-data-structures-for-processing\" data-toc-modified-id=\"Parse-the-downloaded-subject-data-into-data-structures-for-processing-03\"><span class=\"toc-item-num\">0.3&nbsp;&nbsp;</span>Parse the downloaded subject data into data structures for processing</a></div><div class=\"lev2 toc-item\"><a href=\"#Parse-the-downloaded-classification-data-into-data-structures-for-processing\" data-toc-modified-id=\"Parse-the-downloaded-classification-data-into-data-structures-for-processing-04\"><span class=\"toc-item-num\">0.4&nbsp;&nbsp;</span>Parse the downloaded classification data into data structures for processing</a></div><div class=\"lev3 toc-item\"><a href=\"#Print-some-summary-information-about-the-parsed-data\" data-toc-modified-id=\"Print-some-summary-information-about-the-parsed-data-041\"><span class=\"toc-item-num\">0.4.1&nbsp;&nbsp;</span>Print some summary information about the parsed data</a></div><div class=\"lev2 toc-item\"><a href=\"#Cast-parsed-data-into-structures-that-enable-&quot;straightfoward&quot;-aggregation-analysis\" data-toc-modified-id=\"Cast-parsed-data-into-structures-that-enable-&quot;straightfoward&quot;-aggregation-analysis-05\"><span class=\"toc-item-num\">0.5&nbsp;&nbsp;</span>Cast parsed data into structures that enable \"straightfoward\" aggregation analysis</a></div><div class=\"lev2 toc-item\"><a href=\"#Group-transcriptions-of-individual-lines-according-to-spatial-proximity\" data-toc-modified-id=\"Group-transcriptions-of-individual-lines-according-to-spatial-proximity-06\"><span class=\"toc-item-num\">0.6&nbsp;&nbsp;</span>Group transcriptions of individual lines according to spatial proximity</a></div><div class=\"lev2 toc-item\"><a href=\"#Experimental:-Evaluate-first-pass-line-consensus\" data-toc-modified-id=\"Experimental:-Evaluate-first-pass-line-consensus-07\"><span class=\"toc-item-num\">0.7&nbsp;&nbsp;</span>Experimental: Evaluate first pass line consensus</a></div><div class=\"lev2 toc-item\"><a href=\"#Serialize-the-processed-data-at-this-stage\" data-toc-modified-id=\"Serialize-the-processed-data-at-this-stage-08\"><span class=\"toc-item-num\">0.8&nbsp;&nbsp;</span>Serialize the processed data at this stage</a></div><div class=\"lev2 toc-item\"><a href=\"#Now-aggregate-the-text-of-the-spatially-matched-lines\" data-toc-modified-id=\"Now-aggregate-the-text-of-the-spatially-matched-lines-09\"><span class=\"toc-item-num\">0.9&nbsp;&nbsp;</span>Now aggregate the text of the spatially matched lines</a></div><div class=\"lev2 toc-item\"><a href=\"#Display-the-&quot;most-popular&quot;-transcriptions\" data-toc-modified-id=\"Display-the-&quot;most-popular&quot;-transcriptions-010\"><span class=\"toc-item-num\">0.10&nbsp;&nbsp;</span>Display the \"most popular\" transcriptions</a></div><div class=\"lev2 toc-item\"><a href=\"#Plot-reliability-distributions\" data-toc-modified-id=\"Plot-reliability-distributions-011\"><span class=\"toc-item-num\">0.11&nbsp;&nbsp;</span>Plot reliability distributions</a></div><div class=\"lev2 toc-item\"><a href=\"#Store-consensus-data-in-MySQL-database\" data-toc-modified-id=\"Store-consensus-data-in-MySQL-database-012\"><span class=\"toc-item-num\">0.12&nbsp;&nbsp;</span>Store consensus data in MySQL database</a></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import csv\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as mplplot\n",
    "import dateutil.parser\n",
    "import pickle\n",
    "import sys\n",
    "import regex\n",
    "import copy\n",
    "import itertools\n",
    "import gc\n",
    "import os\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "verbose = True\n",
    "if verbose :\n",
    "    import pprint\n",
    "    from IPython.core.display import display\n",
    "    pprinter = pprint.PrettyPrinter(indent=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#%matplotlib notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Globally relevant variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "saveIdentifiedLineDetails = False\n",
    "applyDoubleLineFix = False\n",
    "databaseName = 'dcwConsensusDoubleLineFix' if applyDoubleLineFix else 'dcwConsensus'\n",
    "sampleDataFileName = 'decoding-the-civil-war-classifications-2.csv'\n",
    "subjectDataFileName = 'decoding-the-civil-war-subjects.csv'\n",
    "aggregatedDataFileName = 'decoding-the-civil-war-aggregated.txt'\n",
    "aggregatedDataCsvFileName = 'decoding-the-civil-war-consensus-linewise.csv'\n",
    "aggregatedDataSubjectWiseCsvFileName = 'decoding-the-civil-war-consensus-subjectwise.csv'\n",
    "identifiedLineFilePath = 'dataWithLineIDs_subset.pkl'\n",
    "liveDate = dateutil.parser.parse(\"2016-06-20T00:00:00.00Z\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classes to encapsulate single lines of text and multiple lines of text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "class TextLine() :\n",
    "    \n",
    "    def __init__(self, x1, y1, x2, y2, text) :\n",
    "        self.coords = {'start' : {'x' : x1, 'y' : y1}, 'end' : {'x' : x2, 'y' : y2}}\n",
    "        self.text = text\n",
    "        self.words = text.split()\n",
    "        self.numWords = len(self.words)\n",
    "        \n",
    "    def __str__(self) :\n",
    "        return str(self.text) + \" @ ((\" + str(self.coords['start']['x']) + \", \" + str(self.coords['start']['y']) + \"), (\" + str(self.coords['end']['x']) + \", \" + str(self.coords['end']['y']) + \"))\"\n",
    "    \n",
    "    def getStart(self) :\n",
    "        return self.coords['start']\n",
    "    \n",
    "    def getEnd(self) :\n",
    "        return self.coords['end']\n",
    "    \n",
    "    def getText(self) :\n",
    "        return str(self.text)\n",
    "    \n",
    "    def getCoords(self) :\n",
    "        return self.coords\n",
    "    \n",
    "    def getWords(self) :\n",
    "        return self.words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class TelegramLines() :\n",
    "    \n",
    "    def __init__(self) :\n",
    "        self.textLines = []\n",
    "        \n",
    "    def __str__(self) :\n",
    "        return \"\\n\".join([textLine.__str__() for textLine in self.textLines])\n",
    "        \n",
    "    def addLine(self, textLine) :\n",
    "        self.textLines.append(textLine)\n",
    "    \n",
    "    def getLines(self) :\n",
    "        return self.textLines\n",
    "    \n",
    "    def getNumLines(self) :\n",
    "        return len(self.textLines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "class LineMatcher() :\n",
    "    \n",
    "    def __init__(self, _yTolerance, _xTolerance = None) :\n",
    "        self.currentCoords = (-1,-1,-1,-1)\n",
    "        self.yTolerance = _yTolerance\n",
    "        self.xTolerance = _xTolerance\n",
    "    \n",
    "    def compare(self, lineCoords) :\n",
    "        different = np.abs(lineCoords[1] - self.currentCoords[1]) > self.yTolerance or np.abs(lineCoords[3] - self.currentCoords[3]) > self.yTolerance\n",
    "        if not different and self.xTolerance is not None :\n",
    "            different = different and (np.abs(lineCoords[0] - self.currentCoords[0]) > self.xTolerance or np.abs(lineCoords[2] - self.currentCoords[2]) > self.xTolerance)\n",
    "        if different :\n",
    "            self.setCurrentCoords(lineCoords)\n",
    "            return True\n",
    "        else :\n",
    "            return False\n",
    "    \n",
    "    def setCurrentCoords(self, _newCoords) :\n",
    "        self.currentCoords = _newCoords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class MetaTagState():\n",
    "    \n",
    "    def __init__(self) :\n",
    "        self.setTags = {}\n",
    "        \n",
    "    def setTag(self, tag, start, end) :\n",
    "        if tag in self.setTags :\n",
    "            self.setTags[tag].append((start, end))\n",
    "        else :\n",
    "            self.setTags.update({tag : [(start, end)]})\n",
    "        return self.setTags[tag]\n",
    "    \n",
    "    def reset(self) :\n",
    "        self.setTags = {}\n",
    "    \n",
    "    def getSetTags(self) :\n",
    "        return self.setTags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class StatefulWord():\n",
    "    \n",
    "    def __init__(self, _word, _span, _tagStates, _sentence) :\n",
    "        self.word = _word\n",
    "        self.tagStates = _tagStates\n",
    "        self.sentence = _sentence\n",
    "        self.span = _span\n",
    "        \n",
    "    def __hash__(self) :\n",
    "        return self.word.__hash__()\n",
    "    \n",
    "    def __eq__(self, other) :\n",
    "        return self.word == other.word   \n",
    "    \n",
    "    def __str__(self) :\n",
    "        return 'SW:' + str(self.word) + ' ' + str(self.tagStates)\n",
    "    \n",
    "    def __repr__(self) :\n",
    "        return 'SW:' + str(self.word)\n",
    "    \n",
    "    def asTuple(self) :\n",
    "        return (self.word, self.span, self.tagStates, self.sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parse the downloaded subject data into data structures for processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
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       "      <td>mssEC_28_440</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881932</th>\n",
       "      <td>mssEC_28_441</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881933</th>\n",
       "      <td>mssEC_28_442</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881934</th>\n",
       "      <td>mssEC_28_443</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881935</th>\n",
       "      <td>mssEC_28_444</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881936</th>\n",
       "      <td>mssEC_28_445</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881937</th>\n",
       "      <td>mssEC_28_446</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881938</th>\n",
       "      <td>mssEC_28_447</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881939</th>\n",
       "      <td>mssEC_28_448</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881940</th>\n",
       "      <td>mssEC_28_449</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881941</th>\n",
       "      <td>mssEC_28_450</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881942</th>\n",
       "      <td>mssEC_28_451</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881943</th>\n",
       "      <td>mssEC_28_452</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881944</th>\n",
       "      <td>mssEC_28_453</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881945</th>\n",
       "      <td>mssEC_28_454</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881946</th>\n",
       "      <td>mssEC_28_455</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881947</th>\n",
       "      <td>mssEC_28_456</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881948</th>\n",
       "      <td>mssEC_28_457</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881949</th>\n",
       "      <td>mssEC_28_458</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881950</th>\n",
       "      <td>mssEC_28_459</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881951</th>\n",
       "      <td>mssEC_28_460</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881952</th>\n",
       "      <td>mssEC_28_461</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881953</th>\n",
       "      <td>mssEC_17_005</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881954</th>\n",
       "      <td>mssEC_17_128</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12968 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           huntington_id retired  \\\n",
       "subject_id                         \n",
       "1959268     mssEC_01_001   False   \n",
       "1959269     mssEC_01_002    True   \n",
       "1959270     mssEC_01_003   False   \n",
       "1959271     mssEC_01_004   False   \n",
       "1959272     mssEC_01_005   False   \n",
       "1959273     mssEC_01_006   False   \n",
       "1959274     mssEC_01_007    True   \n",
       "1959275     mssEC_01_008   False   \n",
       "1959276     mssEC_01_009   False   \n",
       "1959277     mssEC_01_010   False   \n",
       "1959278     mssEC_01_011   False   \n",
       "1959279     mssEC_01_012   False   \n",
       "1959280     mssEC_01_013   False   \n",
       "1959281     mssEC_01_014   False   \n",
       "1959282     mssEC_01_015   False   \n",
       "1959283     mssEC_01_016   False   \n",
       "1959284     mssEC_01_017   False   \n",
       "1959285     mssEC_01_018   False   \n",
       "1959286     mssEC_01_019   False   \n",
       "1959287     mssEC_01_020   False   \n",
       "1959288     mssEC_01_021   False   \n",
       "1959289     mssEC_01_022   False   \n",
       "1959290     mssEC_01_023    True   \n",
       "1959291     mssEC_01_024   False   \n",
       "1959292     mssEC_01_025   False   \n",
       "1959293     mssEC_01_026   False   \n",
       "1959294     mssEC_01_027   False   \n",
       "1959295     mssEC_01_028   False   \n",
       "1959296     mssEC_01_029   False   \n",
       "1959297     mssEC_01_030   False   \n",
       "...                  ...     ...   \n",
       "2881925     mssEC_28_434   False   \n",
       "2881926     mssEC_28_435   False   \n",
       "2881927     mssEC_28_436   False   \n",
       "2881928     mssEC_28_437   False   \n",
       "2881929     mssEC_28_438   False   \n",
       "2881930     mssEC_28_439   False   \n",
       "2881931     mssEC_28_440   False   \n",
       "2881932     mssEC_28_441   False   \n",
       "2881933     mssEC_28_442   False   \n",
       "2881934     mssEC_28_443   False   \n",
       "2881935     mssEC_28_444   False   \n",
       "2881936     mssEC_28_445   False   \n",
       "2881937     mssEC_28_446   False   \n",
       "2881938     mssEC_28_447   False   \n",
       "2881939     mssEC_28_448   False   \n",
       "2881940     mssEC_28_449   False   \n",
       "2881941     mssEC_28_450   False   \n",
       "2881942     mssEC_28_451   False   \n",
       "2881943     mssEC_28_452   False   \n",
       "2881944     mssEC_28_453   False   \n",
       "2881945     mssEC_28_454   False   \n",
       "2881946     mssEC_28_455   False   \n",
       "2881947     mssEC_28_456   False   \n",
       "2881948     mssEC_28_457   False   \n",
       "2881949     mssEC_28_458   False   \n",
       "2881950     mssEC_28_459   False   \n",
       "2881951     mssEC_28_460   False   \n",
       "2881952     mssEC_28_461   False   \n",
       "2881953     mssEC_17_005   False   \n",
       "2881954     mssEC_17_128   False   \n",
       "\n",
       "                                                          url  \n",
       "subject_id                                                     \n",
       "1959268     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959269     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959270     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959271     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959272     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959273     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959275     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959276     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959277     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959278     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959279     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959280     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959281     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959282     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959283     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959284     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959285     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959286     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959287     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959288     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959289     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959290     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959291     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959292     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959293     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959294     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959295     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959296     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959297     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "...                                                       ...  \n",
       "2881925     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881926     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881927     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881928     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881929     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881930     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881931     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881932     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881933     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881934     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881935     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881936     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881937     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881938     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881939     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881940     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881941     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881942     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881943     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881944     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881945     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881946     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881947     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881948     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881949     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881950     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881951     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881952     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881953     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2881954     https://panoptes-uploads.zooniverse.org/produc...  \n",
       "\n",
       "[12968 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subject_data = []\n",
    "subjectColumns = ['subject_id', 'huntington_id', 'url', 'retired_in_workflow']\n",
    "with open(subjectDataFileName) as csvfile :\n",
    "    parsedSubjectCsv = csv.DictReader(csvfile)\n",
    "    numPrinted = 0\n",
    "    for subject in parsedSubjectCsv :\n",
    "        parsedLocations = json.loads(subject['locations'])\n",
    "        parsedMetaData = json.loads(subject['metadata'])\n",
    "        if 'hdl_id' not in parsedMetaData :\n",
    "            continue\n",
    "        subject_data.append({'subject_id': int(subject['subject_id']), 'huntington_id' : parsedMetaData['hdl_id'], 'url' : parsedLocations['0'], 'retired' : len(json.loads(subject['retired_in_workflow'])) > 0})\n",
    "subjectsFrame = pd.DataFrame.from_records(subject_data, index = 'subject_id')\n",
    "display(subjectsFrame)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parse the downloaded classification data into data structures for processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "telegrams = {}\n",
    "\n",
    "with open(sampleDataFileName) as csvfile :\n",
    "    parsedCsv = csv.DictReader(csvfile)\n",
    "    nTelegramsParsed = 0\n",
    "    for recordIndex, record in enumerate(parsedCsv) :\n",
    "        done = False\n",
    "        recordIsTelegram = True\n",
    "        \n",
    "        # check the date that the classification was made\n",
    "        parsedMetadata = json.loads(record[\"metadata\"])\n",
    "        parsedDate = dateutil.parser.parse(parsedMetadata['started_at'])\n",
    "        # skip \"testing\" data before the site went live\n",
    "        \n",
    "        if parsedDate < liveDate :\n",
    "            continue\n",
    "        \n",
    "        # parse the annotations and the subject data\n",
    "        parsedAnnotations = json.loads(record[\"annotations\"])\n",
    "        parsedSubjectData = json.loads(record[\"subject_data\"])\n",
    "        \n",
    "        # initialize container for transcribed lines\n",
    "        transcribedLines = TelegramLines()\n",
    "        \n",
    "        #loop over tasks in the annotation\n",
    "        for task in parsedAnnotations :\n",
    "            # Check if the current record is for a telegram (tasks may be stored out of order, so\n",
    "            # some tasks may be processed before non-telegrams are caught - inefficient but unavoidable?)\n",
    "            if task['task'] == \"T1\" and not task['value'].startswith(\"Telegram\") :\n",
    "                recordIsTelegram = False\n",
    "                break\n",
    "            \n",
    "            # Process transcriptions of text lines\n",
    "            if task['task'].startswith(\"T12\") and len(task['value']) > 0 :\n",
    "                # process the lines that were transcribed for this task\n",
    "                for taskValueItem in task['value']:\n",
    "                    transcribedLine = TextLine(taskValueItem['x1'], \n",
    "                                               taskValueItem['y1'], \n",
    "                                               taskValueItem['x2'], \n",
    "                                               taskValueItem['y2'],\n",
    "                                               taskValueItem['details'][0]['value'])\n",
    "                    transcribedLines.addLine(transcribedLine)\n",
    "            \n",
    "        # if the transcribed lines of a telegram have been processed then update the \n",
    "        # list of independent transcriptions for this subject\n",
    "        if recordIsTelegram :\n",
    "            nTelegramsParsed += 1\n",
    "            if int(record['subject_ids']) in telegrams :\n",
    "                telegrams[int(record['subject_ids'])].append((recordIndex, transcribedLines))\n",
    "            else :\n",
    "                telegrams.update({int(record['subject_ids']) : [(recordIndex, transcribedLines)]})     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Print some summary information about the parsed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5826 39192\n"
     ]
    }
   ],
   "source": [
    "print(len(telegrams), nTelegramsParsed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cast parsed data into structures that enable \"straightfoward\" aggregation analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>numLines</th>\n",
       "      <th>subjectKey</th>\n",
       "      <th>transcriptionIndex</th>\n",
       "      <th>words</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subjectKey</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "      <th>x1</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">1959274</th>\n",
       "      <th>232.434772</th>\n",
       "      <th>232.434772</th>\n",
       "      <th>717.137204</th>\n",
       "      <th>1149.749733</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[[unclear]Reced, [/unclear]Feb, 2d, 1862]</td>\n",
       "      <td>717.137204</td>\n",
       "      <td>1149.749733</td>\n",
       "      <td>232.434772</td>\n",
       "      <td>232.434772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233.158520</th>\n",
       "      <th>230.508991</th>\n",
       "      <th>698.955184</th>\n",
       "      <th>1124.204537</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[Rec'd, July, 2,, 1862]</td>\n",
       "      <td>698.955184</td>\n",
       "      <td>1124.204537</td>\n",
       "      <td>233.158520</td>\n",
       "      <td>230.508991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233.202575</th>\n",
       "      <th>230.101682</th>\n",
       "      <th>694.689762</th>\n",
       "      <th>1110.209471</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>694.689762</td>\n",
       "      <td>1110.209471</td>\n",
       "      <td>233.202575</td>\n",
       "      <td>230.101682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234.565674</th>\n",
       "      <th>234.565674</th>\n",
       "      <th>694.741640</th>\n",
       "      <th>1238.234359</th>\n",
       "      <td>1</td>\n",
       "      <td>1959274</td>\n",
       "      <td>10218</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>694.741640</td>\n",
       "      <td>1238.234359</td>\n",
       "      <td>234.565674</td>\n",
       "      <td>234.565674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238.021980</th>\n",
       "      <th>233.377649</th>\n",
       "      <th>689.587430</th>\n",
       "      <th>1163.309237</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[Recd, Feby, 2, 1862]</td>\n",
       "      <td>689.587430</td>\n",
       "      <td>1163.309237</td>\n",
       "      <td>238.021980</td>\n",
       "      <td>233.377649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238.591850</th>\n",
       "      <th>236.397902</th>\n",
       "      <th>695.665494</th>\n",
       "      <th>1104.836796</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[Recd, July, 2d, 1862]</td>\n",
       "      <td>695.665494</td>\n",
       "      <td>1104.836796</td>\n",
       "      <td>238.591850</td>\n",
       "      <td>236.397902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239.219186</th>\n",
       "      <th>232.589555</th>\n",
       "      <th>699.863693</th>\n",
       "      <th>1126.367306</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[Recd, Feby, 2d, 1862]</td>\n",
       "      <td>699.863693</td>\n",
       "      <td>1126.367306</td>\n",
       "      <td>239.219186</td>\n",
       "      <td>232.589555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241.769488</th>\n",
       "      <th>241.769488</th>\n",
       "      <th>195.544735</th>\n",
       "      <th>1279.201965</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>195.544735</td>\n",
       "      <td>1279.201965</td>\n",
       "      <td>241.769488</td>\n",
       "      <td>241.769488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289.240312</th>\n",
       "      <th>290.448940</th>\n",
       "      <th>214.436611</th>\n",
       "      <th>1200.503158</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>214.436611</td>\n",
       "      <td>1200.503158</td>\n",
       "      <td>289.240312</td>\n",
       "      <td>290.448940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294.915039</th>\n",
       "      <th>290.270707</th>\n",
       "      <th>181.033136</th>\n",
       "      <th>1238.779623</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>181.033136</td>\n",
       "      <td>1238.779623</td>\n",
       "      <td>294.915039</td>\n",
       "      <td>290.270707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295.422443</th>\n",
       "      <th>292.772914</th>\n",
       "      <th>186.271385</th>\n",
       "      <th>1183.818932</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>186.271385</td>\n",
       "      <td>1183.818932</td>\n",
       "      <td>295.422443</td>\n",
       "      <td>292.772914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296.770890</th>\n",
       "      <th>286.491428</th>\n",
       "      <th>178.391019</th>\n",
       "      <th>1246.509234</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>178.391019</td>\n",
       "      <td>1246.509234</td>\n",
       "      <td>296.770890</td>\n",
       "      <td>286.491428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301.314161</th>\n",
       "      <th>292.364236</th>\n",
       "      <th>175.300068</th>\n",
       "      <th>1158.901696</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>175.300068</td>\n",
       "      <td>1158.901696</td>\n",
       "      <td>301.314161</td>\n",
       "      <td>292.364236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306.604239</th>\n",
       "      <th>291.246603</th>\n",
       "      <th>175.699817</th>\n",
       "      <th>1193.691691</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>175.699817</td>\n",
       "      <td>1193.691691</td>\n",
       "      <td>306.604239</td>\n",
       "      <td>291.246603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310.657233</th>\n",
       "      <th>300.059118</th>\n",
       "      <th>192.895207</th>\n",
       "      <th>1296.423901</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[For, S, William, A, A, G]</td>\n",
       "      <td>192.895207</td>\n",
       "      <td>1296.423901</td>\n",
       "      <td>310.657233</td>\n",
       "      <td>300.059118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352.387309</th>\n",
       "      <th>343.113958</th>\n",
       "      <th>192.895207</th>\n",
       "      <th>1238.134270</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[the, guns, of, the, eighty, fourth]</td>\n",
       "      <td>192.895207</td>\n",
       "      <td>1238.134270</td>\n",
       "      <td>352.387309</td>\n",
       "      <td>343.113958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354.041841</th>\n",
       "      <th>346.537679</th>\n",
       "      <th>182.745326</th>\n",
       "      <th>1235.203999</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[the, Guns, of, the, Eighty, fourth]</td>\n",
       "      <td>182.745326</td>\n",
       "      <td>1235.203999</td>\n",
       "      <td>354.041841</td>\n",
       "      <td>346.537679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354.118721</th>\n",
       "      <th>346.958781</th>\n",
       "      <th>181.565046</th>\n",
       "      <th>1225.131469</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[the, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>181.565046</td>\n",
       "      <td>1225.131469</td>\n",
       "      <td>354.118721</td>\n",
       "      <td>346.958781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354.506251</th>\n",
       "      <th>343.628595</th>\n",
       "      <th>203.560877</th>\n",
       "      <th>1259.715488</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[the, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>203.560877</td>\n",
       "      <td>1259.715488</td>\n",
       "      <td>354.506251</td>\n",
       "      <td>343.628595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359.935677</th>\n",
       "      <th>346.002683</th>\n",
       "      <th>184.516385</th>\n",
       "      <th>1265.484529</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[The, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>184.516385</td>\n",
       "      <td>1265.484529</td>\n",
       "      <td>359.935677</td>\n",
       "      <td>346.002683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364.743862</th>\n",
       "      <th>347.192278</th>\n",
       "      <th>184.475609</th>\n",
       "      <th>1235.376703</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[the, Guns, of, the, eigthy, fourth]</td>\n",
       "      <td>184.475609</td>\n",
       "      <td>1235.376703</td>\n",
       "      <td>364.743862</td>\n",
       "      <td>347.192278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364.972570</th>\n",
       "      <th>363.647805</th>\n",
       "      <th>190.245678</th>\n",
       "      <th>1281.851493</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[the, lines, of, the, eighty, fourth]</td>\n",
       "      <td>190.245678</td>\n",
       "      <td>1281.851493</td>\n",
       "      <td>364.972570</td>\n",
       "      <td>363.647805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404.694935</th>\n",
       "      <th>395.314732</th>\n",
       "      <th>178.993245</th>\n",
       "      <th>1212.691514</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>178.993245</td>\n",
       "      <td>1212.691514</td>\n",
       "      <td>404.694935</td>\n",
       "      <td>395.314732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406.103594</th>\n",
       "      <th>396.224113</th>\n",
       "      <th>198.816272</th>\n",
       "      <th>1193.174750</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>198.816272</td>\n",
       "      <td>1193.174750</td>\n",
       "      <td>406.103594</td>\n",
       "      <td>396.224113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406.702646</th>\n",
       "      <th>401.403588</th>\n",
       "      <th>183.621856</th>\n",
       "      <th>1206.339926</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>183.621856</td>\n",
       "      <td>1206.339926</td>\n",
       "      <td>406.702646</td>\n",
       "      <td>401.403588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407.818274</th>\n",
       "      <th>392.603401</th>\n",
       "      <th>177.985058</th>\n",
       "      <th>1199.176558</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>177.985058</td>\n",
       "      <td>1199.176558</td>\n",
       "      <td>407.818274</td>\n",
       "      <td>392.603401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408.701156</th>\n",
       "      <th>392.445996</th>\n",
       "      <th>178.710971</th>\n",
       "      <th>1256.195866</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>178.710971</td>\n",
       "      <td>1256.195866</td>\n",
       "      <td>408.701156</td>\n",
       "      <td>392.445996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412.664085</th>\n",
       "      <th>407.365028</th>\n",
       "      <th>186.271385</th>\n",
       "      <th>1264.629557</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[and, hundred, and, tenth, PA, will]</td>\n",
       "      <td>186.271385</td>\n",
       "      <td>1264.629557</td>\n",
       "      <td>412.664085</td>\n",
       "      <td>407.365028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414.107693</th>\n",
       "      <th>404.234927</th>\n",
       "      <th>188.863505</th>\n",
       "      <th>1248.540391</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>188.863505</td>\n",
       "      <td>1248.540391</td>\n",
       "      <td>414.107693</td>\n",
       "      <td>404.234927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456.013089</th>\n",
       "      <th>447.181558</th>\n",
       "      <th>176.665052</th>\n",
       "      <th>1274.334850</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[answer, having, been, repaired, at, Cumberland]</td>\n",
       "      <td>176.665052</td>\n",
       "      <td>1274.334850</td>\n",
       "      <td>456.013089</td>\n",
       "      <td>447.181558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">2880574</th>\n",
       "      <th>1031.660732</th>\n",
       "      <th>1023.412160</th>\n",
       "      <th>169.802441</th>\n",
       "      <th>1348.167701</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[AB, Chandler, NY, 720PM, Washn, Dec, 1st, 66]</td>\n",
       "      <td>169.802441</td>\n",
       "      <td>1348.167701</td>\n",
       "      <td>1031.660732</td>\n",
       "      <td>1023.412160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032.528014</th>\n",
       "      <th>1019.649464</th>\n",
       "      <th>177.782562</th>\n",
       "      <th>1343.876893</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[A, B, Chandler, NY, 720pm, Washn, Dec, 1st, 66]</td>\n",
       "      <td>177.782562</td>\n",
       "      <td>1343.876893</td>\n",
       "      <td>1032.528014</td>\n",
       "      <td>1019.649464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035.480512</th>\n",
       "      <th>1038.662852</th>\n",
       "      <th>146.812339</th>\n",
       "      <th>557.335300</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[A, P, Chandler, NY]</td>\n",
       "      <td>146.812339</td>\n",
       "      <td>557.335300</td>\n",
       "      <td>1035.480512</td>\n",
       "      <td>1038.662852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041.248371</th>\n",
       "      <th>1029.610363</th>\n",
       "      <th>184.733708</th>\n",
       "      <th>583.682567</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[A.P., Chandler, NY]</td>\n",
       "      <td>184.733708</td>\n",
       "      <td>583.682567</td>\n",
       "      <td>1041.248371</td>\n",
       "      <td>1029.610363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054.542346</th>\n",
       "      <th>1030.947863</th>\n",
       "      <th>162.063156</th>\n",
       "      <th>1360.138679</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[A, B, Chandler, NY, 7, 20pm, Washn, Dec1st, 66]</td>\n",
       "      <td>162.063156</td>\n",
       "      <td>1360.138679</td>\n",
       "      <td>1054.542346</td>\n",
       "      <td>1030.947863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093.454541</th>\n",
       "      <th>1083.609143</th>\n",
       "      <th>169.083050</th>\n",
       "      <th>1354.222892</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[Rebecca, for, Rob, [unclear], Mur[/unclear], ...</td>\n",
       "      <td>169.083050</td>\n",
       "      <td>1354.222892</td>\n",
       "      <td>1093.454541</td>\n",
       "      <td>1083.609143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094.910728</th>\n",
       "      <th>1078.999026</th>\n",
       "      <th>174.392709</th>\n",
       "      <th>1334.358749</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[Rebecca, for, Rob, Mur, Ray, Squire, Nostril]</td>\n",
       "      <td>174.392709</td>\n",
       "      <td>1334.358749</td>\n",
       "      <td>1094.910728</td>\n",
       "      <td>1078.999026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096.470944</th>\n",
       "      <th>1082.330534</th>\n",
       "      <th>180.407728</th>\n",
       "      <th>1379.983563</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[Rebecca, for, Rob, Mur, Ray, Squire, Nostril]</td>\n",
       "      <td>180.407728</td>\n",
       "      <td>1379.983563</td>\n",
       "      <td>1096.470944</td>\n",
       "      <td>1082.330534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099.262318</th>\n",
       "      <th>1087.554546</th>\n",
       "      <th>205.881220</th>\n",
       "      <th>1353.243112</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[Rebecca, for, Rob, Mar, Ray, Squire, Nostril]</td>\n",
       "      <td>205.881220</td>\n",
       "      <td>1353.243112</td>\n",
       "      <td>1099.262318</td>\n",
       "      <td>1087.554546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100.420509</th>\n",
       "      <th>1082.069244</th>\n",
       "      <th>181.725227</th>\n",
       "      <th>1350.963046</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Achicea, for, Rob, Nar, Ray, Squire, Nostril]</td>\n",
       "      <td>181.725227</td>\n",
       "      <td>1350.963046</td>\n",
       "      <td>1100.420509</td>\n",
       "      <td>1082.069244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1101.741159</th>\n",
       "      <th>1083.123987</th>\n",
       "      <th>203.349110</th>\n",
       "      <th>1355.968850</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[[unclear]Probicia, for, Rob, Mun, Ray, Squire...</td>\n",
       "      <td>203.349110</td>\n",
       "      <td>1355.968850</td>\n",
       "      <td>1101.741159</td>\n",
       "      <td>1083.123987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143.605643</th>\n",
       "      <th>1140.070541</th>\n",
       "      <th>183.942824</th>\n",
       "      <th>1377.626832</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[March, all, red, Please, loath, in, person]</td>\n",
       "      <td>183.942824</td>\n",
       "      <td>1377.626832</td>\n",
       "      <td>1143.605643</td>\n",
       "      <td>1140.070541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149.010514</th>\n",
       "      <th>1128.325302</th>\n",
       "      <th>210.989717</th>\n",
       "      <th>1355.044015</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>210.989717</td>\n",
       "      <td>1355.044015</td>\n",
       "      <td>1149.010514</td>\n",
       "      <td>1128.325302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150.776518</th>\n",
       "      <th>1146.093409</th>\n",
       "      <th>224.613659</th>\n",
       "      <th>1333.339896</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>224.613659</td>\n",
       "      <td>1333.339896</td>\n",
       "      <td>1150.776518</td>\n",
       "      <td>1146.093409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152.916681</th>\n",
       "      <th>1144.768308</th>\n",
       "      <th>211.479180</th>\n",
       "      <th>1361.796025</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>211.479180</td>\n",
       "      <td>1361.796025</td>\n",
       "      <td>1152.916681</td>\n",
       "      <td>1144.768308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1154.988280</th>\n",
       "      <th>1136.528159</th>\n",
       "      <th>192.465871</th>\n",
       "      <th>1373.913689</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>192.465871</td>\n",
       "      <td>1373.913689</td>\n",
       "      <td>1154.988280</td>\n",
       "      <td>1136.528159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158.095914</th>\n",
       "      <th>1139.744649</th>\n",
       "      <th>192.211665</th>\n",
       "      <th>1319.503733</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>192.211665</td>\n",
       "      <td>1319.503733</td>\n",
       "      <td>1158.095914</td>\n",
       "      <td>1139.744649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209.919941</th>\n",
       "      <th>1194.792298</th>\n",
       "      <th>207.989882</th>\n",
       "      <th>1372.263919</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>207.989882</td>\n",
       "      <td>1372.263919</td>\n",
       "      <td>1209.919941</td>\n",
       "      <td>1194.792298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213.129325</th>\n",
       "      <th>1195.453813</th>\n",
       "      <th>191.013016</th>\n",
       "      <th>1362.308084</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[tooths, Eqypt, Spud, Elins, possible, master,...</td>\n",
       "      <td>191.013016</td>\n",
       "      <td>1362.308084</td>\n",
       "      <td>1213.129325</td>\n",
       "      <td>1195.453813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214.060670</th>\n",
       "      <th>1194.369873</th>\n",
       "      <th>199.849920</th>\n",
       "      <th>1348.069518</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>199.849920</td>\n",
       "      <td>1348.069518</td>\n",
       "      <td>1214.060670</td>\n",
       "      <td>1194.369873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215.839662</th>\n",
       "      <th>1211.066151</th>\n",
       "      <th>209.398543</th>\n",
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       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>209.398543</td>\n",
       "      <td>1351.861666</td>\n",
       "      <td>1215.839662</td>\n",
       "      <td>1211.066151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218.392928</th>\n",
       "      <th>1201.352468</th>\n",
       "      <th>194.833274</th>\n",
       "      <th>1337.854999</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Tooth, Egypt, Spud, Elins, possible, master, ...</td>\n",
       "      <td>194.833274</td>\n",
       "      <td>1337.854999</td>\n",
       "      <td>1218.392928</td>\n",
       "      <td>1201.352468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218.681600</th>\n",
       "      <th>1203.461496</th>\n",
       "      <th>202.368888</th>\n",
       "      <th>1333.339896</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>202.368888</td>\n",
       "      <td>1333.339896</td>\n",
       "      <td>1218.681600</td>\n",
       "      <td>1203.461496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252.015452</th>\n",
       "      <th>1252.015452</th>\n",
       "      <th>885.070154</th>\n",
       "      <th>1218.547522</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[CA, Tinker]</td>\n",
       "      <td>885.070154</td>\n",
       "      <td>1218.547522</td>\n",
       "      <td>1252.015452</td>\n",
       "      <td>1252.015452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255.618917</th>\n",
       "      <th>1255.618917</th>\n",
       "      <th>857.006469</th>\n",
       "      <th>1141.826663</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[C, A, Tinker]</td>\n",
       "      <td>857.006469</td>\n",
       "      <td>1141.826663</td>\n",
       "      <td>1255.618917</td>\n",
       "      <td>1255.618917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261.095357</th>\n",
       "      <th>1263.415887</th>\n",
       "      <th>902.360214</th>\n",
       "      <th>1145.459548</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[[unclear]-----------[/unclear]]</td>\n",
       "      <td>902.360214</td>\n",
       "      <td>1145.459548</td>\n",
       "      <td>1261.095357</td>\n",
       "      <td>1263.415887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266.979685</th>\n",
       "      <th>1263.287661</th>\n",
       "      <th>877.951740</th>\n",
       "      <th>1113.010629</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[C, N, Tinker]</td>\n",
       "      <td>877.951740</td>\n",
       "      <td>1113.010629</td>\n",
       "      <td>1266.979685</td>\n",
       "      <td>1263.287661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279.562018</th>\n",
       "      <th>1278.391241</th>\n",
       "      <th>881.419803</th>\n",
       "      <th>1150.698615</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[C, A, Tinker]</td>\n",
       "      <td>881.419803</td>\n",
       "      <td>1150.698615</td>\n",
       "      <td>1279.562018</td>\n",
       "      <td>1278.391241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285.243966</th>\n",
       "      <th>1282.622357</th>\n",
       "      <th>277.413972</th>\n",
       "      <th>1311.638904</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[[unclear][/unclear]]</td>\n",
       "      <td>277.413972</td>\n",
       "      <td>1311.638904</td>\n",
       "      <td>1285.243966</td>\n",
       "      <td>1282.622357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316.703278</th>\n",
       "      <th>1298.352013</th>\n",
       "      <th>367.859498</th>\n",
       "      <th>361.305475</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[]</td>\n",
       "      <td>367.859498</td>\n",
       "      <td>361.305475</td>\n",
       "      <td>1316.703278</td>\n",
       "      <td>1298.352013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>751677 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                           numLines  \\\n",
       "subjectKey y1          y2          x1         x2                      \n",
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       "           233.202575  230.101682  694.689762 1110.209471        26   \n",
       "           234.565674  234.565674  694.741640 1238.234359         1   \n",
       "           238.021980  233.377649  689.587430 1163.309237        27   \n",
       "           238.591850  236.397902  695.665494 1104.836796        27   \n",
       "           239.219186  232.589555  699.863693 1126.367306        26   \n",
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       "           295.422443  292.772914  186.271385 1183.818932        26   \n",
       "           296.770890  286.491428  178.391019 1246.509234        26   \n",
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       "           456.013089  447.181558  176.665052 1274.334850        26   \n",
       "...                                                             ...   \n",
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       "           1054.542346 1030.947863 162.063156 1360.138679        18   \n",
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       "           1094.910728 1078.999026 174.392709 1334.358749        20   \n",
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       "           1149.010514 1128.325302 210.989717 1355.044015        20   \n",
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       "           1215.839662 1211.066151 209.398543 1351.861666        20   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999        18   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896        18   \n",
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       "           1255.618917 1255.618917 857.006469 1141.826663        20   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548        20   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629        17   \n",
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       "           1285.243966 1282.622357 277.413972 1311.638904        18   \n",
       "           1316.703278 1298.352013 367.859498 361.305475         18   \n",
       "\n",
       "                                                           subjectKey  \\\n",
       "subjectKey y1          y2          x1         x2                        \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733     1959274   \n",
       "           233.158520  230.508991  698.955184 1124.204537     1959274   \n",
       "           233.202575  230.101682  694.689762 1110.209471     1959274   \n",
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       "           238.021980  233.377649  689.587430 1163.309237     1959274   \n",
       "           238.591850  236.397902  695.665494 1104.836796     1959274   \n",
       "           239.219186  232.589555  699.863693 1126.367306     1959274   \n",
       "           241.769488  241.769488  195.544735 1279.201965     1959274   \n",
       "           289.240312  290.448940  214.436611 1200.503158     1959274   \n",
       "           294.915039  290.270707  181.033136 1238.779623     1959274   \n",
       "           295.422443  292.772914  186.271385 1183.818932     1959274   \n",
       "           296.770890  286.491428  178.391019 1246.509234     1959274   \n",
       "           301.314161  292.364236  175.300068 1158.901696     1959274   \n",
       "           306.604239  291.246603  175.699817 1193.691691     1959274   \n",
       "           310.657233  300.059118  192.895207 1296.423901     1959274   \n",
       "           352.387309  343.113958  192.895207 1238.134270     1959274   \n",
       "           354.041841  346.537679  182.745326 1235.203999     1959274   \n",
       "           354.118721  346.958781  181.565046 1225.131469     1959274   \n",
       "           354.506251  343.628595  203.560877 1259.715488     1959274   \n",
       "           359.935677  346.002683  184.516385 1265.484529     1959274   \n",
       "           364.743862  347.192278  184.475609 1235.376703     1959274   \n",
       "           364.972570  363.647805  190.245678 1281.851493     1959274   \n",
       "           404.694935  395.314732  178.993245 1212.691514     1959274   \n",
       "           406.103594  396.224113  198.816272 1193.174750     1959274   \n",
       "           406.702646  401.403588  183.621856 1206.339926     1959274   \n",
       "           407.818274  392.603401  177.985058 1199.176558     1959274   \n",
       "           408.701156  392.445996  178.710971 1256.195866     1959274   \n",
       "           412.664085  407.365028  186.271385 1264.629557     1959274   \n",
       "           414.107693  404.234927  188.863505 1248.540391     1959274   \n",
       "           456.013089  447.181558  176.665052 1274.334850     1959274   \n",
       "...                                                               ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701     2880574   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893     2880574   \n",
       "           1035.480512 1038.662852 146.812339 557.335300      2880574   \n",
       "           1041.248371 1029.610363 184.733708 583.682567      2880574   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679     2880574   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892     2880574   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749     2880574   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563     2880574   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112     2880574   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046     2880574   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850     2880574   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832     2880574   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015     2880574   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896     2880574   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025     2880574   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689     2880574   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733     2880574   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919     2880574   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084     2880574   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518     2880574   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666     2880574   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999     2880574   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896     2880574   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522     2880574   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663     2880574   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548     2880574   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629     2880574   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615     2880574   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904     2880574   \n",
       "           1316.703278 1298.352013 367.859498 361.305475      2880574   \n",
       "\n",
       "                                                           transcriptionIndex  \\\n",
       "subjectKey y1          y2          x1         x2                                \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733               16593   \n",
       "           233.158520  230.508991  698.955184 1124.204537                6789   \n",
       "           233.202575  230.101682  694.689762 1110.209471                5510   \n",
       "           234.565674  234.565674  694.741640 1238.234359               10218   \n",
       "           238.021980  233.377649  689.587430 1163.309237               11142   \n",
       "           238.591850  236.397902  695.665494 1104.836796               19859   \n",
       "           239.219186  232.589555  699.863693 1126.367306               18016   \n",
       "           241.769488  241.769488  195.544735 1279.201965               12139   \n",
       "           289.240312  290.448940  214.436611 1200.503158               16593   \n",
       "           294.915039  290.270707  181.033136 1238.779623               11142   \n",
       "           295.422443  292.772914  186.271385 1183.818932                6789   \n",
       "           296.770890  286.491428  178.391019 1246.509234                5510   \n",
       "           301.314161  292.364236  175.300068 1158.901696               18016   \n",
       "           306.604239  291.246603  175.699817 1193.691691               19859   \n",
       "           310.657233  300.059118  192.895207 1296.423901               12139   \n",
       "           352.387309  343.113958  192.895207 1238.134270                6789   \n",
       "           354.041841  346.537679  182.745326 1235.203999                5510   \n",
       "           354.118721  346.958781  181.565046 1225.131469               18016   \n",
       "           354.506251  343.628595  203.560877 1259.715488               16593   \n",
       "           359.935677  346.002683  184.516385 1265.484529               11142   \n",
       "           364.743862  347.192278  184.475609 1235.376703               19859   \n",
       "           364.972570  363.647805  190.245678 1281.851493               12139   \n",
       "           404.694935  395.314732  178.993245 1212.691514                5510   \n",
       "           406.103594  396.224113  198.816272 1193.174750               16593   \n",
       "           406.702646  401.403588  183.621856 1206.339926                6789   \n",
       "           407.818274  392.603401  177.985058 1199.176558               18016   \n",
       "           408.701156  392.445996  178.710971 1256.195866               11142   \n",
       "           412.664085  407.365028  186.271385 1264.629557               12139   \n",
       "           414.107693  404.234927  188.863505 1248.540391               19859   \n",
       "           456.013089  447.181558  176.665052 1274.334850                5510   \n",
       "...                                                                       ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701               21865   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893               28709   \n",
       "           1035.480512 1038.662852 146.812339 557.335300                24147   \n",
       "           1041.248371 1029.610363 184.733708 583.682567                19847   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679               20036   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892               25936   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749               24147   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563               21865   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112               28709   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046               20036   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850               19847   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832               21865   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015               24147   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896               28709   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025               19847   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689               25936   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733               20036   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919               19847   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084               21865   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518               25936   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666               24147   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999               20036   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896               28709   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522               21865   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663               24147   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548               19847   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629               25936   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615               28709   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904               20036   \n",
       "           1316.703278 1298.352013 367.859498 361.305475                20036   \n",
       "\n",
       "                                                                                                       words  \\\n",
       "subjectKey y1          y2          x1         x2                                                               \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733          [[unclear]Reced, [/unclear]Feb, 2d, 1862]   \n",
       "           233.158520  230.508991  698.955184 1124.204537                            [Rec'd, July, 2,, 1862]   \n",
       "           233.202575  230.101682  694.689762 1110.209471                              [Recd, July, 2, 1862]   \n",
       "           234.565674  234.565674  694.741640 1238.234359                              [Recd, July, 2, 1862]   \n",
       "           238.021980  233.377649  689.587430 1163.309237                              [Recd, Feby, 2, 1862]   \n",
       "           238.591850  236.397902  695.665494 1104.836796                             [Recd, July, 2d, 1862]   \n",
       "           239.219186  232.589555  699.863693 1126.367306                             [Recd, Feby, 2d, 1862]   \n",
       "           241.769488  241.769488  195.544735 1279.201965                              [Recd, July, 2, 1862]   \n",
       "           289.240312  290.448940  214.436611 1200.503158                        [For, S, Williams, A, A, G]   \n",
       "           294.915039  290.270707  181.033136 1238.779623                        [For, S, Williams, A, A, G]   \n",
       "           295.422443  292.772914  186.271385 1183.818932                        [For, S, Williams, A, A, G]   \n",
       "           296.770890  286.491428  178.391019 1246.509234                        [For, S, Williams, A, A, G]   \n",
       "           301.314161  292.364236  175.300068 1158.901696                        [For, S, Williams, A, A, G]   \n",
       "           306.604239  291.246603  175.699817 1193.691691                        [For, S, Williams, A, A, G]   \n",
       "           310.657233  300.059118  192.895207 1296.423901                         [For, S, William, A, A, G]   \n",
       "           352.387309  343.113958  192.895207 1238.134270               [the, guns, of, the, eighty, fourth]   \n",
       "           354.041841  346.537679  182.745326 1235.203999               [the, Guns, of, the, Eighty, fourth]   \n",
       "           354.118721  346.958781  181.565046 1225.131469               [the, Guns, of, the, eighty, fourth]   \n",
       "           354.506251  343.628595  203.560877 1259.715488               [the, Guns, of, the, eighty, fourth]   \n",
       "           359.935677  346.002683  184.516385 1265.484529               [The, Guns, of, the, eighty, fourth]   \n",
       "           364.743862  347.192278  184.475609 1235.376703               [the, Guns, of, the, eigthy, fourth]   \n",
       "           364.972570  363.647805  190.245678 1281.851493              [the, lines, of, the, eighty, fourth]   \n",
       "           404.694935  395.314732  178.993245 1212.691514               [and, hundred, and, tenth, Pa, will]   \n",
       "           406.103594  396.224113  198.816272 1193.174750               [and, hundred, and, tenth, Pa, will]   \n",
       "           406.702646  401.403588  183.621856 1206.339926               [and, hundred, and, tenth, Pa, will]   \n",
       "           407.818274  392.603401  177.985058 1199.176558               [and, hundred, and, tenth, Pa, will]   \n",
       "           408.701156  392.445996  178.710971 1256.195866               [and, hundred, and, tenth, Pa, will]   \n",
       "           412.664085  407.365028  186.271385 1264.629557               [and, hundred, and, tenth, PA, will]   \n",
       "           414.107693  404.234927  188.863505 1248.540391               [and, hundred, and, tenth, Pa, will]   \n",
       "           456.013089  447.181558  176.665052 1274.334850   [answer, having, been, repaired, at, Cumberland]   \n",
       "...                                                                                                      ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701     [AB, Chandler, NY, 720PM, Washn, Dec, 1st, 66]   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893   [A, B, Chandler, NY, 720pm, Washn, Dec, 1st, 66]   \n",
       "           1035.480512 1038.662852 146.812339 557.335300                                [A, P, Chandler, NY]   \n",
       "           1041.248371 1029.610363 184.733708 583.682567                                [A.P., Chandler, NY]   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679   [A, B, Chandler, NY, 7, 20pm, Washn, Dec1st, 66]   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  [Rebecca, for, Rob, [unclear], Mur[/unclear], ...   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749     [Rebecca, for, Rob, Mur, Ray, Squire, Nostril]   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563     [Rebecca, for, Rob, Mur, Ray, Squire, Nostril]   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112     [Rebecca, for, Rob, Mar, Ray, Squire, Nostril]   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046     [Achicea, for, Rob, Nar, Ray, Squire, Nostril]   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  [[unclear]Probicia, for, Rob, Mun, Ray, Squire...   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832       [March, all, red, Please, loath, in, person]   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  [tooths, Eqypt, Spud, Elins, possible, master,...   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  [Tooth, Egypt, Spud, Elins, possible, master, ...   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522                                       [CA, Tinker]   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663                                     [C, A, Tinker]   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548                   [[unclear]-----------[/unclear]]   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629                                     [C, N, Tinker]   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615                                     [C, A, Tinker]   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904                              [[unclear][/unclear]]   \n",
       "           1316.703278 1298.352013 367.859498 361.305475                                                  []   \n",
       "\n",
       "                                                                   x1  \\\n",
       "subjectKey y1          y2          x1         x2                        \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733  717.137204   \n",
       "           233.158520  230.508991  698.955184 1124.204537  698.955184   \n",
       "           233.202575  230.101682  694.689762 1110.209471  694.689762   \n",
       "           234.565674  234.565674  694.741640 1238.234359  694.741640   \n",
       "           238.021980  233.377649  689.587430 1163.309237  689.587430   \n",
       "           238.591850  236.397902  695.665494 1104.836796  695.665494   \n",
       "           239.219186  232.589555  699.863693 1126.367306  699.863693   \n",
       "           241.769488  241.769488  195.544735 1279.201965  195.544735   \n",
       "           289.240312  290.448940  214.436611 1200.503158  214.436611   \n",
       "           294.915039  290.270707  181.033136 1238.779623  181.033136   \n",
       "           295.422443  292.772914  186.271385 1183.818932  186.271385   \n",
       "           296.770890  286.491428  178.391019 1246.509234  178.391019   \n",
       "           301.314161  292.364236  175.300068 1158.901696  175.300068   \n",
       "           306.604239  291.246603  175.699817 1193.691691  175.699817   \n",
       "           310.657233  300.059118  192.895207 1296.423901  192.895207   \n",
       "           352.387309  343.113958  192.895207 1238.134270  192.895207   \n",
       "           354.041841  346.537679  182.745326 1235.203999  182.745326   \n",
       "           354.118721  346.958781  181.565046 1225.131469  181.565046   \n",
       "           354.506251  343.628595  203.560877 1259.715488  203.560877   \n",
       "           359.935677  346.002683  184.516385 1265.484529  184.516385   \n",
       "           364.743862  347.192278  184.475609 1235.376703  184.475609   \n",
       "           364.972570  363.647805  190.245678 1281.851493  190.245678   \n",
       "           404.694935  395.314732  178.993245 1212.691514  178.993245   \n",
       "           406.103594  396.224113  198.816272 1193.174750  198.816272   \n",
       "           406.702646  401.403588  183.621856 1206.339926  183.621856   \n",
       "           407.818274  392.603401  177.985058 1199.176558  177.985058   \n",
       "           408.701156  392.445996  178.710971 1256.195866  178.710971   \n",
       "           412.664085  407.365028  186.271385 1264.629557  186.271385   \n",
       "           414.107693  404.234927  188.863505 1248.540391  188.863505   \n",
       "           456.013089  447.181558  176.665052 1274.334850  176.665052   \n",
       "...                                                               ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701  169.802441   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893  177.782562   \n",
       "           1035.480512 1038.662852 146.812339 557.335300   146.812339   \n",
       "           1041.248371 1029.610363 184.733708 583.682567   184.733708   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679  162.063156   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  169.083050   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749  174.392709   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563  180.407728   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112  205.881220   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046  181.725227   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  203.349110   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832  183.942824   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015  210.989717   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896  224.613659   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025  211.479180   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689  192.465871   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733  192.211665   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  207.989882   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  191.013016   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  199.849920   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  209.398543   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  194.833274   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  202.368888   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522  885.070154   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663  857.006469   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548  902.360214   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629  877.951740   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615  881.419803   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904  277.413972   \n",
       "           1316.703278 1298.352013 367.859498 361.305475   367.859498   \n",
       "\n",
       "                                                                    x2  \\\n",
       "subjectKey y1          y2          x1         x2                         \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733  1149.749733   \n",
       "           233.158520  230.508991  698.955184 1124.204537  1124.204537   \n",
       "           233.202575  230.101682  694.689762 1110.209471  1110.209471   \n",
       "           234.565674  234.565674  694.741640 1238.234359  1238.234359   \n",
       "           238.021980  233.377649  689.587430 1163.309237  1163.309237   \n",
       "           238.591850  236.397902  695.665494 1104.836796  1104.836796   \n",
       "           239.219186  232.589555  699.863693 1126.367306  1126.367306   \n",
       "           241.769488  241.769488  195.544735 1279.201965  1279.201965   \n",
       "           289.240312  290.448940  214.436611 1200.503158  1200.503158   \n",
       "           294.915039  290.270707  181.033136 1238.779623  1238.779623   \n",
       "           295.422443  292.772914  186.271385 1183.818932  1183.818932   \n",
       "           296.770890  286.491428  178.391019 1246.509234  1246.509234   \n",
       "           301.314161  292.364236  175.300068 1158.901696  1158.901696   \n",
       "           306.604239  291.246603  175.699817 1193.691691  1193.691691   \n",
       "           310.657233  300.059118  192.895207 1296.423901  1296.423901   \n",
       "           352.387309  343.113958  192.895207 1238.134270  1238.134270   \n",
       "           354.041841  346.537679  182.745326 1235.203999  1235.203999   \n",
       "           354.118721  346.958781  181.565046 1225.131469  1225.131469   \n",
       "           354.506251  343.628595  203.560877 1259.715488  1259.715488   \n",
       "           359.935677  346.002683  184.516385 1265.484529  1265.484529   \n",
       "           364.743862  347.192278  184.475609 1235.376703  1235.376703   \n",
       "           364.972570  363.647805  190.245678 1281.851493  1281.851493   \n",
       "           404.694935  395.314732  178.993245 1212.691514  1212.691514   \n",
       "           406.103594  396.224113  198.816272 1193.174750  1193.174750   \n",
       "           406.702646  401.403588  183.621856 1206.339926  1206.339926   \n",
       "           407.818274  392.603401  177.985058 1199.176558  1199.176558   \n",
       "           408.701156  392.445996  178.710971 1256.195866  1256.195866   \n",
       "           412.664085  407.365028  186.271385 1264.629557  1264.629557   \n",
       "           414.107693  404.234927  188.863505 1248.540391  1248.540391   \n",
       "           456.013089  447.181558  176.665052 1274.334850  1274.334850   \n",
       "...                                                                ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701  1348.167701   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893  1343.876893   \n",
       "           1035.480512 1038.662852 146.812339 557.335300    557.335300   \n",
       "           1041.248371 1029.610363 184.733708 583.682567    583.682567   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679  1360.138679   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  1354.222892   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749  1334.358749   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563  1379.983563   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112  1353.243112   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046  1350.963046   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  1355.968850   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832  1377.626832   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015  1355.044015   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896  1333.339896   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025  1361.796025   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689  1373.913689   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733  1319.503733   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  1372.263919   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  1362.308084   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  1348.069518   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  1351.861666   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  1337.854999   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  1333.339896   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522  1218.547522   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663  1141.826663   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548  1145.459548   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629  1113.010629   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615  1150.698615   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904  1311.638904   \n",
       "           1316.703278 1298.352013 367.859498 361.305475    361.305475   \n",
       "\n",
       "                                                                    y1  \\\n",
       "subjectKey y1          y2          x1         x2                         \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733   232.434772   \n",
       "           233.158520  230.508991  698.955184 1124.204537   233.158520   \n",
       "           233.202575  230.101682  694.689762 1110.209471   233.202575   \n",
       "           234.565674  234.565674  694.741640 1238.234359   234.565674   \n",
       "           238.021980  233.377649  689.587430 1163.309237   238.021980   \n",
       "           238.591850  236.397902  695.665494 1104.836796   238.591850   \n",
       "           239.219186  232.589555  699.863693 1126.367306   239.219186   \n",
       "           241.769488  241.769488  195.544735 1279.201965   241.769488   \n",
       "           289.240312  290.448940  214.436611 1200.503158   289.240312   \n",
       "           294.915039  290.270707  181.033136 1238.779623   294.915039   \n",
       "           295.422443  292.772914  186.271385 1183.818932   295.422443   \n",
       "           296.770890  286.491428  178.391019 1246.509234   296.770890   \n",
       "           301.314161  292.364236  175.300068 1158.901696   301.314161   \n",
       "           306.604239  291.246603  175.699817 1193.691691   306.604239   \n",
       "           310.657233  300.059118  192.895207 1296.423901   310.657233   \n",
       "           352.387309  343.113958  192.895207 1238.134270   352.387309   \n",
       "           354.041841  346.537679  182.745326 1235.203999   354.041841   \n",
       "           354.118721  346.958781  181.565046 1225.131469   354.118721   \n",
       "           354.506251  343.628595  203.560877 1259.715488   354.506251   \n",
       "           359.935677  346.002683  184.516385 1265.484529   359.935677   \n",
       "           364.743862  347.192278  184.475609 1235.376703   364.743862   \n",
       "           364.972570  363.647805  190.245678 1281.851493   364.972570   \n",
       "           404.694935  395.314732  178.993245 1212.691514   404.694935   \n",
       "           406.103594  396.224113  198.816272 1193.174750   406.103594   \n",
       "           406.702646  401.403588  183.621856 1206.339926   406.702646   \n",
       "           407.818274  392.603401  177.985058 1199.176558   407.818274   \n",
       "           408.701156  392.445996  178.710971 1256.195866   408.701156   \n",
       "           412.664085  407.365028  186.271385 1264.629557   412.664085   \n",
       "           414.107693  404.234927  188.863505 1248.540391   414.107693   \n",
       "           456.013089  447.181558  176.665052 1274.334850   456.013089   \n",
       "...                                                                ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701  1031.660732   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893  1032.528014   \n",
       "           1035.480512 1038.662852 146.812339 557.335300   1035.480512   \n",
       "           1041.248371 1029.610363 184.733708 583.682567   1041.248371   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679  1054.542346   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  1093.454541   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749  1094.910728   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563  1096.470944   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112  1099.262318   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046  1100.420509   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  1101.741159   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832  1143.605643   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015  1149.010514   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896  1150.776518   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025  1152.916681   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689  1154.988280   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733  1158.095914   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  1209.919941   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  1213.129325   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  1214.060670   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  1215.839662   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  1218.392928   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  1218.681600   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522  1252.015452   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663  1255.618917   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548  1261.095357   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629  1266.979685   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615  1279.562018   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904  1285.243966   \n",
       "           1316.703278 1298.352013 367.859498 361.305475   1316.703278   \n",
       "\n",
       "                                                                    y2  \n",
       "subjectKey y1          y2          x1         x2                        \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733   232.434772  \n",
       "           233.158520  230.508991  698.955184 1124.204537   230.508991  \n",
       "           233.202575  230.101682  694.689762 1110.209471   230.101682  \n",
       "           234.565674  234.565674  694.741640 1238.234359   234.565674  \n",
       "           238.021980  233.377649  689.587430 1163.309237   233.377649  \n",
       "           238.591850  236.397902  695.665494 1104.836796   236.397902  \n",
       "           239.219186  232.589555  699.863693 1126.367306   232.589555  \n",
       "           241.769488  241.769488  195.544735 1279.201965   241.769488  \n",
       "           289.240312  290.448940  214.436611 1200.503158   290.448940  \n",
       "           294.915039  290.270707  181.033136 1238.779623   290.270707  \n",
       "           295.422443  292.772914  186.271385 1183.818932   292.772914  \n",
       "           296.770890  286.491428  178.391019 1246.509234   286.491428  \n",
       "           301.314161  292.364236  175.300068 1158.901696   292.364236  \n",
       "           306.604239  291.246603  175.699817 1193.691691   291.246603  \n",
       "           310.657233  300.059118  192.895207 1296.423901   300.059118  \n",
       "           352.387309  343.113958  192.895207 1238.134270   343.113958  \n",
       "           354.041841  346.537679  182.745326 1235.203999   346.537679  \n",
       "           354.118721  346.958781  181.565046 1225.131469   346.958781  \n",
       "           354.506251  343.628595  203.560877 1259.715488   343.628595  \n",
       "           359.935677  346.002683  184.516385 1265.484529   346.002683  \n",
       "           364.743862  347.192278  184.475609 1235.376703   347.192278  \n",
       "           364.972570  363.647805  190.245678 1281.851493   363.647805  \n",
       "           404.694935  395.314732  178.993245 1212.691514   395.314732  \n",
       "           406.103594  396.224113  198.816272 1193.174750   396.224113  \n",
       "           406.702646  401.403588  183.621856 1206.339926   401.403588  \n",
       "           407.818274  392.603401  177.985058 1199.176558   392.603401  \n",
       "           408.701156  392.445996  178.710971 1256.195866   392.445996  \n",
       "           412.664085  407.365028  186.271385 1264.629557   407.365028  \n",
       "           414.107693  404.234927  188.863505 1248.540391   404.234927  \n",
       "           456.013089  447.181558  176.665052 1274.334850   447.181558  \n",
       "...                                                                ...  \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701  1023.412160  \n",
       "           1032.528014 1019.649464 177.782562 1343.876893  1019.649464  \n",
       "           1035.480512 1038.662852 146.812339 557.335300   1038.662852  \n",
       "           1041.248371 1029.610363 184.733708 583.682567   1029.610363  \n",
       "           1054.542346 1030.947863 162.063156 1360.138679  1030.947863  \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  1083.609143  \n",
       "           1094.910728 1078.999026 174.392709 1334.358749  1078.999026  \n",
       "           1096.470944 1082.330534 180.407728 1379.983563  1082.330534  \n",
       "           1099.262318 1087.554546 205.881220 1353.243112  1087.554546  \n",
       "           1100.420509 1082.069244 181.725227 1350.963046  1082.069244  \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  1083.123987  \n",
       "           1143.605643 1140.070541 183.942824 1377.626832  1140.070541  \n",
       "           1149.010514 1128.325302 210.989717 1355.044015  1128.325302  \n",
       "           1150.776518 1146.093409 224.613659 1333.339896  1146.093409  \n",
       "           1152.916681 1144.768308 211.479180 1361.796025  1144.768308  \n",
       "           1154.988280 1136.528159 192.465871 1373.913689  1136.528159  \n",
       "           1158.095914 1139.744649 192.211665 1319.503733  1139.744649  \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  1194.792298  \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  1195.453813  \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  1194.369873  \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  1211.066151  \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  1201.352468  \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  1203.461496  \n",
       "           1252.015452 1252.015452 885.070154 1218.547522  1252.015452  \n",
       "           1255.618917 1255.618917 857.006469 1141.826663  1255.618917  \n",
       "           1261.095357 1263.415887 902.360214 1145.459548  1263.415887  \n",
       "           1266.979685 1263.287661 877.951740 1113.010629  1263.287661  \n",
       "           1279.562018 1278.391241 881.419803 1150.698615  1278.391241  \n",
       "           1285.243966 1282.622357 277.413972 1311.638904  1282.622357  \n",
       "           1316.703278 1298.352013 367.859498 361.305475   1298.352013  \n",
       "\n",
       "[751677 rows x 8 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transcriptionLineStats = {}\n",
    "transcriptionLineDetails = []\n",
    "# loop over distinct subjects (currently individual telegram-type pages, codebook handling to be implemented)\n",
    "for key, transcriptions in telegrams.items() :\n",
    "    totalLines = 0\n",
    "    maxLines = 0\n",
    "    minLines = sys.maxsize\n",
    "    # loop over individual transcriptions of the subject\n",
    "    for transcriptionData in transcriptions :\n",
    "        transcription = transcriptionData[1]\n",
    "        transcriptionIndex = transcriptionData[0]\n",
    "        # process overall transcription statistics for this subject\n",
    "        numLines = transcription.getNumLines()\n",
    "        totalLines += numLines \n",
    "        maxLines = numLines if numLines > maxLines else maxLines\n",
    "        minLines = numLines if numLines < minLines else minLines\n",
    "        # process the lines of the individual transcriptions of a subject\n",
    "        for textLine in transcription.getLines() :\n",
    "            # Add a dictionary describing the current line\n",
    "            lineDescription = {'subjectKey' : key,\n",
    "                               'transcriptionIndex' : transcriptionIndex,\n",
    "                               'numLines' : numLines,\n",
    "                               'x1' : textLine.getStart()['x'],\n",
    "                               'y1' : textLine.getStart()['y'],\n",
    "                               'x2' : textLine.getEnd()['x'],\n",
    "                               'y2' : textLine.getEnd()['y'], \n",
    "                              'words' : textLine.getWords()}\n",
    "            transcriptionLineDetails.append(lineDescription)\n",
    "    transcriptionLineStats.update({key: {'minLines': minLines, 'maxLines':maxLines, 'meanLines':totalLines/float(len(transcriptions))}})\n",
    "\n",
    "transcriptionLineDetailsFrame = pd.DataFrame(data=transcriptionLineDetails)\n",
    "transcriptionLineDetailsIndex = pd.MultiIndex.from_arrays([transcriptionLineDetailsFrame['subjectKey'],\n",
    "                                                           transcriptionLineDetailsFrame['y1'],\n",
    "                                                           transcriptionLineDetailsFrame['y2'],\n",
    "                                                           transcriptionLineDetailsFrame['x1'],\n",
    "                                                           transcriptionLineDetailsFrame['x2']])\n",
    "transcriptionLineDetailsFrame = transcriptionLineDetailsFrame.set_index(transcriptionLineDetailsIndex)\n",
    "transcriptionLineDetailsFrame = transcriptionLineDetailsFrame.sort_index(level=0, sort_remaining=True)\n",
    "display(transcriptionLineDetailsFrame)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Group transcriptions of individual lines according to spatial proximity\n",
    "**Note** that a very important parameter for this process is the pixel tolerance that specifies the allowed disparity between corresponding *y* coordinates of separately marked annotated lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>numLines</th>\n",
       "      <th>subjectKey</th>\n",
       "      <th>transcriptionIndex</th>\n",
       "      <th>words</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "      <th>bestLineIndex</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subjectKey</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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 rowspan=\"30\" valign=\"top\">1959274</th>\n",
       "      <th>232.434772</th>\n",
       "      <th>232.434772</th>\n",
       "      <th>717.137204</th>\n",
       "      <th>1149.749733</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[[unclear]Reced, [/unclear]Feb, 2d, 1862]</td>\n",
       "      <td>717.137204</td>\n",
       "      <td>1149.749733</td>\n",
       "      <td>232.434772</td>\n",
       "      <td>232.434772</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233.158520</th>\n",
       "      <th>230.508991</th>\n",
       "      <th>698.955184</th>\n",
       "      <th>1124.204537</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[Rec'd, July, 2,, 1862]</td>\n",
       "      <td>698.955184</td>\n",
       "      <td>1124.204537</td>\n",
       "      <td>233.158520</td>\n",
       "      <td>230.508991</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233.202575</th>\n",
       "      <th>230.101682</th>\n",
       "      <th>694.689762</th>\n",
       "      <th>1110.209471</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>694.689762</td>\n",
       "      <td>1110.209471</td>\n",
       "      <td>233.202575</td>\n",
       "      <td>230.101682</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234.565674</th>\n",
       "      <th>234.565674</th>\n",
       "      <th>694.741640</th>\n",
       "      <th>1238.234359</th>\n",
       "      <td>1</td>\n",
       "      <td>1959274</td>\n",
       "      <td>10218</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>694.741640</td>\n",
       "      <td>1238.234359</td>\n",
       "      <td>234.565674</td>\n",
       "      <td>234.565674</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238.021980</th>\n",
       "      <th>233.377649</th>\n",
       "      <th>689.587430</th>\n",
       "      <th>1163.309237</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[Recd, Feby, 2, 1862]</td>\n",
       "      <td>689.587430</td>\n",
       "      <td>1163.309237</td>\n",
       "      <td>238.021980</td>\n",
       "      <td>233.377649</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238.591850</th>\n",
       "      <th>236.397902</th>\n",
       "      <th>695.665494</th>\n",
       "      <th>1104.836796</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[Recd, July, 2d, 1862]</td>\n",
       "      <td>695.665494</td>\n",
       "      <td>1104.836796</td>\n",
       "      <td>238.591850</td>\n",
       "      <td>236.397902</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239.219186</th>\n",
       "      <th>232.589555</th>\n",
       "      <th>699.863693</th>\n",
       "      <th>1126.367306</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[Recd, Feby, 2d, 1862]</td>\n",
       "      <td>699.863693</td>\n",
       "      <td>1126.367306</td>\n",
       "      <td>239.219186</td>\n",
       "      <td>232.589555</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241.769488</th>\n",
       "      <th>241.769488</th>\n",
       "      <th>195.544735</th>\n",
       "      <th>1279.201965</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>195.544735</td>\n",
       "      <td>1279.201965</td>\n",
       "      <td>241.769488</td>\n",
       "      <td>241.769488</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289.240312</th>\n",
       "      <th>290.448940</th>\n",
       "      <th>214.436611</th>\n",
       "      <th>1200.503158</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>214.436611</td>\n",
       "      <td>1200.503158</td>\n",
       "      <td>289.240312</td>\n",
       "      <td>290.448940</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294.915039</th>\n",
       "      <th>290.270707</th>\n",
       "      <th>181.033136</th>\n",
       "      <th>1238.779623</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>181.033136</td>\n",
       "      <td>1238.779623</td>\n",
       "      <td>294.915039</td>\n",
       "      <td>290.270707</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295.422443</th>\n",
       "      <th>292.772914</th>\n",
       "      <th>186.271385</th>\n",
       "      <th>1183.818932</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>186.271385</td>\n",
       "      <td>1183.818932</td>\n",
       "      <td>295.422443</td>\n",
       "      <td>292.772914</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296.770890</th>\n",
       "      <th>286.491428</th>\n",
       "      <th>178.391019</th>\n",
       "      <th>1246.509234</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>178.391019</td>\n",
       "      <td>1246.509234</td>\n",
       "      <td>296.770890</td>\n",
       "      <td>286.491428</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301.314161</th>\n",
       "      <th>292.364236</th>\n",
       "      <th>175.300068</th>\n",
       "      <th>1158.901696</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>175.300068</td>\n",
       "      <td>1158.901696</td>\n",
       "      <td>301.314161</td>\n",
       "      <td>292.364236</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306.604239</th>\n",
       "      <th>291.246603</th>\n",
       "      <th>175.699817</th>\n",
       "      <th>1193.691691</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>175.699817</td>\n",
       "      <td>1193.691691</td>\n",
       "      <td>306.604239</td>\n",
       "      <td>291.246603</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310.657233</th>\n",
       "      <th>300.059118</th>\n",
       "      <th>192.895207</th>\n",
       "      <th>1296.423901</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[For, S, William, A, A, G]</td>\n",
       "      <td>192.895207</td>\n",
       "      <td>1296.423901</td>\n",
       "      <td>310.657233</td>\n",
       "      <td>300.059118</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352.387309</th>\n",
       "      <th>343.113958</th>\n",
       "      <th>192.895207</th>\n",
       "      <th>1238.134270</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[the, guns, of, the, eighty, fourth]</td>\n",
       "      <td>192.895207</td>\n",
       "      <td>1238.134270</td>\n",
       "      <td>352.387309</td>\n",
       "      <td>343.113958</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354.041841</th>\n",
       "      <th>346.537679</th>\n",
       "      <th>182.745326</th>\n",
       "      <th>1235.203999</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[the, Guns, of, the, Eighty, fourth]</td>\n",
       "      <td>182.745326</td>\n",
       "      <td>1235.203999</td>\n",
       "      <td>354.041841</td>\n",
       "      <td>346.537679</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354.118721</th>\n",
       "      <th>346.958781</th>\n",
       "      <th>181.565046</th>\n",
       "      <th>1225.131469</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[the, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>181.565046</td>\n",
       "      <td>1225.131469</td>\n",
       "      <td>354.118721</td>\n",
       "      <td>346.958781</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354.506251</th>\n",
       "      <th>343.628595</th>\n",
       "      <th>203.560877</th>\n",
       "      <th>1259.715488</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[the, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>203.560877</td>\n",
       "      <td>1259.715488</td>\n",
       "      <td>354.506251</td>\n",
       "      <td>343.628595</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359.935677</th>\n",
       "      <th>346.002683</th>\n",
       "      <th>184.516385</th>\n",
       "      <th>1265.484529</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[The, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>184.516385</td>\n",
       "      <td>1265.484529</td>\n",
       "      <td>359.935677</td>\n",
       "      <td>346.002683</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364.743862</th>\n",
       "      <th>347.192278</th>\n",
       "      <th>184.475609</th>\n",
       "      <th>1235.376703</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[the, Guns, of, the, eigthy, fourth]</td>\n",
       "      <td>184.475609</td>\n",
       "      <td>1235.376703</td>\n",
       "      <td>364.743862</td>\n",
       "      <td>347.192278</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364.972570</th>\n",
       "      <th>363.647805</th>\n",
       "      <th>190.245678</th>\n",
       "      <th>1281.851493</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[the, lines, of, the, eighty, fourth]</td>\n",
       "      <td>190.245678</td>\n",
       "      <td>1281.851493</td>\n",
       "      <td>364.972570</td>\n",
       "      <td>363.647805</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404.694935</th>\n",
       "      <th>395.314732</th>\n",
       "      <th>178.993245</th>\n",
       "      <th>1212.691514</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>178.993245</td>\n",
       "      <td>1212.691514</td>\n",
       "      <td>404.694935</td>\n",
       "      <td>395.314732</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406.103594</th>\n",
       "      <th>396.224113</th>\n",
       "      <th>198.816272</th>\n",
       "      <th>1193.174750</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>198.816272</td>\n",
       "      <td>1193.174750</td>\n",
       "      <td>406.103594</td>\n",
       "      <td>396.224113</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406.702646</th>\n",
       "      <th>401.403588</th>\n",
       "      <th>183.621856</th>\n",
       "      <th>1206.339926</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>183.621856</td>\n",
       "      <td>1206.339926</td>\n",
       "      <td>406.702646</td>\n",
       "      <td>401.403588</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407.818274</th>\n",
       "      <th>392.603401</th>\n",
       "      <th>177.985058</th>\n",
       "      <th>1199.176558</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>177.985058</td>\n",
       "      <td>1199.176558</td>\n",
       "      <td>407.818274</td>\n",
       "      <td>392.603401</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408.701156</th>\n",
       "      <th>392.445996</th>\n",
       "      <th>178.710971</th>\n",
       "      <th>1256.195866</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>178.710971</td>\n",
       "      <td>1256.195866</td>\n",
       "      <td>408.701156</td>\n",
       "      <td>392.445996</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412.664085</th>\n",
       "      <th>407.365028</th>\n",
       "      <th>186.271385</th>\n",
       "      <th>1264.629557</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[and, hundred, and, tenth, PA, will]</td>\n",
       "      <td>186.271385</td>\n",
       "      <td>1264.629557</td>\n",
       "      <td>412.664085</td>\n",
       "      <td>407.365028</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414.107693</th>\n",
       "      <th>404.234927</th>\n",
       "      <th>188.863505</th>\n",
       "      <th>1248.540391</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>188.863505</td>\n",
       "      <td>1248.540391</td>\n",
       "      <td>414.107693</td>\n",
       "      <td>404.234927</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456.013089</th>\n",
       "      <th>447.181558</th>\n",
       "      <th>176.665052</th>\n",
       "      <th>1274.334850</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[answer, having, been, repaired, at, Cumberland]</td>\n",
       "      <td>176.665052</td>\n",
       "      <td>1274.334850</td>\n",
       "      <td>456.013089</td>\n",
       "      <td>447.181558</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">2880574</th>\n",
       "      <th>1031.660732</th>\n",
       "      <th>1023.412160</th>\n",
       "      <th>169.802441</th>\n",
       "      <th>1348.167701</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[AB, Chandler, NY, 720PM, Washn, Dec, 1st, 66]</td>\n",
       "      <td>169.802441</td>\n",
       "      <td>1348.167701</td>\n",
       "      <td>1031.660732</td>\n",
       "      <td>1023.412160</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032.528014</th>\n",
       "      <th>1019.649464</th>\n",
       "      <th>177.782562</th>\n",
       "      <th>1343.876893</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[A, B, Chandler, NY, 720pm, Washn, Dec, 1st, 66]</td>\n",
       "      <td>177.782562</td>\n",
       "      <td>1343.876893</td>\n",
       "      <td>1032.528014</td>\n",
       "      <td>1019.649464</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035.480512</th>\n",
       "      <th>1038.662852</th>\n",
       "      <th>146.812339</th>\n",
       "      <th>557.335300</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[A, P, Chandler, NY]</td>\n",
       "      <td>146.812339</td>\n",
       "      <td>557.335300</td>\n",
       "      <td>1035.480512</td>\n",
       "      <td>1038.662852</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041.248371</th>\n",
       "      <th>1029.610363</th>\n",
       "      <th>184.733708</th>\n",
       "      <th>583.682567</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[A.P., Chandler, NY]</td>\n",
       "      <td>184.733708</td>\n",
       "      <td>583.682567</td>\n",
       "      <td>1041.248371</td>\n",
       "      <td>1029.610363</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054.542346</th>\n",
       "      <th>1030.947863</th>\n",
       "      <th>162.063156</th>\n",
       "      <th>1360.138679</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[A, B, Chandler, NY, 7, 20pm, Washn, Dec1st, 66]</td>\n",
       "      <td>162.063156</td>\n",
       "      <td>1360.138679</td>\n",
       "      <td>1054.542346</td>\n",
       "      <td>1030.947863</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093.454541</th>\n",
       "      <th>1083.609143</th>\n",
       "      <th>169.083050</th>\n",
       "      <th>1354.222892</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[Rebecca, for, Rob, [unclear], Mur[/unclear], ...</td>\n",
       "      <td>169.083050</td>\n",
       "      <td>1354.222892</td>\n",
       "      <td>1093.454541</td>\n",
       "      <td>1083.609143</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094.910728</th>\n",
       "      <th>1078.999026</th>\n",
       "      <th>174.392709</th>\n",
       "      <th>1334.358749</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[Rebecca, for, Rob, Mur, Ray, Squire, Nostril]</td>\n",
       "      <td>174.392709</td>\n",
       "      <td>1334.358749</td>\n",
       "      <td>1094.910728</td>\n",
       "      <td>1078.999026</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096.470944</th>\n",
       "      <th>1082.330534</th>\n",
       "      <th>180.407728</th>\n",
       "      <th>1379.983563</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[Rebecca, for, Rob, Mur, Ray, Squire, Nostril]</td>\n",
       "      <td>180.407728</td>\n",
       "      <td>1379.983563</td>\n",
       "      <td>1096.470944</td>\n",
       "      <td>1082.330534</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099.262318</th>\n",
       "      <th>1087.554546</th>\n",
       "      <th>205.881220</th>\n",
       "      <th>1353.243112</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[Rebecca, for, Rob, Mar, Ray, Squire, Nostril]</td>\n",
       "      <td>205.881220</td>\n",
       "      <td>1353.243112</td>\n",
       "      <td>1099.262318</td>\n",
       "      <td>1087.554546</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100.420509</th>\n",
       "      <th>1082.069244</th>\n",
       "      <th>181.725227</th>\n",
       "      <th>1350.963046</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Achicea, for, Rob, Nar, Ray, Squire, Nostril]</td>\n",
       "      <td>181.725227</td>\n",
       "      <td>1350.963046</td>\n",
       "      <td>1100.420509</td>\n",
       "      <td>1082.069244</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1101.741159</th>\n",
       "      <th>1083.123987</th>\n",
       "      <th>203.349110</th>\n",
       "      <th>1355.968850</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[[unclear]Probicia, for, Rob, Mun, Ray, Squire...</td>\n",
       "      <td>203.349110</td>\n",
       "      <td>1355.968850</td>\n",
       "      <td>1101.741159</td>\n",
       "      <td>1083.123987</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143.605643</th>\n",
       "      <th>1140.070541</th>\n",
       "      <th>183.942824</th>\n",
       "      <th>1377.626832</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[March, all, red, Please, loath, in, person]</td>\n",
       "      <td>183.942824</td>\n",
       "      <td>1377.626832</td>\n",
       "      <td>1143.605643</td>\n",
       "      <td>1140.070541</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149.010514</th>\n",
       "      <th>1128.325302</th>\n",
       "      <th>210.989717</th>\n",
       "      <th>1355.044015</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>210.989717</td>\n",
       "      <td>1355.044015</td>\n",
       "      <td>1149.010514</td>\n",
       "      <td>1128.325302</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150.776518</th>\n",
       "      <th>1146.093409</th>\n",
       "      <th>224.613659</th>\n",
       "      <th>1333.339896</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>224.613659</td>\n",
       "      <td>1333.339896</td>\n",
       "      <td>1150.776518</td>\n",
       "      <td>1146.093409</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152.916681</th>\n",
       "      <th>1144.768308</th>\n",
       "      <th>211.479180</th>\n",
       "      <th>1361.796025</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>211.479180</td>\n",
       "      <td>1361.796025</td>\n",
       "      <td>1152.916681</td>\n",
       "      <td>1144.768308</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1154.988280</th>\n",
       "      <th>1136.528159</th>\n",
       "      <th>192.465871</th>\n",
       "      <th>1373.913689</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>192.465871</td>\n",
       "      <td>1373.913689</td>\n",
       "      <td>1154.988280</td>\n",
       "      <td>1136.528159</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158.095914</th>\n",
       "      <th>1139.744649</th>\n",
       "      <th>192.211665</th>\n",
       "      <th>1319.503733</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>192.211665</td>\n",
       "      <td>1319.503733</td>\n",
       "      <td>1158.095914</td>\n",
       "      <td>1139.744649</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209.919941</th>\n",
       "      <th>1194.792298</th>\n",
       "      <th>207.989882</th>\n",
       "      <th>1372.263919</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>207.989882</td>\n",
       "      <td>1372.263919</td>\n",
       "      <td>1209.919941</td>\n",
       "      <td>1194.792298</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213.129325</th>\n",
       "      <th>1195.453813</th>\n",
       "      <th>191.013016</th>\n",
       "      <th>1362.308084</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[tooths, Eqypt, Spud, Elins, possible, master,...</td>\n",
       "      <td>191.013016</td>\n",
       "      <td>1362.308084</td>\n",
       "      <td>1213.129325</td>\n",
       "      <td>1195.453813</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214.060670</th>\n",
       "      <th>1194.369873</th>\n",
       "      <th>199.849920</th>\n",
       "      <th>1348.069518</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>199.849920</td>\n",
       "      <td>1348.069518</td>\n",
       "      <td>1214.060670</td>\n",
       "      <td>1194.369873</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215.839662</th>\n",
       "      <th>1211.066151</th>\n",
       "      <th>209.398543</th>\n",
       "      <th>1351.861666</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>209.398543</td>\n",
       "      <td>1351.861666</td>\n",
       "      <td>1215.839662</td>\n",
       "      <td>1211.066151</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218.392928</th>\n",
       "      <th>1201.352468</th>\n",
       "      <th>194.833274</th>\n",
       "      <th>1337.854999</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Tooth, Egypt, Spud, Elins, possible, master, ...</td>\n",
       "      <td>194.833274</td>\n",
       "      <td>1337.854999</td>\n",
       "      <td>1218.392928</td>\n",
       "      <td>1201.352468</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218.681600</th>\n",
       "      <th>1203.461496</th>\n",
       "      <th>202.368888</th>\n",
       "      <th>1333.339896</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>202.368888</td>\n",
       "      <td>1333.339896</td>\n",
       "      <td>1218.681600</td>\n",
       "      <td>1203.461496</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252.015452</th>\n",
       "      <th>1252.015452</th>\n",
       "      <th>885.070154</th>\n",
       "      <th>1218.547522</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[CA, Tinker]</td>\n",
       "      <td>885.070154</td>\n",
       "      <td>1218.547522</td>\n",
       "      <td>1252.015452</td>\n",
       "      <td>1252.015452</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255.618917</th>\n",
       "      <th>1255.618917</th>\n",
       "      <th>857.006469</th>\n",
       "      <th>1141.826663</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[C, A, Tinker]</td>\n",
       "      <td>857.006469</td>\n",
       "      <td>1141.826663</td>\n",
       "      <td>1255.618917</td>\n",
       "      <td>1255.618917</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261.095357</th>\n",
       "      <th>1263.415887</th>\n",
       "      <th>902.360214</th>\n",
       "      <th>1145.459548</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[[unclear]-----------[/unclear]]</td>\n",
       "      <td>902.360214</td>\n",
       "      <td>1145.459548</td>\n",
       "      <td>1261.095357</td>\n",
       "      <td>1263.415887</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266.979685</th>\n",
       "      <th>1263.287661</th>\n",
       "      <th>877.951740</th>\n",
       "      <th>1113.010629</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[C, N, Tinker]</td>\n",
       "      <td>877.951740</td>\n",
       "      <td>1113.010629</td>\n",
       "      <td>1266.979685</td>\n",
       "      <td>1263.287661</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279.562018</th>\n",
       "      <th>1278.391241</th>\n",
       "      <th>881.419803</th>\n",
       "      <th>1150.698615</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[C, A, Tinker]</td>\n",
       "      <td>881.419803</td>\n",
       "      <td>1150.698615</td>\n",
       "      <td>1279.562018</td>\n",
       "      <td>1278.391241</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285.243966</th>\n",
       "      <th>1282.622357</th>\n",
       "      <th>277.413972</th>\n",
       "      <th>1311.638904</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[[unclear][/unclear]]</td>\n",
       "      <td>277.413972</td>\n",
       "      <td>1311.638904</td>\n",
       "      <td>1285.243966</td>\n",
       "      <td>1282.622357</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316.703278</th>\n",
       "      <th>1298.352013</th>\n",
       "      <th>367.859498</th>\n",
       "      <th>361.305475</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[]</td>\n",
       "      <td>367.859498</td>\n",
       "      <td>361.305475</td>\n",
       "      <td>1316.703278</td>\n",
       "      <td>1298.352013</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>751677 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                           numLines  \\\n",
       "subjectKey y1          y2          x1         x2                      \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733        27   \n",
       "           233.158520  230.508991  698.955184 1124.204537        26   \n",
       "           233.202575  230.101682  694.689762 1110.209471        26   \n",
       "           234.565674  234.565674  694.741640 1238.234359         1   \n",
       "           238.021980  233.377649  689.587430 1163.309237        27   \n",
       "           238.591850  236.397902  695.665494 1104.836796        27   \n",
       "           239.219186  232.589555  699.863693 1126.367306        26   \n",
       "           241.769488  241.769488  195.544735 1279.201965        27   \n",
       "           289.240312  290.448940  214.436611 1200.503158        27   \n",
       "           294.915039  290.270707  181.033136 1238.779623        27   \n",
       "           295.422443  292.772914  186.271385 1183.818932        26   \n",
       "           296.770890  286.491428  178.391019 1246.509234        26   \n",
       "           301.314161  292.364236  175.300068 1158.901696        26   \n",
       "           306.604239  291.246603  175.699817 1193.691691        27   \n",
       "           310.657233  300.059118  192.895207 1296.423901        27   \n",
       "           352.387309  343.113958  192.895207 1238.134270        26   \n",
       "           354.041841  346.537679  182.745326 1235.203999        26   \n",
       "           354.118721  346.958781  181.565046 1225.131469        26   \n",
       "           354.506251  343.628595  203.560877 1259.715488        27   \n",
       "           359.935677  346.002683  184.516385 1265.484529        27   \n",
       "           364.743862  347.192278  184.475609 1235.376703        27   \n",
       "           364.972570  363.647805  190.245678 1281.851493        27   \n",
       "           404.694935  395.314732  178.993245 1212.691514        26   \n",
       "           406.103594  396.224113  198.816272 1193.174750        27   \n",
       "           406.702646  401.403588  183.621856 1206.339926        26   \n",
       "           407.818274  392.603401  177.985058 1199.176558        26   \n",
       "           408.701156  392.445996  178.710971 1256.195866        27   \n",
       "           412.664085  407.365028  186.271385 1264.629557        27   \n",
       "           414.107693  404.234927  188.863505 1248.540391        27   \n",
       "           456.013089  447.181558  176.665052 1274.334850        26   \n",
       "...                                                             ...   \n",
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       "           1054.542346 1030.947863 162.063156 1360.138679        18   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892        17   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749        20   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563        18   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112        18   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046        18   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850        20   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832        18   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015        20   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896        18   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025        20   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689        17   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733        18   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919        20   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084        18   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518        17   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666        20   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999        18   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896        18   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522        18   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663        20   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548        20   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629        17   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615        18   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904        18   \n",
       "           1316.703278 1298.352013 367.859498 361.305475         18   \n",
       "\n",
       "                                                           subjectKey  \\\n",
       "subjectKey y1          y2          x1         x2                        \n",
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       "           233.202575  230.101682  694.689762 1110.209471     1959274   \n",
       "           234.565674  234.565674  694.741640 1238.234359     1959274   \n",
       "           238.021980  233.377649  689.587430 1163.309237     1959274   \n",
       "           238.591850  236.397902  695.665494 1104.836796     1959274   \n",
       "           239.219186  232.589555  699.863693 1126.367306     1959274   \n",
       "           241.769488  241.769488  195.544735 1279.201965     1959274   \n",
       "           289.240312  290.448940  214.436611 1200.503158     1959274   \n",
       "           294.915039  290.270707  181.033136 1238.779623     1959274   \n",
       "           295.422443  292.772914  186.271385 1183.818932     1959274   \n",
       "           296.770890  286.491428  178.391019 1246.509234     1959274   \n",
       "           301.314161  292.364236  175.300068 1158.901696     1959274   \n",
       "           306.604239  291.246603  175.699817 1193.691691     1959274   \n",
       "           310.657233  300.059118  192.895207 1296.423901     1959274   \n",
       "           352.387309  343.113958  192.895207 1238.134270     1959274   \n",
       "           354.041841  346.537679  182.745326 1235.203999     1959274   \n",
       "           354.118721  346.958781  181.565046 1225.131469     1959274   \n",
       "           354.506251  343.628595  203.560877 1259.715488     1959274   \n",
       "           359.935677  346.002683  184.516385 1265.484529     1959274   \n",
       "           364.743862  347.192278  184.475609 1235.376703     1959274   \n",
       "           364.972570  363.647805  190.245678 1281.851493     1959274   \n",
       "           404.694935  395.314732  178.993245 1212.691514     1959274   \n",
       "           406.103594  396.224113  198.816272 1193.174750     1959274   \n",
       "           406.702646  401.403588  183.621856 1206.339926     1959274   \n",
       "           407.818274  392.603401  177.985058 1199.176558     1959274   \n",
       "           408.701156  392.445996  178.710971 1256.195866     1959274   \n",
       "           412.664085  407.365028  186.271385 1264.629557     1959274   \n",
       "           414.107693  404.234927  188.863505 1248.540391     1959274   \n",
       "           456.013089  447.181558  176.665052 1274.334850     1959274   \n",
       "...                                                               ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701     2880574   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893     2880574   \n",
       "           1035.480512 1038.662852 146.812339 557.335300      2880574   \n",
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       "           1054.542346 1030.947863 162.063156 1360.138679     2880574   \n",
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       "           1094.910728 1078.999026 174.392709 1334.358749     2880574   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563     2880574   \n",
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       "           1143.605643 1140.070541 183.942824 1377.626832     2880574   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015     2880574   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896     2880574   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025     2880574   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689     2880574   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733     2880574   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919     2880574   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084     2880574   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518     2880574   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666     2880574   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999     2880574   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896     2880574   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522     2880574   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663     2880574   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548     2880574   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629     2880574   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615     2880574   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904     2880574   \n",
       "           1316.703278 1298.352013 367.859498 361.305475      2880574   \n",
       "\n",
       "                                                           transcriptionIndex  \\\n",
       "subjectKey y1          y2          x1         x2                                \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733               16593   \n",
       "           233.158520  230.508991  698.955184 1124.204537                6789   \n",
       "           233.202575  230.101682  694.689762 1110.209471                5510   \n",
       "           234.565674  234.565674  694.741640 1238.234359               10218   \n",
       "           238.021980  233.377649  689.587430 1163.309237               11142   \n",
       "           238.591850  236.397902  695.665494 1104.836796               19859   \n",
       "           239.219186  232.589555  699.863693 1126.367306               18016   \n",
       "           241.769488  241.769488  195.544735 1279.201965               12139   \n",
       "           289.240312  290.448940  214.436611 1200.503158               16593   \n",
       "           294.915039  290.270707  181.033136 1238.779623               11142   \n",
       "           295.422443  292.772914  186.271385 1183.818932                6789   \n",
       "           296.770890  286.491428  178.391019 1246.509234                5510   \n",
       "           301.314161  292.364236  175.300068 1158.901696               18016   \n",
       "           306.604239  291.246603  175.699817 1193.691691               19859   \n",
       "           310.657233  300.059118  192.895207 1296.423901               12139   \n",
       "           352.387309  343.113958  192.895207 1238.134270                6789   \n",
       "           354.041841  346.537679  182.745326 1235.203999                5510   \n",
       "           354.118721  346.958781  181.565046 1225.131469               18016   \n",
       "           354.506251  343.628595  203.560877 1259.715488               16593   \n",
       "           359.935677  346.002683  184.516385 1265.484529               11142   \n",
       "           364.743862  347.192278  184.475609 1235.376703               19859   \n",
       "           364.972570  363.647805  190.245678 1281.851493               12139   \n",
       "           404.694935  395.314732  178.993245 1212.691514                5510   \n",
       "           406.103594  396.224113  198.816272 1193.174750               16593   \n",
       "           406.702646  401.403588  183.621856 1206.339926                6789   \n",
       "           407.818274  392.603401  177.985058 1199.176558               18016   \n",
       "           408.701156  392.445996  178.710971 1256.195866               11142   \n",
       "           412.664085  407.365028  186.271385 1264.629557               12139   \n",
       "           414.107693  404.234927  188.863505 1248.540391               19859   \n",
       "           456.013089  447.181558  176.665052 1274.334850                5510   \n",
       "...                                                                       ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701               21865   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893               28709   \n",
       "           1035.480512 1038.662852 146.812339 557.335300                24147   \n",
       "           1041.248371 1029.610363 184.733708 583.682567                19847   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679               20036   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892               25936   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749               24147   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563               21865   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112               28709   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046               20036   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850               19847   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832               21865   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015               24147   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896               28709   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025               19847   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689               25936   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733               20036   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919               19847   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084               21865   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518               25936   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666               24147   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999               20036   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896               28709   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522               21865   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663               24147   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548               19847   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629               25936   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615               28709   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904               20036   \n",
       "           1316.703278 1298.352013 367.859498 361.305475                20036   \n",
       "\n",
       "                                                                                                       words  \\\n",
       "subjectKey y1          y2          x1         x2                                                               \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733          [[unclear]Reced, [/unclear]Feb, 2d, 1862]   \n",
       "           233.158520  230.508991  698.955184 1124.204537                            [Rec'd, July, 2,, 1862]   \n",
       "           233.202575  230.101682  694.689762 1110.209471                              [Recd, July, 2, 1862]   \n",
       "           234.565674  234.565674  694.741640 1238.234359                              [Recd, July, 2, 1862]   \n",
       "           238.021980  233.377649  689.587430 1163.309237                              [Recd, Feby, 2, 1862]   \n",
       "           238.591850  236.397902  695.665494 1104.836796                             [Recd, July, 2d, 1862]   \n",
       "           239.219186  232.589555  699.863693 1126.367306                             [Recd, Feby, 2d, 1862]   \n",
       "           241.769488  241.769488  195.544735 1279.201965                              [Recd, July, 2, 1862]   \n",
       "           289.240312  290.448940  214.436611 1200.503158                        [For, S, Williams, A, A, G]   \n",
       "           294.915039  290.270707  181.033136 1238.779623                        [For, S, Williams, A, A, G]   \n",
       "           295.422443  292.772914  186.271385 1183.818932                        [For, S, Williams, A, A, G]   \n",
       "           296.770890  286.491428  178.391019 1246.509234                        [For, S, Williams, A, A, G]   \n",
       "           301.314161  292.364236  175.300068 1158.901696                        [For, S, Williams, A, A, G]   \n",
       "           306.604239  291.246603  175.699817 1193.691691                        [For, S, Williams, A, A, G]   \n",
       "           310.657233  300.059118  192.895207 1296.423901                         [For, S, William, A, A, G]   \n",
       "           352.387309  343.113958  192.895207 1238.134270               [the, guns, of, the, eighty, fourth]   \n",
       "           354.041841  346.537679  182.745326 1235.203999               [the, Guns, of, the, Eighty, fourth]   \n",
       "           354.118721  346.958781  181.565046 1225.131469               [the, Guns, of, the, eighty, fourth]   \n",
       "           354.506251  343.628595  203.560877 1259.715488               [the, Guns, of, the, eighty, fourth]   \n",
       "           359.935677  346.002683  184.516385 1265.484529               [The, Guns, of, the, eighty, fourth]   \n",
       "           364.743862  347.192278  184.475609 1235.376703               [the, Guns, of, the, eigthy, fourth]   \n",
       "           364.972570  363.647805  190.245678 1281.851493              [the, lines, of, the, eighty, fourth]   \n",
       "           404.694935  395.314732  178.993245 1212.691514               [and, hundred, and, tenth, Pa, will]   \n",
       "           406.103594  396.224113  198.816272 1193.174750               [and, hundred, and, tenth, Pa, will]   \n",
       "           406.702646  401.403588  183.621856 1206.339926               [and, hundred, and, tenth, Pa, will]   \n",
       "           407.818274  392.603401  177.985058 1199.176558               [and, hundred, and, tenth, Pa, will]   \n",
       "           408.701156  392.445996  178.710971 1256.195866               [and, hundred, and, tenth, Pa, will]   \n",
       "           412.664085  407.365028  186.271385 1264.629557               [and, hundred, and, tenth, PA, will]   \n",
       "           414.107693  404.234927  188.863505 1248.540391               [and, hundred, and, tenth, Pa, will]   \n",
       "           456.013089  447.181558  176.665052 1274.334850   [answer, having, been, repaired, at, Cumberland]   \n",
       "...                                                                                                      ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701     [AB, Chandler, NY, 720PM, Washn, Dec, 1st, 66]   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893   [A, B, Chandler, NY, 720pm, Washn, Dec, 1st, 66]   \n",
       "           1035.480512 1038.662852 146.812339 557.335300                                [A, P, Chandler, NY]   \n",
       "           1041.248371 1029.610363 184.733708 583.682567                                [A.P., Chandler, NY]   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679   [A, B, Chandler, NY, 7, 20pm, Washn, Dec1st, 66]   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  [Rebecca, for, Rob, [unclear], Mur[/unclear], ...   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749     [Rebecca, for, Rob, Mur, Ray, Squire, Nostril]   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563     [Rebecca, for, Rob, Mur, Ray, Squire, Nostril]   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112     [Rebecca, for, Rob, Mar, Ray, Squire, Nostril]   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046     [Achicea, for, Rob, Nar, Ray, Squire, Nostril]   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  [[unclear]Probicia, for, Rob, Mun, Ray, Squire...   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832       [March, all, red, Please, loath, in, person]   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733       [Marsh, all, red, Please, loath, in, person]   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  [tooths, Eqypt, Spud, Elins, possible, master,...   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  [Tooth, Egypt, Spud, Elins, possible, master, ...   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522                                       [CA, Tinker]   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663                                     [C, A, Tinker]   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548                   [[unclear]-----------[/unclear]]   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629                                     [C, N, Tinker]   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615                                     [C, A, Tinker]   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904                              [[unclear][/unclear]]   \n",
       "           1316.703278 1298.352013 367.859498 361.305475                                                  []   \n",
       "\n",
       "                                                                   x1  \\\n",
       "subjectKey y1          y2          x1         x2                        \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733  717.137204   \n",
       "           233.158520  230.508991  698.955184 1124.204537  698.955184   \n",
       "           233.202575  230.101682  694.689762 1110.209471  694.689762   \n",
       "           234.565674  234.565674  694.741640 1238.234359  694.741640   \n",
       "           238.021980  233.377649  689.587430 1163.309237  689.587430   \n",
       "           238.591850  236.397902  695.665494 1104.836796  695.665494   \n",
       "           239.219186  232.589555  699.863693 1126.367306  699.863693   \n",
       "           241.769488  241.769488  195.544735 1279.201965  195.544735   \n",
       "           289.240312  290.448940  214.436611 1200.503158  214.436611   \n",
       "           294.915039  290.270707  181.033136 1238.779623  181.033136   \n",
       "           295.422443  292.772914  186.271385 1183.818932  186.271385   \n",
       "           296.770890  286.491428  178.391019 1246.509234  178.391019   \n",
       "           301.314161  292.364236  175.300068 1158.901696  175.300068   \n",
       "           306.604239  291.246603  175.699817 1193.691691  175.699817   \n",
       "           310.657233  300.059118  192.895207 1296.423901  192.895207   \n",
       "           352.387309  343.113958  192.895207 1238.134270  192.895207   \n",
       "           354.041841  346.537679  182.745326 1235.203999  182.745326   \n",
       "           354.118721  346.958781  181.565046 1225.131469  181.565046   \n",
       "           354.506251  343.628595  203.560877 1259.715488  203.560877   \n",
       "           359.935677  346.002683  184.516385 1265.484529  184.516385   \n",
       "           364.743862  347.192278  184.475609 1235.376703  184.475609   \n",
       "           364.972570  363.647805  190.245678 1281.851493  190.245678   \n",
       "           404.694935  395.314732  178.993245 1212.691514  178.993245   \n",
       "           406.103594  396.224113  198.816272 1193.174750  198.816272   \n",
       "           406.702646  401.403588  183.621856 1206.339926  183.621856   \n",
       "           407.818274  392.603401  177.985058 1199.176558  177.985058   \n",
       "           408.701156  392.445996  178.710971 1256.195866  178.710971   \n",
       "           412.664085  407.365028  186.271385 1264.629557  186.271385   \n",
       "           414.107693  404.234927  188.863505 1248.540391  188.863505   \n",
       "           456.013089  447.181558  176.665052 1274.334850  176.665052   \n",
       "...                                                               ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701  169.802441   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893  177.782562   \n",
       "           1035.480512 1038.662852 146.812339 557.335300   146.812339   \n",
       "           1041.248371 1029.610363 184.733708 583.682567   184.733708   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679  162.063156   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  169.083050   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749  174.392709   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563  180.407728   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112  205.881220   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046  181.725227   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  203.349110   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832  183.942824   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015  210.989717   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896  224.613659   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025  211.479180   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689  192.465871   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733  192.211665   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  207.989882   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  191.013016   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  199.849920   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  209.398543   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  194.833274   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  202.368888   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522  885.070154   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663  857.006469   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548  902.360214   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629  877.951740   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615  881.419803   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904  277.413972   \n",
       "           1316.703278 1298.352013 367.859498 361.305475   367.859498   \n",
       "\n",
       "                                                                    x2  \\\n",
       "subjectKey y1          y2          x1         x2                         \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733  1149.749733   \n",
       "           233.158520  230.508991  698.955184 1124.204537  1124.204537   \n",
       "           233.202575  230.101682  694.689762 1110.209471  1110.209471   \n",
       "           234.565674  234.565674  694.741640 1238.234359  1238.234359   \n",
       "           238.021980  233.377649  689.587430 1163.309237  1163.309237   \n",
       "           238.591850  236.397902  695.665494 1104.836796  1104.836796   \n",
       "           239.219186  232.589555  699.863693 1126.367306  1126.367306   \n",
       "           241.769488  241.769488  195.544735 1279.201965  1279.201965   \n",
       "           289.240312  290.448940  214.436611 1200.503158  1200.503158   \n",
       "           294.915039  290.270707  181.033136 1238.779623  1238.779623   \n",
       "           295.422443  292.772914  186.271385 1183.818932  1183.818932   \n",
       "           296.770890  286.491428  178.391019 1246.509234  1246.509234   \n",
       "           301.314161  292.364236  175.300068 1158.901696  1158.901696   \n",
       "           306.604239  291.246603  175.699817 1193.691691  1193.691691   \n",
       "           310.657233  300.059118  192.895207 1296.423901  1296.423901   \n",
       "           352.387309  343.113958  192.895207 1238.134270  1238.134270   \n",
       "           354.041841  346.537679  182.745326 1235.203999  1235.203999   \n",
       "           354.118721  346.958781  181.565046 1225.131469  1225.131469   \n",
       "           354.506251  343.628595  203.560877 1259.715488  1259.715488   \n",
       "           359.935677  346.002683  184.516385 1265.484529  1265.484529   \n",
       "           364.743862  347.192278  184.475609 1235.376703  1235.376703   \n",
       "           364.972570  363.647805  190.245678 1281.851493  1281.851493   \n",
       "           404.694935  395.314732  178.993245 1212.691514  1212.691514   \n",
       "           406.103594  396.224113  198.816272 1193.174750  1193.174750   \n",
       "           406.702646  401.403588  183.621856 1206.339926  1206.339926   \n",
       "           407.818274  392.603401  177.985058 1199.176558  1199.176558   \n",
       "           408.701156  392.445996  178.710971 1256.195866  1256.195866   \n",
       "           412.664085  407.365028  186.271385 1264.629557  1264.629557   \n",
       "           414.107693  404.234927  188.863505 1248.540391  1248.540391   \n",
       "           456.013089  447.181558  176.665052 1274.334850  1274.334850   \n",
       "...                                                                ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701  1348.167701   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893  1343.876893   \n",
       "           1035.480512 1038.662852 146.812339 557.335300    557.335300   \n",
       "           1041.248371 1029.610363 184.733708 583.682567    583.682567   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679  1360.138679   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  1354.222892   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749  1334.358749   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563  1379.983563   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112  1353.243112   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046  1350.963046   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  1355.968850   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832  1377.626832   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015  1355.044015   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896  1333.339896   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025  1361.796025   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689  1373.913689   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733  1319.503733   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  1372.263919   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  1362.308084   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  1348.069518   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  1351.861666   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  1337.854999   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  1333.339896   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522  1218.547522   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663  1141.826663   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548  1145.459548   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629  1113.010629   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615  1150.698615   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904  1311.638904   \n",
       "           1316.703278 1298.352013 367.859498 361.305475    361.305475   \n",
       "\n",
       "                                                                    y1  \\\n",
       "subjectKey y1          y2          x1         x2                         \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733   232.434772   \n",
       "           233.158520  230.508991  698.955184 1124.204537   233.158520   \n",
       "           233.202575  230.101682  694.689762 1110.209471   233.202575   \n",
       "           234.565674  234.565674  694.741640 1238.234359   234.565674   \n",
       "           238.021980  233.377649  689.587430 1163.309237   238.021980   \n",
       "           238.591850  236.397902  695.665494 1104.836796   238.591850   \n",
       "           239.219186  232.589555  699.863693 1126.367306   239.219186   \n",
       "           241.769488  241.769488  195.544735 1279.201965   241.769488   \n",
       "           289.240312  290.448940  214.436611 1200.503158   289.240312   \n",
       "           294.915039  290.270707  181.033136 1238.779623   294.915039   \n",
       "           295.422443  292.772914  186.271385 1183.818932   295.422443   \n",
       "           296.770890  286.491428  178.391019 1246.509234   296.770890   \n",
       "           301.314161  292.364236  175.300068 1158.901696   301.314161   \n",
       "           306.604239  291.246603  175.699817 1193.691691   306.604239   \n",
       "           310.657233  300.059118  192.895207 1296.423901   310.657233   \n",
       "           352.387309  343.113958  192.895207 1238.134270   352.387309   \n",
       "           354.041841  346.537679  182.745326 1235.203999   354.041841   \n",
       "           354.118721  346.958781  181.565046 1225.131469   354.118721   \n",
       "           354.506251  343.628595  203.560877 1259.715488   354.506251   \n",
       "           359.935677  346.002683  184.516385 1265.484529   359.935677   \n",
       "           364.743862  347.192278  184.475609 1235.376703   364.743862   \n",
       "           364.972570  363.647805  190.245678 1281.851493   364.972570   \n",
       "           404.694935  395.314732  178.993245 1212.691514   404.694935   \n",
       "           406.103594  396.224113  198.816272 1193.174750   406.103594   \n",
       "           406.702646  401.403588  183.621856 1206.339926   406.702646   \n",
       "           407.818274  392.603401  177.985058 1199.176558   407.818274   \n",
       "           408.701156  392.445996  178.710971 1256.195866   408.701156   \n",
       "           412.664085  407.365028  186.271385 1264.629557   412.664085   \n",
       "           414.107693  404.234927  188.863505 1248.540391   414.107693   \n",
       "           456.013089  447.181558  176.665052 1274.334850   456.013089   \n",
       "...                                                                ...   \n",
       "2880574    1031.660732 1023.412160 169.802441 1348.167701  1031.660732   \n",
       "           1032.528014 1019.649464 177.782562 1343.876893  1032.528014   \n",
       "           1035.480512 1038.662852 146.812339 557.335300   1035.480512   \n",
       "           1041.248371 1029.610363 184.733708 583.682567   1041.248371   \n",
       "           1054.542346 1030.947863 162.063156 1360.138679  1054.542346   \n",
       "           1093.454541 1083.609143 169.083050 1354.222892  1093.454541   \n",
       "           1094.910728 1078.999026 174.392709 1334.358749  1094.910728   \n",
       "           1096.470944 1082.330534 180.407728 1379.983563  1096.470944   \n",
       "           1099.262318 1087.554546 205.881220 1353.243112  1099.262318   \n",
       "           1100.420509 1082.069244 181.725227 1350.963046  1100.420509   \n",
       "           1101.741159 1083.123987 203.349110 1355.968850  1101.741159   \n",
       "           1143.605643 1140.070541 183.942824 1377.626832  1143.605643   \n",
       "           1149.010514 1128.325302 210.989717 1355.044015  1149.010514   \n",
       "           1150.776518 1146.093409 224.613659 1333.339896  1150.776518   \n",
       "           1152.916681 1144.768308 211.479180 1361.796025  1152.916681   \n",
       "           1154.988280 1136.528159 192.465871 1373.913689  1154.988280   \n",
       "           1158.095914 1139.744649 192.211665 1319.503733  1158.095914   \n",
       "           1209.919941 1194.792298 207.989882 1372.263919  1209.919941   \n",
       "           1213.129325 1195.453813 191.013016 1362.308084  1213.129325   \n",
       "           1214.060670 1194.369873 199.849920 1348.069518  1214.060670   \n",
       "           1215.839662 1211.066151 209.398543 1351.861666  1215.839662   \n",
       "           1218.392928 1201.352468 194.833274 1337.854999  1218.392928   \n",
       "           1218.681600 1203.461496 202.368888 1333.339896  1218.681600   \n",
       "           1252.015452 1252.015452 885.070154 1218.547522  1252.015452   \n",
       "           1255.618917 1255.618917 857.006469 1141.826663  1255.618917   \n",
       "           1261.095357 1263.415887 902.360214 1145.459548  1261.095357   \n",
       "           1266.979685 1263.287661 877.951740 1113.010629  1266.979685   \n",
       "           1279.562018 1278.391241 881.419803 1150.698615  1279.562018   \n",
       "           1285.243966 1282.622357 277.413972 1311.638904  1285.243966   \n",
       "           1316.703278 1298.352013 367.859498 361.305475   1316.703278   \n",
       "\n",
       "                                                                    y2  \\\n",
       "subjectKey y1          y2          x1         x2                         \n",
       "1959274    232.434772  232.434772  717.137204 1149.749733   232.434772   \n",
       "           233.158520  230.508991  698.955184 1124.204537   230.508991   \n",
       "           233.202575  230.101682  694.689762 1110.209471   230.101682   \n",
       "           234.565674  234.565674  694.741640 1238.234359   234.565674   \n",
       "           238.021980  233.377649  689.587430 1163.309237   233.377649   \n",
       "           238.591850  236.397902  695.665494 1104.836796   236.397902   \n",
       "           239.219186  232.589555  699.863693 1126.367306   232.589555   \n",
       "           241.769488  241.769488  195.544735 1279.201965   241.769488   \n",
       "           289.240312  290.448940  214.436611 1200.503158   290.448940   \n",
       "           294.915039  290.270707  181.033136 1238.779623   290.270707   \n",
       "           295.422443  292.772914  186.271385 1183.818932   292.772914   \n",
       "           296.770890  286.491428  178.391019 1246.509234   286.491428   \n",
       "           301.314161  292.364236  175.300068 1158.901696   292.364236   \n",
       "           306.604239  291.246603  175.699817 1193.691691   291.246603   \n",
       "           310.657233  300.059118  192.895207 1296.423901   300.059118   \n",
       "           352.387309  343.113958  192.895207 1238.134270   343.113958   \n",
       "           354.041841  346.537679  182.745326 1235.203999   346.537679   \n",
       "           354.118721  346.958781  181.565046 1225.131469   346.958781   \n",
       "           354.506251  343.628595  203.560877 1259.715488   343.628595   \n",
       "           359.935677  346.002683  184.516385 1265.484529   346.002683   \n",
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      "    2880574: {'maxLines': 20, 'meanLines': 11.4, 'minLines': 0}}\n"
     ]
    }
   ],
   "source": [
    "if saveIdentifiedLineDetails :\n",
    "    transcriptionLineDetailsFrame['bestLineIndex'] = pd.Series(np.zeros_like(transcriptionLineDetailsFrame['subjectKey']),\n",
    "                                                               index=transcriptionLineDetailsFrame.index)\n",
    "    # iterate over rows in sorted, grouped dataset and insert the best line index\n",
    "    bestLineIndex = -1\n",
    "    currentSubject = -1\n",
    "    numSubjectsProcessed = 0\n",
    "    # line matcher with 40 pixel tolerance for y coordinates of lines that are considered to be the same\n",
    "    lineMatcher = LineMatcher(40)\n",
    "    for index, row in transcriptionLineDetailsFrame.iterrows() :\n",
    "        # if this is a new subject, reset the line index\n",
    "        if currentSubject != index[0] :\n",
    "            bestLineIndex = -1\n",
    "            currentSubject = index[0]\n",
    "            numSubjectsProcessed += 1\n",
    "            if numSubjectsProcessed % 100 == 0 :\n",
    "                print ('Processed {0} subjects...'.format(numSubjectsProcessed))\n",
    "        \n",
    "        # if the line coordinates do not match within tolerance, then increment the line index\n",
    "        if lineMatcher.compare((index[3], index[1], index[4], index[2])) :\n",
    "            bestLineIndex +=1\n",
    "        \n",
    "        # update the dataframe with the best line index\n",
    "        transcriptionLineDetailsFrame.ix[index, 'bestLineIndex'] = bestLineIndex\n",
    "else :\n",
    "    identifiedLineFile = open(identifiedLineFilePath, 'rb')\n",
    "    transcriptionLineDetailsFrame = pickle.load(identifiedLineFile)\n",
    "    identifiedLineFile.close()\n",
    "display(transcriptionLineDetailsFrame)\n",
    "pprinter.pprint(transcriptionLineStats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experimental: Evaluate first pass line consensus\n",
    "Combine adjacent line groups that have very close mean Y values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "if applyDoubleLineFix :\n",
    "    transcriptionLineDetailsFirstPass = transcriptionLineDetailsFrame.set_index('bestLineIndex', drop=False, append=True)\n",
    "    transcriptionLineDetailsFirstPass['oldBestLineIndex'] = transcriptionLineDetailsFirstPass['bestLineIndex'].astype(np.int64)\n",
    "    transcriptionLineDetailsFirstPass = transcriptionLineDetailsFirstPass.groupby(level=[0, 5]).aggregate({'y1' : np.mean , 'y2' : np.mean, 'bestLineIndex' : 'first', 'oldBestLineIndex' : 'first'})\n",
    "    transcriptionLineDetailsFirstPass['meanY'] = 0.5*(transcriptionLineDetailsFirstPass['y1'] + transcriptionLineDetailsFirstPass['y2'])\n",
    "    transcriptionLineDetailsFirstPass.set_index('meanY', drop=False, append=True)\n",
    "\n",
    "    oldColumnNames = transcriptionLineDetailsFirstPass.columns\n",
    "    newColumnNames = [(name if name != 'bestLineIndex' else 'newBestLineIndex') for name in oldColumnNames]\n",
    "    transcriptionLineDetailsFirstPass.columns = newColumnNames\n",
    "\n",
    "    thisRow = transcriptionLineDetailsFirstPass.iloc[0]\n",
    "    #display(thisRow)\n",
    "\n",
    "    meanYThreshold = 20\n",
    "    bestLineIndexDecrement = 0\n",
    "\n",
    "    for index, nextRow in transcriptionLineDetailsFirstPass.iterrows():\n",
    "        if nextRow['newBestLineIndex'] == 0 : # new subject\n",
    "            bestLineIndexDecrement = 0 # so reset the decrement\n",
    "        elif np.abs(thisRow['meanY'] - nextRow['meanY']) < meanYThreshold :\n",
    "            bestLineIndexDecrement += 1\n",
    "\n",
    "        transcriptionLineDetailsFirstPass.loc[index, 'newBestLineIndex'] -= int(bestLineIndexDecrement)\n",
    "\n",
    "        thisRow = nextRow\n",
    "\n",
    "    transcriptionLineDetailsFirstPass.reset_index(level='bestLineIndex', drop=True, inplace=True)\n",
    "    transcriptionLineDetailsFirstPass.columns = oldColumnNames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "if applyDoubleLineFix :\n",
    "    transcriptionLineDetailsSecondPass = transcriptionLineDetailsFirstPass.set_index('bestLineIndex', drop=False, append=True)\n",
    "    transcriptionLineDetailsMismatches = transcriptionLineDetailsSecondPass[(transcriptionLineDetailsSecondPass['bestLineIndex'] != transcriptionLineDetailsSecondPass['oldBestLineIndex'])]\n",
    "    transcriptionLineDetailsMismatches.reset_index(level='bestLineIndex', drop=True, inplace=True)\n",
    "    display(transcriptionLineDetailsMismatches)\n",
    "    for mismatchIndex, mismatchRow in transcriptionLineDetailsMismatches.iterrows() :\n",
    "        for index, row in transcriptionLineDetailsFrame.loc[mismatchIndex].iterrows() :\n",
    "            if row['bestLineIndex'] == mismatchRow['oldBestLineIndex'] :\n",
    "                transcriptionLineDetailsFrame.loc[mismatchIndex, 'bestLineIndex'] = mismatchRow['bestLineIndex']\n",
    "\n",
    "    #display(transcriptionLineDetailsFrame.ix[2341364,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Serialize the processed data at this stage\n",
    "The previous step is time consuming so save the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "if saveIdentifiedLineDetails :\n",
    "    transcriptionLineDetailsFrame.to_pickle(identifiedLineFilePath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Now aggregate the text of the spatially matched lines\n",
    "In the process, identify, strip and note any metatags e.g. `[unclear][/unclear]` that surround individual words."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def computeConsensusWordReliability(wordOptions) :\n",
    "    uniqueWordOptions = list(set(wordOptions))\n",
    "    #simple logic to return 0 reliability for words with very few consistent transcriptions\n",
    "    if len(wordOptions) < 2 :\n",
    "        return -0.25\n",
    "    \n",
    "    if (len(wordOptions) < 3 and len(uniqueWordOptions) > 1) :\n",
    "        return -0.5\n",
    "    \n",
    "    # more complicated logic that computes the fraction of transcribed words that equal the\n",
    "    # consensus\n",
    "    wordCounter = Counter(wordOptions)\n",
    "    consensusWord, consensusWordCount = wordCounter.most_common(1)[0]\n",
    "    return consensusWordCount/float(len(wordOptions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def aggregateSentences(sentences) :\n",
    "    metaTagState = MetaTagState()\n",
    "    \n",
    "    unclearPattern = r'(\\[unclear\\]).+?(\\[/unclear\\])'\n",
    "    insertionPattern = r'(\\[insertion\\]).+?(\\[/insertion\\])'\n",
    "    deletionPattern = r'(\\[deletion\\]).+?(\\[/deletion\\])'\n",
    "    \n",
    "    emptyTagPairPattern = r'\\[([^/]+?)\\]\\[/\\1\\]'\n",
    "    \n",
    "    genericStartPattern = r'(\\[([^/]+?)\\])'\n",
    "    genericEndPattern = r'(\\[/(.+?)\\])'\n",
    "    \n",
    "    aggregatedSentence = {'reliability': 0.0, 'wordReliabilities' : [], 'words' : []}\n",
    "    statefulAggregatedSentence = {'reliability': 0.0, 'wordReliabilities' : [], 'words' : []}\n",
    "    iSentence = 0\n",
    "    for sentence in sentences :\n",
    "        \n",
    "        ##print ('Next Sentence:\\n')\n",
    "        \n",
    "        # metatag pairs are better described in \"sentence coordinates\", these can always be mapped to words later\n",
    "        fullSentence = ' '.join(sentence)\n",
    "        \n",
    "        # Remove any empty metatag pairs\n",
    "        sentenceLength = len(sentence)\n",
    "        while True :\n",
    "            fullSentence = regex.sub(emptyTagPairPattern, '', fullSentence)\n",
    "            if len(fullSentence) == sentenceLength :\n",
    "                # no further replacement possible\n",
    "                break\n",
    "            else :\n",
    "                sentenceLength = len(fullSentence)\n",
    "        \n",
    "        unclearResults = regex.finditer(unclearPattern, fullSentence)\n",
    "\n",
    "        insertionResults = regex.finditer(insertionPattern, fullSentence)\n",
    "\n",
    "        deletionResults = regex.finditer(deletionPattern, fullSentence)\n",
    "        \n",
    "        for unclearResult in unclearResults :\n",
    "            '''print ('\\nUnclear:\\n', sentence, '\\nnumgroups (start)', len(list(unclearResult.groups())), 'groups => ', list(unclearResult.groups()))\n",
    "            for index, match in enumerate(unclearResult.groups()) :\n",
    "                print (match, unclearResult.start(index+1), unclearResult.end(index+1))\n",
    "            print ('Tagging unclear between' , unclearResult.end(1), 'and', unclearResult.start(2))'''\n",
    "            metaTagState.setTag('unclear', unclearResult.end(1), unclearResult.start(2))\n",
    "        \n",
    "        for insertionResult in insertionResults :\n",
    "            '''print ('\\nInsertion:\\n', sentence, '\\nnumgroups (start)', len(list(insertionResult.groups())), 'groups => ', list(insertionResult.groups()))\n",
    "            for index, match in enumerate(insertionResult.groups()) :\n",
    "                print (match, insertionResult.start(index+1), insertionResult.end(index+1))'''\n",
    "            metaTagState.setTag('insertion', insertionResult.end(1), insertionResult.start(2))\n",
    " \n",
    "        for deletionResult in deletionResults :\n",
    "            '''print ('\\nDeletion:\\n', sentence, '\\nnumgroups (start)', len(list(deletionResult.groups())), 'groups => ', list(deletionResult.groups()))\n",
    "            for index, match in enumerate(deletionResult.groups()) :\n",
    "                print (match, deletionResult.start(index+1), deletionResult.end(index+1))'''\n",
    "            metaTagState.setTag('deletion', deletionResult.end(1), deletionResult.start(2))\n",
    "\n",
    "        ##print (metaTagState.getSetTags())\n",
    "        iWord = 0\n",
    "        sentencePosition = 0\n",
    "        for word in sentence :\n",
    "            if (len(aggregatedSentence['words']) < iWord+1) :\n",
    "                aggregatedSentence['words'].append([])\n",
    "                statefulAggregatedSentence['words'].append([])\n",
    "            \n",
    "            nonMetaWord = regex.sub(genericStartPattern, '', word)\n",
    "            nonMetaWord = regex.sub(genericEndPattern, '', nonMetaWord)\n",
    "            if len(nonMetaWord) > 0:\n",
    "                aggregatedSentence['words'][iWord].append(nonMetaWord)\n",
    "                statefulAggregatedSentence['words'][iWord].append(StatefulWord(nonMetaWord, (sentencePosition, sentencePosition + len(word)), copy.deepcopy(metaTagState.getSetTags()), sentence))\n",
    "                # Only increment wordcount if there was actually a word and not just a collection of metatags\n",
    "                iWord += 1\n",
    "            sentencePosition += len(word) + 1\n",
    "        \n",
    "        metaTagState.reset()\n",
    "        iSentence += 1\n",
    "        ## END LOOP OVER TRANSCRIBED SENTENCES ASSOCIATED WITH THIS LINE\n",
    "    \n",
    "    for wordOptions, statefulWordOptions in zip(aggregatedSentence['words'], statefulAggregatedSentence['words']) :\n",
    "        wordOptions.sort(key=Counter(wordOptions).get, reverse=True)\n",
    "        statefulWordOptions.sort(key=Counter(statefulWordOptions).get, reverse=True)\n",
    "        # Compute the reliability of each word's consensus transcription\n",
    "        statefulAggregatedSentence['wordReliabilities'].append(computeConsensusWordReliability(wordOptions))\n",
    "        # The word reliability can be outside the 0-1 range in special cases, so adjust clamp \n",
    "        # those values appropriately\n",
    "        clampedWordReliability = statefulAggregatedSentence['wordReliabilities'][-1]\n",
    "        clampedWordReliability = clampedWordReliability if clampedWordReliability >= 0.0 else 0.0\n",
    "        clampedWordReliability = clampedWordReliability if clampedWordReliability <= 1.0 else 1.0\n",
    "        \n",
    "        statefulAggregatedSentence['reliability'] += clampedWordReliability\n",
    "    try :\n",
    "        statefulAggregatedSentence['reliability'] /= float(len(statefulAggregatedSentence['words']))\n",
    "    except Exception as e :\n",
    "        #print ('Exception on {} : {}'.format(sentence, e))\n",
    "        statefulAggregatedSentence['reliability'] = 0.0\n",
    "        \n",
    "    return statefulAggregatedSentence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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></th>\n",
       "      <th>numLines</th>\n",
       "      <th>subjectKey</th>\n",
       "      <th>transcriptionIndex</th>\n",
       "      <th>words</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subjectKey</th>\n",
       "      <th>bestLineIndex</th>\n",
       "      <th></th>\n",
       "      <th></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 rowspan=\"30\" valign=\"top\">1959274</th>\n",
       "      <th>0</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[[unclear]Reced, [/unclear]Feb, 2d, 1862]</td>\n",
       "      <td>717.137204</td>\n",
       "      <td>1149.749733</td>\n",
       "      <td>232.434772</td>\n",
       "      <td>232.434772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[Rec'd, July, 2,, 1862]</td>\n",
       "      <td>698.955184</td>\n",
       "      <td>1124.204537</td>\n",
       "      <td>233.158520</td>\n",
       "      <td>230.508991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>694.689762</td>\n",
       "      <td>1110.209471</td>\n",
       "      <td>233.202575</td>\n",
       "      <td>230.101682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1959274</td>\n",
       "      <td>10218</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>694.741640</td>\n",
       "      <td>1238.234359</td>\n",
       "      <td>234.565674</td>\n",
       "      <td>234.565674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[Recd, Feby, 2, 1862]</td>\n",
       "      <td>689.587430</td>\n",
       "      <td>1163.309237</td>\n",
       "      <td>238.021980</td>\n",
       "      <td>233.377649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[Recd, July, 2d, 1862]</td>\n",
       "      <td>695.665494</td>\n",
       "      <td>1104.836796</td>\n",
       "      <td>238.591850</td>\n",
       "      <td>236.397902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[Recd, Feby, 2d, 1862]</td>\n",
       "      <td>699.863693</td>\n",
       "      <td>1126.367306</td>\n",
       "      <td>239.219186</td>\n",
       "      <td>232.589555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[Recd, July, 2, 1862]</td>\n",
       "      <td>195.544735</td>\n",
       "      <td>1279.201965</td>\n",
       "      <td>241.769488</td>\n",
       "      <td>241.769488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>214.436611</td>\n",
       "      <td>1200.503158</td>\n",
       "      <td>289.240312</td>\n",
       "      <td>290.448940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>181.033136</td>\n",
       "      <td>1238.779623</td>\n",
       "      <td>294.915039</td>\n",
       "      <td>290.270707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>186.271385</td>\n",
       "      <td>1183.818932</td>\n",
       "      <td>295.422443</td>\n",
       "      <td>292.772914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>178.391019</td>\n",
       "      <td>1246.509234</td>\n",
       "      <td>296.770890</td>\n",
       "      <td>286.491428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>175.300068</td>\n",
       "      <td>1158.901696</td>\n",
       "      <td>301.314161</td>\n",
       "      <td>292.364236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[For, S, Williams, A, A, G]</td>\n",
       "      <td>175.699817</td>\n",
       "      <td>1193.691691</td>\n",
       "      <td>306.604239</td>\n",
       "      <td>291.246603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[For, S, William, A, A, G]</td>\n",
       "      <td>192.895207</td>\n",
       "      <td>1296.423901</td>\n",
       "      <td>310.657233</td>\n",
       "      <td>300.059118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[the, guns, of, the, eighty, fourth]</td>\n",
       "      <td>192.895207</td>\n",
       "      <td>1238.134270</td>\n",
       "      <td>352.387309</td>\n",
       "      <td>343.113958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[the, Guns, of, the, Eighty, fourth]</td>\n",
       "      <td>182.745326</td>\n",
       "      <td>1235.203999</td>\n",
       "      <td>354.041841</td>\n",
       "      <td>346.537679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[the, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>181.565046</td>\n",
       "      <td>1225.131469</td>\n",
       "      <td>354.118721</td>\n",
       "      <td>346.958781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[the, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>203.560877</td>\n",
       "      <td>1259.715488</td>\n",
       "      <td>354.506251</td>\n",
       "      <td>343.628595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[The, Guns, of, the, eighty, fourth]</td>\n",
       "      <td>184.516385</td>\n",
       "      <td>1265.484529</td>\n",
       "      <td>359.935677</td>\n",
       "      <td>346.002683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[the, Guns, of, the, eigthy, fourth]</td>\n",
       "      <td>184.475609</td>\n",
       "      <td>1235.376703</td>\n",
       "      <td>364.743862</td>\n",
       "      <td>347.192278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[the, lines, of, the, eighty, fourth]</td>\n",
       "      <td>190.245678</td>\n",
       "      <td>1281.851493</td>\n",
       "      <td>364.972570</td>\n",
       "      <td>363.647805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>178.993245</td>\n",
       "      <td>1212.691514</td>\n",
       "      <td>404.694935</td>\n",
       "      <td>395.314732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>16593</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>198.816272</td>\n",
       "      <td>1193.174750</td>\n",
       "      <td>406.103594</td>\n",
       "      <td>396.224113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>6789</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>183.621856</td>\n",
       "      <td>1206.339926</td>\n",
       "      <td>406.702646</td>\n",
       "      <td>401.403588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>18016</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>177.985058</td>\n",
       "      <td>1199.176558</td>\n",
       "      <td>407.818274</td>\n",
       "      <td>392.603401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>11142</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>178.710971</td>\n",
       "      <td>1256.195866</td>\n",
       "      <td>408.701156</td>\n",
       "      <td>392.445996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>12139</td>\n",
       "      <td>[and, hundred, and, tenth, PA, will]</td>\n",
       "      <td>186.271385</td>\n",
       "      <td>1264.629557</td>\n",
       "      <td>412.664085</td>\n",
       "      <td>407.365028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>27</td>\n",
       "      <td>1959274</td>\n",
       "      <td>19859</td>\n",
       "      <td>[and, hundred, and, tenth, Pa, will]</td>\n",
       "      <td>188.863505</td>\n",
       "      <td>1248.540391</td>\n",
       "      <td>414.107693</td>\n",
       "      <td>404.234927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26</td>\n",
       "      <td>1959274</td>\n",
       "      <td>5510</td>\n",
       "      <td>[answer, having, been, repaired, at, Cumberland]</td>\n",
       "      <td>176.665052</td>\n",
       "      <td>1274.334850</td>\n",
       "      <td>456.013089</td>\n",
       "      <td>447.181558</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">2880574</th>\n",
       "      <th>14</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[AB, Chandler, NY, 720PM, Washn, Dec, 1st, 66]</td>\n",
       "      <td>169.802441</td>\n",
       "      <td>1348.167701</td>\n",
       "      <td>1031.660732</td>\n",
       "      <td>1023.412160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[A, B, Chandler, NY, 720pm, Washn, Dec, 1st, 66]</td>\n",
       "      <td>177.782562</td>\n",
       "      <td>1343.876893</td>\n",
       "      <td>1032.528014</td>\n",
       "      <td>1019.649464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[A, P, Chandler, NY]</td>\n",
       "      <td>146.812339</td>\n",
       "      <td>557.335300</td>\n",
       "      <td>1035.480512</td>\n",
       "      <td>1038.662852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[A.P., Chandler, NY]</td>\n",
       "      <td>184.733708</td>\n",
       "      <td>583.682567</td>\n",
       "      <td>1041.248371</td>\n",
       "      <td>1029.610363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[A, B, Chandler, NY, 7, 20pm, Washn, Dec1st, 66]</td>\n",
       "      <td>162.063156</td>\n",
       "      <td>1360.138679</td>\n",
       "      <td>1054.542346</td>\n",
       "      <td>1030.947863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[Rebecca, for, Rob, [unclear], Mur[/unclear], ...</td>\n",
       "      <td>169.083050</td>\n",
       "      <td>1354.222892</td>\n",
       "      <td>1093.454541</td>\n",
       "      <td>1083.609143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[Rebecca, for, Rob, Mur, Ray, Squire, Nostril]</td>\n",
       "      <td>174.392709</td>\n",
       "      <td>1334.358749</td>\n",
       "      <td>1094.910728</td>\n",
       "      <td>1078.999026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[Rebecca, for, Rob, Mur, Ray, Squire, Nostril]</td>\n",
       "      <td>180.407728</td>\n",
       "      <td>1379.983563</td>\n",
       "      <td>1096.470944</td>\n",
       "      <td>1082.330534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[Rebecca, for, Rob, Mar, Ray, Squire, Nostril]</td>\n",
       "      <td>205.881220</td>\n",
       "      <td>1353.243112</td>\n",
       "      <td>1099.262318</td>\n",
       "      <td>1087.554546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Achicea, for, Rob, Nar, Ray, Squire, Nostril]</td>\n",
       "      <td>181.725227</td>\n",
       "      <td>1350.963046</td>\n",
       "      <td>1100.420509</td>\n",
       "      <td>1082.069244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[[unclear]Probicia, for, Rob, Mun, Ray, Squire...</td>\n",
       "      <td>203.349110</td>\n",
       "      <td>1355.968850</td>\n",
       "      <td>1101.741159</td>\n",
       "      <td>1083.123987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[March, all, red, Please, loath, in, person]</td>\n",
       "      <td>183.942824</td>\n",
       "      <td>1377.626832</td>\n",
       "      <td>1143.605643</td>\n",
       "      <td>1140.070541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>210.989717</td>\n",
       "      <td>1355.044015</td>\n",
       "      <td>1149.010514</td>\n",
       "      <td>1128.325302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>224.613659</td>\n",
       "      <td>1333.339896</td>\n",
       "      <td>1150.776518</td>\n",
       "      <td>1146.093409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>211.479180</td>\n",
       "      <td>1361.796025</td>\n",
       "      <td>1152.916681</td>\n",
       "      <td>1144.768308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>192.465871</td>\n",
       "      <td>1373.913689</td>\n",
       "      <td>1154.988280</td>\n",
       "      <td>1136.528159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Marsh, all, red, Please, loath, in, person]</td>\n",
       "      <td>192.211665</td>\n",
       "      <td>1319.503733</td>\n",
       "      <td>1158.095914</td>\n",
       "      <td>1139.744649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>207.989882</td>\n",
       "      <td>1372.263919</td>\n",
       "      <td>1209.919941</td>\n",
       "      <td>1194.792298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[tooths, Eqypt, Spud, Elins, possible, master,...</td>\n",
       "      <td>191.013016</td>\n",
       "      <td>1362.308084</td>\n",
       "      <td>1213.129325</td>\n",
       "      <td>1195.453813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>199.849920</td>\n",
       "      <td>1348.069518</td>\n",
       "      <td>1214.060670</td>\n",
       "      <td>1194.369873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>209.398543</td>\n",
       "      <td>1351.861666</td>\n",
       "      <td>1215.839662</td>\n",
       "      <td>1211.066151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[Tooth, Egypt, Spud, Elins, possible, master, ...</td>\n",
       "      <td>194.833274</td>\n",
       "      <td>1337.854999</td>\n",
       "      <td>1218.392928</td>\n",
       "      <td>1201.352468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[tooths, Egypt, spud, Elias, possible, master,...</td>\n",
       "      <td>202.368888</td>\n",
       "      <td>1333.339896</td>\n",
       "      <td>1218.681600</td>\n",
       "      <td>1203.461496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>21865</td>\n",
       "      <td>[CA, Tinker]</td>\n",
       "      <td>885.070154</td>\n",
       "      <td>1218.547522</td>\n",
       "      <td>1252.015452</td>\n",
       "      <td>1252.015452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>24147</td>\n",
       "      <td>[C, A, Tinker]</td>\n",
       "      <td>857.006469</td>\n",
       "      <td>1141.826663</td>\n",
       "      <td>1255.618917</td>\n",
       "      <td>1255.618917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>2880574</td>\n",
       "      <td>19847</td>\n",
       "      <td>[[unclear]-----------[/unclear]]</td>\n",
       "      <td>902.360214</td>\n",
       "      <td>1145.459548</td>\n",
       "      <td>1261.095357</td>\n",
       "      <td>1263.415887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>17</td>\n",
       "      <td>2880574</td>\n",
       "      <td>25936</td>\n",
       "      <td>[C, N, Tinker]</td>\n",
       "      <td>877.951740</td>\n",
       "      <td>1113.010629</td>\n",
       "      <td>1266.979685</td>\n",
       "      <td>1263.287661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>28709</td>\n",
       "      <td>[C, A, Tinker]</td>\n",
       "      <td>881.419803</td>\n",
       "      <td>1150.698615</td>\n",
       "      <td>1279.562018</td>\n",
       "      <td>1278.391241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[[unclear][/unclear]]</td>\n",
       "      <td>277.413972</td>\n",
       "      <td>1311.638904</td>\n",
       "      <td>1285.243966</td>\n",
       "      <td>1282.622357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>18</td>\n",
       "      <td>2880574</td>\n",
       "      <td>20036</td>\n",
       "      <td>[]</td>\n",
       "      <td>367.859498</td>\n",
       "      <td>361.305475</td>\n",
       "      <td>1316.703278</td>\n",
       "      <td>1298.352013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>751677 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          numLines  subjectKey  transcriptionIndex  \\\n",
       "subjectKey bestLineIndex                                             \n",
       "1959274    0                    27     1959274               16593   \n",
       "           0                    26     1959274                6789   \n",
       "           0                    26     1959274                5510   \n",
       "           0                     1     1959274               10218   \n",
       "           0                    27     1959274               11142   \n",
       "           0                    27     1959274               19859   \n",
       "           0                    26     1959274               18016   \n",
       "           0                    27     1959274               12139   \n",
       "           1                    27     1959274               16593   \n",
       "           1                    27     1959274               11142   \n",
       "           1                    26     1959274                6789   \n",
       "           1                    26     1959274                5510   \n",
       "           1                    26     1959274               18016   \n",
       "           1                    27     1959274               19859   \n",
       "           1                    27     1959274               12139   \n",
       "           2                    26     1959274                6789   \n",
       "           2                    26     1959274                5510   \n",
       "           2                    26     1959274               18016   \n",
       "           2                    27     1959274               16593   \n",
       "           2                    27     1959274               11142   \n",
       "           2                    27     1959274               19859   \n",
       "           2                    27     1959274               12139   \n",
       "           3                    26     1959274                5510   \n",
       "           3                    27     1959274               16593   \n",
       "           3                    26     1959274                6789   \n",
       "           3                    26     1959274               18016   \n",
       "           3                    27     1959274               11142   \n",
       "           3                    27     1959274               12139   \n",
       "           3                    27     1959274               19859   \n",
       "           4                    26     1959274                5510   \n",
       "...                            ...         ...                 ...   \n",
       "2880574    14                   18     2880574               21865   \n",
       "           14                   18     2880574               28709   \n",
       "           15                   20     2880574               24147   \n",
       "           15                   20     2880574               19847   \n",
       "           15                   18     2880574               20036   \n",
       "           16                   17     2880574               25936   \n",
       "           16                   20     2880574               24147   \n",
       "           16                   18     2880574               21865   \n",
       "           16                   18     2880574               28709   \n",
       "           16                   18     2880574               20036   \n",
       "           16                   20     2880574               19847   \n",
       "           17                   18     2880574               21865   \n",
       "           17                   20     2880574               24147   \n",
       "           17                   18     2880574               28709   \n",
       "           17                   20     2880574               19847   \n",
       "           17                   17     2880574               25936   \n",
       "           17                   18     2880574               20036   \n",
       "           18                   20     2880574               19847   \n",
       "           18                   18     2880574               21865   \n",
       "           18                   17     2880574               25936   \n",
       "           18                   20     2880574               24147   \n",
       "           18                   18     2880574               20036   \n",
       "           18                   18     2880574               28709   \n",
       "           19                   18     2880574               21865   \n",
       "           19                   20     2880574               24147   \n",
       "           19                   20     2880574               19847   \n",
       "           19                   17     2880574               25936   \n",
       "           19                   18     2880574               28709   \n",
       "           19                   18     2880574               20036   \n",
       "           20                   18     2880574               20036   \n",
       "\n",
       "                                                                      words  \\\n",
       "subjectKey bestLineIndex                                                      \n",
       "1959274    0                      [[unclear]Reced, [/unclear]Feb, 2d, 1862]   \n",
       "           0                                        [Rec'd, July, 2,, 1862]   \n",
       "           0                                          [Recd, July, 2, 1862]   \n",
       "           0                                          [Recd, July, 2, 1862]   \n",
       "           0                                          [Recd, Feby, 2, 1862]   \n",
       "           0                                         [Recd, July, 2d, 1862]   \n",
       "           0                                         [Recd, Feby, 2d, 1862]   \n",
       "           0                                          [Recd, July, 2, 1862]   \n",
       "           1                                    [For, S, Williams, A, A, G]   \n",
       "           1                                    [For, S, Williams, A, A, G]   \n",
       "           1                                    [For, S, Williams, A, A, G]   \n",
       "           1                                    [For, S, Williams, A, A, G]   \n",
       "           1                                    [For, S, Williams, A, A, G]   \n",
       "           1                                    [For, S, Williams, A, A, G]   \n",
       "           1                                     [For, S, William, A, A, G]   \n",
       "           2                           [the, guns, of, the, eighty, fourth]   \n",
       "           2                           [the, Guns, of, the, Eighty, fourth]   \n",
       "           2                           [the, Guns, of, the, eighty, fourth]   \n",
       "           2                           [the, Guns, of, the, eighty, fourth]   \n",
       "           2                           [The, Guns, of, the, eighty, fourth]   \n",
       "           2                           [the, Guns, of, the, eigthy, fourth]   \n",
       "           2                          [the, lines, of, the, eighty, fourth]   \n",
       "           3                           [and, hundred, and, tenth, Pa, will]   \n",
       "           3                           [and, hundred, and, tenth, Pa, will]   \n",
       "           3                           [and, hundred, and, tenth, Pa, will]   \n",
       "           3                           [and, hundred, and, tenth, Pa, will]   \n",
       "           3                           [and, hundred, and, tenth, Pa, will]   \n",
       "           3                           [and, hundred, and, tenth, PA, will]   \n",
       "           3                           [and, hundred, and, tenth, Pa, will]   \n",
       "           4               [answer, having, been, repaired, at, Cumberland]   \n",
       "...                                                                     ...   \n",
       "2880574    14                [AB, Chandler, NY, 720PM, Washn, Dec, 1st, 66]   \n",
       "           14              [A, B, Chandler, NY, 720pm, Washn, Dec, 1st, 66]   \n",
       "           15                                          [A, P, Chandler, NY]   \n",
       "           15                                          [A.P., Chandler, NY]   \n",
       "           15              [A, B, Chandler, NY, 7, 20pm, Washn, Dec1st, 66]   \n",
       "           16             [Rebecca, for, Rob, [unclear], Mur[/unclear], ...   \n",
       "           16                [Rebecca, for, Rob, Mur, Ray, Squire, Nostril]   \n",
       "           16                [Rebecca, for, Rob, Mur, Ray, Squire, Nostril]   \n",
       "           16                [Rebecca, for, Rob, Mar, Ray, Squire, Nostril]   \n",
       "           16                [Achicea, for, Rob, Nar, Ray, Squire, Nostril]   \n",
       "           16             [[unclear]Probicia, for, Rob, Mun, Ray, Squire...   \n",
       "           17                  [March, all, red, Please, loath, in, person]   \n",
       "           17                  [Marsh, all, red, Please, loath, in, person]   \n",
       "           17                  [Marsh, all, red, Please, loath, in, person]   \n",
       "           17                  [Marsh, all, red, Please, loath, in, person]   \n",
       "           17                  [Marsh, all, red, Please, loath, in, person]   \n",
       "           17                  [Marsh, all, red, Please, loath, in, person]   \n",
       "           18             [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           18             [tooths, Eqypt, Spud, Elins, possible, master,...   \n",
       "           18             [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           18             [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           18             [Tooth, Egypt, Spud, Elins, possible, master, ...   \n",
       "           18             [tooths, Egypt, spud, Elias, possible, master,...   \n",
       "           19                                                  [CA, Tinker]   \n",
       "           19                                                [C, A, Tinker]   \n",
       "           19                              [[unclear]-----------[/unclear]]   \n",
       "           19                                                [C, N, Tinker]   \n",
       "           19                                                [C, A, Tinker]   \n",
       "           19                                         [[unclear][/unclear]]   \n",
       "           20                                                            []   \n",
       "\n",
       "                                  x1           x2           y1           y2  \n",
       "subjectKey bestLineIndex                                                     \n",
       "1959274    0              717.137204  1149.749733   232.434772   232.434772  \n",
       "           0              698.955184  1124.204537   233.158520   230.508991  \n",
       "           0              694.689762  1110.209471   233.202575   230.101682  \n",
       "           0              694.741640  1238.234359   234.565674   234.565674  \n",
       "           0              689.587430  1163.309237   238.021980   233.377649  \n",
       "           0              695.665494  1104.836796   238.591850   236.397902  \n",
       "           0              699.863693  1126.367306   239.219186   232.589555  \n",
       "           0              195.544735  1279.201965   241.769488   241.769488  \n",
       "           1              214.436611  1200.503158   289.240312   290.448940  \n",
       "           1              181.033136  1238.779623   294.915039   290.270707  \n",
       "           1              186.271385  1183.818932   295.422443   292.772914  \n",
       "           1              178.391019  1246.509234   296.770890   286.491428  \n",
       "           1              175.300068  1158.901696   301.314161   292.364236  \n",
       "           1              175.699817  1193.691691   306.604239   291.246603  \n",
       "           1              192.895207  1296.423901   310.657233   300.059118  \n",
       "           2              192.895207  1238.134270   352.387309   343.113958  \n",
       "           2              182.745326  1235.203999   354.041841   346.537679  \n",
       "           2              181.565046  1225.131469   354.118721   346.958781  \n",
       "           2              203.560877  1259.715488   354.506251   343.628595  \n",
       "           2              184.516385  1265.484529   359.935677   346.002683  \n",
       "           2              184.475609  1235.376703   364.743862   347.192278  \n",
       "           2              190.245678  1281.851493   364.972570   363.647805  \n",
       "           3              178.993245  1212.691514   404.694935   395.314732  \n",
       "           3              198.816272  1193.174750   406.103594   396.224113  \n",
       "           3              183.621856  1206.339926   406.702646   401.403588  \n",
       "           3              177.985058  1199.176558   407.818274   392.603401  \n",
       "           3              178.710971  1256.195866   408.701156   392.445996  \n",
       "           3              186.271385  1264.629557   412.664085   407.365028  \n",
       "           3              188.863505  1248.540391   414.107693   404.234927  \n",
       "           4              176.665052  1274.334850   456.013089   447.181558  \n",
       "...                              ...          ...          ...          ...  \n",
       "2880574    14             169.802441  1348.167701  1031.660732  1023.412160  \n",
       "           14             177.782562  1343.876893  1032.528014  1019.649464  \n",
       "           15             146.812339   557.335300  1035.480512  1038.662852  \n",
       "           15             184.733708   583.682567  1041.248371  1029.610363  \n",
       "           15             162.063156  1360.138679  1054.542346  1030.947863  \n",
       "           16             169.083050  1354.222892  1093.454541  1083.609143  \n",
       "           16             174.392709  1334.358749  1094.910728  1078.999026  \n",
       "           16             180.407728  1379.983563  1096.470944  1082.330534  \n",
       "           16             205.881220  1353.243112  1099.262318  1087.554546  \n",
       "           16             181.725227  1350.963046  1100.420509  1082.069244  \n",
       "           16             203.349110  1355.968850  1101.741159  1083.123987  \n",
       "           17             183.942824  1377.626832  1143.605643  1140.070541  \n",
       "           17             210.989717  1355.044015  1149.010514  1128.325302  \n",
       "           17             224.613659  1333.339896  1150.776518  1146.093409  \n",
       "           17             211.479180  1361.796025  1152.916681  1144.768308  \n",
       "           17             192.465871  1373.913689  1154.988280  1136.528159  \n",
       "           17             192.211665  1319.503733  1158.095914  1139.744649  \n",
       "           18             207.989882  1372.263919  1209.919941  1194.792298  \n",
       "           18             191.013016  1362.308084  1213.129325  1195.453813  \n",
       "           18             199.849920  1348.069518  1214.060670  1194.369873  \n",
       "           18             209.398543  1351.861666  1215.839662  1211.066151  \n",
       "           18             194.833274  1337.854999  1218.392928  1201.352468  \n",
       "           18             202.368888  1333.339896  1218.681600  1203.461496  \n",
       "           19             885.070154  1218.547522  1252.015452  1252.015452  \n",
       "           19             857.006469  1141.826663  1255.618917  1255.618917  \n",
       "           19             902.360214  1145.459548  1261.095357  1263.415887  \n",
       "           19             877.951740  1113.010629  1266.979685  1263.287661  \n",
       "           19             881.419803  1150.698615  1279.562018  1278.391241  \n",
       "           19             277.413972  1311.638904  1285.243966  1282.622357  \n",
       "           20             367.859498   361.305475  1316.703278  1298.352013  \n",
       "\n",
       "[751677 rows x 8 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transcriptionLineDetailsReIndexed = transcriptionLineDetailsFrame.reset_index(level=[1,2,3,4], drop=True)  \n",
    "transcriptionLineDetailsReIndexed.set_index('bestLineIndex', append=True, inplace=True)\n",
    "display(transcriptionLineDetailsReIndexed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lineGroupedTranscriptionLineDetails = transcriptionLineDetailsReIndexed.groupby(level=[0, 1]).aggregate({\"words\" : aggregateSentences, 'subjectKey': lambda x: x.iloc[0], 'y1' : np.mean , 'y2' : np.mean, 'x1' : np.mean, 'x2' : np.mean, 'transcriptionIndex' : lambda x : tuple([xi for xi in x]),'numLines' : lambda x : tuple([xi for xi in x])})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bestLineIndex</th>\n",
       "      <th>transcriptionIndex</th>\n",
       "      <th>words</th>\n",
       "      <th>x1</th>\n",
       "      <th>numLines</th>\n",
       "      <th>subjectKey</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "      <th>x2</th>\n",
       "      <th>huntington_id</th>\n",
       "      <th>retired</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>0</td>\n",
       "      <td>(16593, 6789, 5510, 10218, 11142, 19859, 18016...</td>\n",
       "      <td>{'wordReliabilities': [0.75, 0.625, 0.5, 1.0],...</td>\n",
       "      <td>635.773143</td>\n",
       "      <td>(27, 26, 26, 1, 27, 27, 26, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>236.370506</td>\n",
       "      <td>233.968214</td>\n",
       "      <td>1162.014175</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>1</td>\n",
       "      <td>(16593, 11142, 6789, 5510, 18016, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 0.85714285714...</td>\n",
       "      <td>186.289606</td>\n",
       "      <td>(27, 27, 26, 26, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>299.274902</td>\n",
       "      <td>291.950564</td>\n",
       "      <td>1216.946891</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>2</td>\n",
       "      <td>(6789, 5510, 18016, 16593, 11142, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 0.7...</td>\n",
       "      <td>188.572018</td>\n",
       "      <td>(26, 26, 26, 27, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>357.815176</td>\n",
       "      <td>348.154540</td>\n",
       "      <td>1248.699707</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>3</td>\n",
       "      <td>(5510, 16593, 6789, 18016, 11142, 12139, 19859)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 1.0, 1.0, 0.8...</td>\n",
       "      <td>184.751756</td>\n",
       "      <td>(26, 27, 26, 26, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>408.684626</td>\n",
       "      <td>398.513112</td>\n",
       "      <td>1225.821223</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>4</td>\n",
       "      <td>(5510, 6789, 16593, 11142, 18016, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 1.0, 1.0, 1.0...</td>\n",
       "      <td>185.163871</td>\n",
       "      <td>(26, 26, 27, 27, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>462.330304</td>\n",
       "      <td>453.517164</td>\n",
       "      <td>1274.202397</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>5</td>\n",
       "      <td>(18016, 5510, 6789, 16593, 19859, 11142, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 0.8...</td>\n",
       "      <td>184.577448</td>\n",
       "      <td>(26, 26, 26, 27, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>511.675105</td>\n",
       "      <td>507.847312</td>\n",
       "      <td>1233.024968</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>6</td>\n",
       "      <td>(6789, 5510, 18016, 16593, 19859, 11142, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 1.0...</td>\n",
       "      <td>180.695219</td>\n",
       "      <td>(26, 26, 26, 27, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>570.182134</td>\n",
       "      <td>563.145286</td>\n",
       "      <td>1231.069422</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>7</td>\n",
       "      <td>(6789, 18016, 5510, 16593, 11142, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.5714285714285714, 0.5...</td>\n",
       "      <td>184.522645</td>\n",
       "      <td>(26, 26, 26, 27, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>622.307438</td>\n",
       "      <td>619.927444</td>\n",
       "      <td>1259.551705</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>8</td>\n",
       "      <td>(18016, 16593, 6789, 11142, 5510, 12139, 19859)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.5714285714285714...</td>\n",
       "      <td>191.035658</td>\n",
       "      <td>(26, 27, 26, 27, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>679.072533</td>\n",
       "      <td>676.052695</td>\n",
       "      <td>1271.377987</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>9</td>\n",
       "      <td>(16593, 16593, 18016, 5510, 11142, 6789, 19859...</td>\n",
       "      <td>{'wordReliabilities': [0.875, 0.25, 0.28571428...</td>\n",
       "      <td>266.605679</td>\n",
       "      <td>(27, 27, 26, 26, 27, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>776.531175</td>\n",
       "      <td>771.904200</td>\n",
       "      <td>1137.194147</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>10</td>\n",
       "      <td>(16593, 11142, 6789, 18016, 5510, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 0.85714285714...</td>\n",
       "      <td>189.093232</td>\n",
       "      <td>(27, 27, 26, 26, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>827.357019</td>\n",
       "      <td>824.814468</td>\n",
       "      <td>1247.938072</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>11</td>\n",
       "      <td>(6789, 11142, 16593, 18016, 5510, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 0.8...</td>\n",
       "      <td>195.542178</td>\n",
       "      <td>(26, 27, 27, 26, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>878.816951</td>\n",
       "      <td>877.922093</td>\n",
       "      <td>1273.185789</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>12</td>\n",
       "      <td>(16593, 5510, 6789, 11142, 18016, 12139, 19859)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.4285714285714285...</td>\n",
       "      <td>192.337817</td>\n",
       "      <td>(27, 26, 26, 27, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>933.881736</td>\n",
       "      <td>928.412338</td>\n",
       "      <td>1279.175757</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>13</td>\n",
       "      <td>(6789, 16593, 18016, 5510, 11142, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.5714285714285714...</td>\n",
       "      <td>189.941889</td>\n",
       "      <td>(26, 27, 26, 26, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>987.934308</td>\n",
       "      <td>982.513093</td>\n",
       "      <td>1269.677420</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>14</td>\n",
       "      <td>(16593, 6789, 11142, 5510, 18016, 12139, 19859)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.7142857142857143...</td>\n",
       "      <td>188.781055</td>\n",
       "      <td>(27, 26, 27, 26, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1041.352788</td>\n",
       "      <td>1036.745315</td>\n",
       "      <td>1256.449455</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>15</td>\n",
       "      <td>(5510, 18016, 6789, 16593, 11142, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 1.0...</td>\n",
       "      <td>186.534762</td>\n",
       "      <td>(26, 26, 26, 27, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1096.739923</td>\n",
       "      <td>1091.451045</td>\n",
       "      <td>1261.294172</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>16</td>\n",
       "      <td>(18016, 5510, 6789, 11142, 16593, 12139, 19859)</td>\n",
       "      <td>{'wordReliabilities': [0.7142857142857143, 0.8...</td>\n",
       "      <td>195.976878</td>\n",
       "      <td>(26, 26, 26, 27, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1145.181945</td>\n",
       "      <td>1140.337536</td>\n",
       "      <td>1267.144342</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>17</td>\n",
       "      <td>(18016, 6789, 11142, 5510, 19859, 16593, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 0.71428571428...</td>\n",
       "      <td>201.339534</td>\n",
       "      <td>(26, 26, 27, 26, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1196.698442</td>\n",
       "      <td>1193.946798</td>\n",
       "      <td>1258.161666</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>18</td>\n",
       "      <td>(18016, 5510, 6789, 11142, 19859, 16593, 12139...</td>\n",
       "      <td>{'wordReliabilities': [0.875, 0.875, 1.0, 1.0,...</td>\n",
       "      <td>196.152119</td>\n",
       "      <td>(26, 26, 26, 27, 27, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1254.772270</td>\n",
       "      <td>1247.493467</td>\n",
       "      <td>1255.493861</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>19</td>\n",
       "      <td>(16593, 11142, 18016, 5510, 6789, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.8571428571428571...</td>\n",
       "      <td>201.056310</td>\n",
       "      <td>(27, 27, 26, 26, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1303.018443</td>\n",
       "      <td>1300.083988</td>\n",
       "      <td>1264.135094</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>20</td>\n",
       "      <td>(12139, 6789, 19859, 18016, 16593, 5510, 11142)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 1.0...</td>\n",
       "      <td>705.108210</td>\n",
       "      <td>(27, 26, 27, 26, 27, 26, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1401.116270</td>\n",
       "      <td>1402.077606</td>\n",
       "      <td>1280.619279</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>21</td>\n",
       "      <td>(16593, 6789, 5510, 18016, 19859, 11142, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.7142857142857143, 0.8...</td>\n",
       "      <td>202.464834</td>\n",
       "      <td>(27, 26, 26, 26, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1463.301631</td>\n",
       "      <td>1460.404772</td>\n",
       "      <td>1255.986541</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>22</td>\n",
       "      <td>(18016, 11142, 16593, 6789, 5510, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 1.0, 1.0, 1.0...</td>\n",
       "      <td>207.047819</td>\n",
       "      <td>(26, 27, 27, 26, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1521.166742</td>\n",
       "      <td>1515.847003</td>\n",
       "      <td>1250.148226</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>23</td>\n",
       "      <td>(6789, 5510, 16593, 18016, 11142, 19859, 12139)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 1.0, 1.0, 1.0...</td>\n",
       "      <td>200.077214</td>\n",
       "      <td>(26, 26, 27, 26, 27, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1579.695419</td>\n",
       "      <td>1572.063610</td>\n",
       "      <td>1258.321140</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>24</td>\n",
       "      <td>(11142, 18016, 5510, 16593, 6789, 12139, 19859)</td>\n",
       "      <td>{'wordReliabilities': [0.7142857142857143, 0.5...</td>\n",
       "      <td>203.952542</td>\n",
       "      <td>(27, 26, 26, 27, 26, 27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1630.067051</td>\n",
       "      <td>1622.644109</td>\n",
       "      <td>1244.250616</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>25</td>\n",
       "      <td>(11142, 16593, 19859, 6789, 5510, 18016, 12139)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 0.8...</td>\n",
       "      <td>194.852709</td>\n",
       "      <td>(27, 27, 27, 26, 26, 26, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1686.419452</td>\n",
       "      <td>1682.376249</td>\n",
       "      <td>1262.984048</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959274</th>\n",
       "      <td>26</td>\n",
       "      <td>(11142, 19859)</td>\n",
       "      <td>{'wordReliabilities': [1.0], 'reliability': 1....</td>\n",
       "      <td>1266.724953</td>\n",
       "      <td>(27, 27)</td>\n",
       "      <td>1959274</td>\n",
       "      <td>1973.890726</td>\n",
       "      <td>1973.890726</td>\n",
       "      <td>1296.111747</td>\n",
       "      <td>mssEC_01_007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959275</th>\n",
       "      <td>0</td>\n",
       "      <td>(52567, 47216, 52567, 47592, 49909, 47263, 47216)</td>\n",
       "      <td>{'wordReliabilities': [0.7142857142857143, 0.4...</td>\n",
       "      <td>387.847339</td>\n",
       "      <td>(2, 26, 2, 25, 25, 25, 26)</td>\n",
       "      <td>1959275</td>\n",
       "      <td>142.198022</td>\n",
       "      <td>141.267082</td>\n",
       "      <td>946.743308</td>\n",
       "      <td>mssEC_01_008</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959275</th>\n",
       "      <td>1</td>\n",
       "      <td>(47263, 47592, 49909, 47216)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 1.0, 1.0, 1.0...</td>\n",
       "      <td>219.666446</td>\n",
       "      <td>(25, 25, 25, 26)</td>\n",
       "      <td>1959275</td>\n",
       "      <td>236.529833</td>\n",
       "      <td>228.459140</td>\n",
       "      <td>1210.368188</td>\n",
       "      <td>mssEC_01_008</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959275</th>\n",
       "      <td>2</td>\n",
       "      <td>(47592, 47263, 47216, 49909)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 0.75, 1.0, 1....</td>\n",
       "      <td>229.944189</td>\n",
       "      <td>(25, 25, 26, 25)</td>\n",
       "      <td>1959275</td>\n",
       "      <td>292.838889</td>\n",
       "      <td>279.914304</td>\n",
       "      <td>1223.453827</td>\n",
       "      <td>mssEC_01_008</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>17</td>\n",
       "      <td>(13764, 16681, 36468, 12777, 14565, 13764, 308...</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.1428571428571428...</td>\n",
       "      <td>485.937489</td>\n",
       "      <td>(27, 24, 24, 24, 24, 27, 24, 24)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1187.451845</td>\n",
       "      <td>1184.751683</td>\n",
       "      <td>1158.518706</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>18</td>\n",
       "      <td>(12777, 48887, 36468, 14565, 16681, 13764, 30892)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 1.0...</td>\n",
       "      <td>169.626972</td>\n",
       "      <td>(24, 24, 24, 24, 24, 27, 24)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1244.746752</td>\n",
       "      <td>1243.951970</td>\n",
       "      <td>1357.345360</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>19</td>\n",
       "      <td>(36468, 12777, 14565, 48887, 16681, 30892, 13764)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.5714285714285714...</td>\n",
       "      <td>148.371122</td>\n",
       "      <td>(24, 24, 24, 24, 24, 24, 27)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1299.532632</td>\n",
       "      <td>1302.149517</td>\n",
       "      <td>1348.689088</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>20</td>\n",
       "      <td>(36468, 12777, 30892, 48887, 13764, 14565, 16681)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 0.85714285714...</td>\n",
       "      <td>154.215187</td>\n",
       "      <td>(24, 24, 24, 24, 27, 24, 24)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1358.320722</td>\n",
       "      <td>1361.240355</td>\n",
       "      <td>1347.042134</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>21</td>\n",
       "      <td>(36468, 30892, 14565, 48887, 16681, 13764, 12777)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 0.5...</td>\n",
       "      <td>154.526327</td>\n",
       "      <td>(24, 24, 24, 24, 24, 27, 24)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1422.733323</td>\n",
       "      <td>1423.366894</td>\n",
       "      <td>1344.526297</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>22</td>\n",
       "      <td>(36468, 48887, 13764, 30892, 12777, 14565, 16681)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.8571428571428571...</td>\n",
       "      <td>165.614933</td>\n",
       "      <td>(24, 24, 27, 24, 24, 24, 24)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1478.063747</td>\n",
       "      <td>1475.459284</td>\n",
       "      <td>1346.869277</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>23</td>\n",
       "      <td>(36468, 48887, 13764, 14565, 30892, 13764, 166...</td>\n",
       "      <td>{'wordReliabilities': [0.7142857142857143, 1.0...</td>\n",
       "      <td>318.702872</td>\n",
       "      <td>(24, 24, 27, 24, 24, 27, 24, 24)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1530.617103</td>\n",
       "      <td>1527.001928</td>\n",
       "      <td>1346.399522</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880566</th>\n",
       "      <td>24</td>\n",
       "      <td>(36468, 48887, 14565, 13764, 12777, 30892, 16681)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 0.42857142857...</td>\n",
       "      <td>162.214778</td>\n",
       "      <td>(24, 24, 24, 27, 24, 24, 24)</td>\n",
       "      <td>2880566</td>\n",
       "      <td>1592.487398</td>\n",
       "      <td>1586.887859</td>\n",
       "      <td>1333.547462</td>\n",
       "      <td>mssEC_19_406</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880571</th>\n",
       "      <td>-1</td>\n",
       "      <td>(55064,)</td>\n",
       "      <td>{'wordReliabilities': [-0.25], 'reliability': ...</td>\n",
       "      <td>420.706909</td>\n",
       "      <td>(1,)</td>\n",
       "      <td>2880571</td>\n",
       "      <td>1578.532068</td>\n",
       "      <td>1580.336105</td>\n",
       "      <td>545.185429</td>\n",
       "      <td>mssEC_19_411</td>\n",
       "      <td>False</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>0</td>\n",
       "      <td>(28709, 21865, 24147)</td>\n",
       "      <td>{'wordReliabilities': [1.0], 'reliability': 1....</td>\n",
       "      <td>164.355328</td>\n",
       "      <td>(18, 18, 20)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>180.142341</td>\n",
       "      <td>179.142102</td>\n",
       "      <td>225.001920</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>1</td>\n",
       "      <td>(15469, 24147, 25936, 21865, 28709, 19847, 20036)</td>\n",
       "      <td>{'wordReliabilities': [0.42857142857142855, 0....</td>\n",
       "      <td>155.614893</td>\n",
       "      <td>(1, 20, 17, 18, 18, 20, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>240.941036</td>\n",
       "      <td>227.186077</td>\n",
       "      <td>1291.783190</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>2</td>\n",
       "      <td>(28709, 24147, 21865, 20036, 19847, 25936)</td>\n",
       "      <td>{'wordReliabilities': [0.8333333333333334, 0.8...</td>\n",
       "      <td>165.696865</td>\n",
       "      <td>(18, 20, 18, 18, 20, 17)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>302.751420</td>\n",
       "      <td>290.220044</td>\n",
       "      <td>1361.250074</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>3</td>\n",
       "      <td>(24147, 19847, 25936, 20036, 28709, 21865)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.6666666666666666...</td>\n",
       "      <td>162.446675</td>\n",
       "      <td>(20, 20, 17, 18, 18, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>358.704665</td>\n",
       "      <td>342.446487</td>\n",
       "      <td>1345.902841</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>4</td>\n",
       "      <td>(25936, 19847, 28709, 14175, 21865, 20036, 24147)</td>\n",
       "      <td>{'wordReliabilities': [0.7142857142857143, 0.8...</td>\n",
       "      <td>189.303745</td>\n",
       "      <td>(17, 20, 18, 2, 18, 18, 20)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>417.978848</td>\n",
       "      <td>394.242408</td>\n",
       "      <td>1323.178520</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>5</td>\n",
       "      <td>(25936, 24147, 14175, 28709, 19847, 20036, 21865)</td>\n",
       "      <td>{'wordReliabilities': [0.8571428571428571, 1.0...</td>\n",
       "      <td>173.688650</td>\n",
       "      <td>(17, 20, 2, 18, 20, 18, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>470.202389</td>\n",
       "      <td>460.915643</td>\n",
       "      <td>1246.346147</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>6</td>\n",
       "      <td>(24147, 20036, 21865, 19847, 25936, 28709)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 1.0, 1.0, 1.0...</td>\n",
       "      <td>154.747519</td>\n",
       "      <td>(20, 18, 18, 20, 17, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>535.089167</td>\n",
       "      <td>518.397659</td>\n",
       "      <td>1309.815893</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>7</td>\n",
       "      <td>(25936, 21865, 20036, 28709, 19847, 24147)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 0.3333333333333333...</td>\n",
       "      <td>156.191527</td>\n",
       "      <td>(17, 18, 18, 18, 20, 20)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>596.033743</td>\n",
       "      <td>575.001431</td>\n",
       "      <td>1317.890359</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>8</td>\n",
       "      <td>(28709, 24147, 21865, 19847, 25936, 20036)</td>\n",
       "      <td>{'wordReliabilities': [0.6666666666666666, 0.5...</td>\n",
       "      <td>567.194534</td>\n",
       "      <td>(18, 20, 18, 20, 17, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>637.968501</td>\n",
       "      <td>633.894386</td>\n",
       "      <td>1193.790895</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>9</td>\n",
       "      <td>(24147, 19847)</td>\n",
       "      <td>{'wordReliabilities': [-0.5, -0.25, -0.25, -0....</td>\n",
       "      <td>455.905189</td>\n",
       "      <td>(20, 20)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>725.114151</td>\n",
       "      <td>728.019287</td>\n",
       "      <td>628.748265</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>10</td>\n",
       "      <td>(28709, 25936, 19847, 21865, 24147, 20036)</td>\n",
       "      <td>{'wordReliabilities': [0.3333333333333333, 0.5...</td>\n",
       "      <td>139.572135</td>\n",
       "      <td>(18, 17, 20, 18, 20, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>756.634990</td>\n",
       "      <td>743.602119</td>\n",
       "      <td>1074.988679</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>11</td>\n",
       "      <td>(21865, 24147, 19847, 25936, 28709, 20036)</td>\n",
       "      <td>{'wordReliabilities': [0.8333333333333334, 0.8...</td>\n",
       "      <td>136.421901</td>\n",
       "      <td>(18, 20, 20, 17, 18, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>816.659980</td>\n",
       "      <td>810.623199</td>\n",
       "      <td>896.919814</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>12</td>\n",
       "      <td>(24147, 28709, 25936, 21865, 19847, 20036)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 0.83333333333...</td>\n",
       "      <td>140.762590</td>\n",
       "      <td>(20, 18, 17, 18, 20, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>872.463871</td>\n",
       "      <td>864.781434</td>\n",
       "      <td>895.617992</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>13</td>\n",
       "      <td>(25936, 24147, 19847, 20036, 21865, 28709)</td>\n",
       "      <td>{'wordReliabilities': [1.0, 1.0, 1.0, 0.666666...</td>\n",
       "      <td>152.723065</td>\n",
       "      <td>(17, 20, 20, 18, 18, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>934.496382</td>\n",
       "      <td>924.245482</td>\n",
       "      <td>925.431508</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>14</td>\n",
       "      <td>(19847, 19847, 24147, 25936, 21865, 28709)</td>\n",
       "      <td>{'wordReliabilities': [0.3333333333333333, 0.3...</td>\n",
       "      <td>492.987070</td>\n",
       "      <td>(20, 20, 20, 17, 18, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>1024.015173</td>\n",
       "      <td>1015.106874</td>\n",
       "      <td>1275.739617</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>15</td>\n",
       "      <td>(24147, 19847, 20036)</td>\n",
       "      <td>{'wordReliabilities': [0.6666666666666666, 0.3...</td>\n",
       "      <td>164.536401</td>\n",
       "      <td>(20, 20, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>1043.757076</td>\n",
       "      <td>1033.073692</td>\n",
       "      <td>833.718849</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>16</td>\n",
       "      <td>(25936, 24147, 21865, 28709, 20036, 19847)</td>\n",
       "      <td>{'wordReliabilities': [0.6666666666666666, 1.0...</td>\n",
       "      <td>185.806507</td>\n",
       "      <td>(17, 20, 18, 18, 18, 20)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>1097.710033</td>\n",
       "      <td>1082.947747</td>\n",
       "      <td>1354.790035</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>17</td>\n",
       "      <td>(21865, 24147, 28709, 19847, 25936, 20036)</td>\n",
       "      <td>{'wordReliabilities': [0.8333333333333334, 1.0...</td>\n",
       "      <td>202.617153</td>\n",
       "      <td>(18, 20, 18, 20, 17, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>1151.565592</td>\n",
       "      <td>1139.255061</td>\n",
       "      <td>1353.537365</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>18</td>\n",
       "      <td>(19847, 21865, 25936, 24147, 20036, 28709)</td>\n",
       "      <td>{'wordReliabilities': [0.8333333333333334, 0.8...</td>\n",
       "      <td>200.908921</td>\n",
       "      <td>(20, 18, 17, 20, 18, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>1215.004021</td>\n",
       "      <td>1200.082683</td>\n",
       "      <td>1350.949680</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>19</td>\n",
       "      <td>(21865, 24147, 19847, 25936, 28709, 20036)</td>\n",
       "      <td>{'wordReliabilities': [0.6, 0.5, 1.0], 'reliab...</td>\n",
       "      <td>780.203726</td>\n",
       "      <td>(18, 20, 20, 17, 18, 18)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>1266.752566</td>\n",
       "      <td>1265.891919</td>\n",
       "      <td>1180.196980</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880574</th>\n",
       "      <td>20</td>\n",
       "      <td>(20036,)</td>\n",
       "      <td>{'wordReliabilities': [], 'reliability': 0.0, ...</td>\n",
       "      <td>367.859498</td>\n",
       "      <td>(18,)</td>\n",
       "      <td>2880574</td>\n",
       "      <td>1316.703278</td>\n",
       "      <td>1298.352013</td>\n",
       "      <td>361.305475</td>\n",
       "      <td>mssEC_20_026</td>\n",
       "      <td>True</td>\n",
       "      <td>https://panoptes-uploads.zooniverse.org/produc...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>132690 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         bestLineIndex                                 transcriptionIndex  \\\n",
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       "...                ...                                                ...   \n",
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       "2880571             -1                                           (55064,)   \n",
       "2880574              0                              (28709, 21865, 24147)   \n",
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       "2880574             20                                           (20036,)   \n",
       "\n",
       "                                                     words           x1  \\\n",
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       "\n",
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       "1959274      (27, 26, 27, 26, 27, 26, 27)     1959274  1401.116270   \n",
       "1959274      (27, 26, 26, 26, 27, 27, 27)     1959274  1463.301631   \n",
       "1959274      (26, 27, 27, 26, 26, 27, 27)     1959274  1521.166742   \n",
       "1959274      (26, 26, 27, 26, 27, 27, 27)     1959274  1579.695419   \n",
       "1959274      (27, 26, 26, 27, 26, 27, 27)     1959274  1630.067051   \n",
       "1959274      (27, 27, 27, 26, 26, 26, 27)     1959274  1686.419452   \n",
       "1959274                          (27, 27)     1959274  1973.890726   \n",
       "1959275        (2, 26, 2, 25, 25, 25, 26)     1959275   142.198022   \n",
       "1959275                  (25, 25, 25, 26)     1959275   236.529833   \n",
       "1959275                  (25, 25, 26, 25)     1959275   292.838889   \n",
       "...                                   ...         ...          ...   \n",
       "2880566  (27, 24, 24, 24, 24, 27, 24, 24)     2880566  1187.451845   \n",
       "2880566      (24, 24, 24, 24, 24, 27, 24)     2880566  1244.746752   \n",
       "2880566      (24, 24, 24, 24, 24, 24, 27)     2880566  1299.532632   \n",
       "2880566      (24, 24, 24, 24, 27, 24, 24)     2880566  1358.320722   \n",
       "2880566      (24, 24, 24, 24, 24, 27, 24)     2880566  1422.733323   \n",
       "2880566      (24, 24, 27, 24, 24, 24, 24)     2880566  1478.063747   \n",
       "2880566  (24, 24, 27, 24, 24, 27, 24, 24)     2880566  1530.617103   \n",
       "2880566      (24, 24, 24, 27, 24, 24, 24)     2880566  1592.487398   \n",
       "2880571                              (1,)     2880571  1578.532068   \n",
       "2880574                      (18, 18, 20)     2880574   180.142341   \n",
       "2880574       (1, 20, 17, 18, 18, 20, 18)     2880574   240.941036   \n",
       "2880574          (18, 20, 18, 18, 20, 17)     2880574   302.751420   \n",
       "2880574          (20, 20, 17, 18, 18, 18)     2880574   358.704665   \n",
       "2880574       (17, 20, 18, 2, 18, 18, 20)     2880574   417.978848   \n",
       "2880574       (17, 20, 2, 18, 20, 18, 18)     2880574   470.202389   \n",
       "2880574          (20, 18, 18, 20, 17, 18)     2880574   535.089167   \n",
       "2880574          (17, 18, 18, 18, 20, 20)     2880574   596.033743   \n",
       "2880574          (18, 20, 18, 20, 17, 18)     2880574   637.968501   \n",
       "2880574                          (20, 20)     2880574   725.114151   \n",
       "2880574          (18, 17, 20, 18, 20, 18)     2880574   756.634990   \n",
       "2880574          (18, 20, 20, 17, 18, 18)     2880574   816.659980   \n",
       "2880574          (20, 18, 17, 18, 20, 18)     2880574   872.463871   \n",
       "2880574          (17, 20, 20, 18, 18, 18)     2880574   934.496382   \n",
       "2880574          (20, 20, 20, 17, 18, 18)     2880574  1024.015173   \n",
       "2880574                      (20, 20, 18)     2880574  1043.757076   \n",
       "2880574          (17, 20, 18, 18, 18, 20)     2880574  1097.710033   \n",
       "2880574          (18, 20, 18, 20, 17, 18)     2880574  1151.565592   \n",
       "2880574          (20, 18, 17, 20, 18, 18)     2880574  1215.004021   \n",
       "2880574          (18, 20, 20, 17, 18, 18)     2880574  1266.752566   \n",
       "2880574                             (18,)     2880574  1316.703278   \n",
       "\n",
       "                  y2           x2 huntington_id retired  \\\n",
       "1959274   233.968214  1162.014175  mssEC_01_007    True   \n",
       "1959274   291.950564  1216.946891  mssEC_01_007    True   \n",
       "1959274   348.154540  1248.699707  mssEC_01_007    True   \n",
       "1959274   398.513112  1225.821223  mssEC_01_007    True   \n",
       "1959274   453.517164  1274.202397  mssEC_01_007    True   \n",
       "1959274   507.847312  1233.024968  mssEC_01_007    True   \n",
       "1959274   563.145286  1231.069422  mssEC_01_007    True   \n",
       "1959274   619.927444  1259.551705  mssEC_01_007    True   \n",
       "1959274   676.052695  1271.377987  mssEC_01_007    True   \n",
       "1959274   771.904200  1137.194147  mssEC_01_007    True   \n",
       "1959274   824.814468  1247.938072  mssEC_01_007    True   \n",
       "1959274   877.922093  1273.185789  mssEC_01_007    True   \n",
       "1959274   928.412338  1279.175757  mssEC_01_007    True   \n",
       "1959274   982.513093  1269.677420  mssEC_01_007    True   \n",
       "1959274  1036.745315  1256.449455  mssEC_01_007    True   \n",
       "1959274  1091.451045  1261.294172  mssEC_01_007    True   \n",
       "1959274  1140.337536  1267.144342  mssEC_01_007    True   \n",
       "1959274  1193.946798  1258.161666  mssEC_01_007    True   \n",
       "1959274  1247.493467  1255.493861  mssEC_01_007    True   \n",
       "1959274  1300.083988  1264.135094  mssEC_01_007    True   \n",
       "1959274  1402.077606  1280.619279  mssEC_01_007    True   \n",
       "1959274  1460.404772  1255.986541  mssEC_01_007    True   \n",
       "1959274  1515.847003  1250.148226  mssEC_01_007    True   \n",
       "1959274  1572.063610  1258.321140  mssEC_01_007    True   \n",
       "1959274  1622.644109  1244.250616  mssEC_01_007    True   \n",
       "1959274  1682.376249  1262.984048  mssEC_01_007    True   \n",
       "1959274  1973.890726  1296.111747  mssEC_01_007    True   \n",
       "1959275   141.267082   946.743308  mssEC_01_008   False   \n",
       "1959275   228.459140  1210.368188  mssEC_01_008   False   \n",
       "1959275   279.914304  1223.453827  mssEC_01_008   False   \n",
       "...              ...          ...           ...     ...   \n",
       "2880566  1184.751683  1158.518706  mssEC_19_406   False   \n",
       "2880566  1243.951970  1357.345360  mssEC_19_406   False   \n",
       "2880566  1302.149517  1348.689088  mssEC_19_406   False   \n",
       "2880566  1361.240355  1347.042134  mssEC_19_406   False   \n",
       "2880566  1423.366894  1344.526297  mssEC_19_406   False   \n",
       "2880566  1475.459284  1346.869277  mssEC_19_406   False   \n",
       "2880566  1527.001928  1346.399522  mssEC_19_406   False   \n",
       "2880566  1586.887859  1333.547462  mssEC_19_406   False   \n",
       "2880571  1580.336105   545.185429  mssEC_19_411   False   \n",
       "2880574   179.142102   225.001920  mssEC_20_026    True   \n",
       "2880574   227.186077  1291.783190  mssEC_20_026    True   \n",
       "2880574   290.220044  1361.250074  mssEC_20_026    True   \n",
       "2880574   342.446487  1345.902841  mssEC_20_026    True   \n",
       "2880574   394.242408  1323.178520  mssEC_20_026    True   \n",
       "2880574   460.915643  1246.346147  mssEC_20_026    True   \n",
       "2880574   518.397659  1309.815893  mssEC_20_026    True   \n",
       "2880574   575.001431  1317.890359  mssEC_20_026    True   \n",
       "2880574   633.894386  1193.790895  mssEC_20_026    True   \n",
       "2880574   728.019287   628.748265  mssEC_20_026    True   \n",
       "2880574   743.602119  1074.988679  mssEC_20_026    True   \n",
       "2880574   810.623199   896.919814  mssEC_20_026    True   \n",
       "2880574   864.781434   895.617992  mssEC_20_026    True   \n",
       "2880574   924.245482   925.431508  mssEC_20_026    True   \n",
       "2880574  1015.106874  1275.739617  mssEC_20_026    True   \n",
       "2880574  1033.073692   833.718849  mssEC_20_026    True   \n",
       "2880574  1082.947747  1354.790035  mssEC_20_026    True   \n",
       "2880574  1139.255061  1353.537365  mssEC_20_026    True   \n",
       "2880574  1200.082683  1350.949680  mssEC_20_026    True   \n",
       "2880574  1265.891919  1180.196980  mssEC_20_026    True   \n",
       "2880574  1298.352013   361.305475  mssEC_20_026    True   \n",
       "\n",
       "                                                       url  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959274  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959275  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959275  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "1959275  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "...                                                    ...  \n",
       "2880566  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880566  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880566  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880566  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880566  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880566  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880566  https://panoptes-uploads.zooniverse.org/produc...  \n",
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       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
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       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
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       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
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       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
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       "2880574  https://panoptes-uploads.zooniverse.org/produc...  \n",
       "\n",
       "[132690 rows x 12 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'wordReliabilities': [0.75, 0.625, 0.5, 1.0], 'reliability': 0.71875, 'words': [[SW:Recd, SW:Recd, SW:Recd, SW:Recd, SW:Recd, SW:Recd, SW:Reced, SW:Rec'd], [SW:July, SW:July, SW:July, SW:July, SW:July, SW:Feby, SW:Feby, SW:Feb], [SW:2, SW:2, SW:2, SW:2, SW:2d, SW:2d, SW:2d, SW:2,], [SW:1862, SW:1862, SW:1862, SW:1862, SW:1862, SW:1862, SW:1862, SW:1862]]}\n"
     ]
    }
   ],
   "source": [
    "lineGroupedTranscriptionLineDetails = lineGroupedTranscriptionLineDetails.reset_index(level=[1])\n",
    "lineGroupedTranscriptionLineDetails = pd.merge(lineGroupedTranscriptionLineDetails, subjectsFrame, left_index=True, right_index=True, how='left')\n",
    "display (lineGroupedTranscriptionLineDetails)\n",
    "print(lineGroupedTranscriptionLineDetails.iloc[0]['words'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display the \"most popular\" transcriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "aggregatedDataFile = open(aggregatedDataCsvFileName, 'w')\n",
    "aggregatedDataSubjectWiseFile = open(aggregatedDataSubjectWiseCsvFileName, 'w')\n",
    "#detailedAggregatedDataFile = open(aggregatedDataFileName, 'w')\n",
    "currentSubject = -1\n",
    "for index, row in lineGroupedTranscriptionLineDetails.iterrows() :\n",
    "    if index != currentSubject :\n",
    "        if currentSubject != -1 :\n",
    "            aggregatedDataSubjectWiseFile.write('\"\\n')\n",
    "        aggregatedDataSubjectWiseFile.write('{0},{1},{2},\"'.format(index, row['huntington_id'], row['url']))\n",
    "\n",
    "        currentSubject = index\n",
    "    aggregatedDataFile.write('{0},{1},{2},{3},{4},{5}\\n'.format(currentSubject,\n",
    "                                                                row['huntington_id'], \n",
    "                                                                row['bestLineIndex'],\n",
    "                                                                '\"' + ' '.join([wordlist[0].word for wordlist in row['words']['words'] if len(wordlist) > 0]) + '\"',\n",
    "                                                                #'(' + str(row['y1']) + ', ' + str(row['y2']),\n",
    "                                                                [len(wordlist) for wordlist in row['words']['words']],\n",
    "                                                                #row['numLines'], \n",
    "                                                                row['url']))\n",
    "    '''for wordlist in row['words'] :\n",
    "        for word in wordlist :\n",
    "            if len(word.tagStates) > 0 :\n",
    "                print(word)'''\n",
    "    \n",
    "    aggregatedDataSubjectWiseFile.write('{0} '.format(' '.join([wordlist[0].word for wordlist in row['words']['words'] if len(wordlist) > 0])))\n",
    "aggregatedDataFile.close()\n",
    "aggregatedDataSubjectWiseFile.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot reliability distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RERGRQAnxDkCCHf7lMDm5OXGNIaFCAokVE+Mag4iIiMSPEsZy7PAvh1mRsYID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\n9P8BkAoHWCDxtSgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1356d6908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gc.collect()\n",
    "allWordReliabilities = np.array(list(itertools.chain(*[wordData['wordReliabilities'] for wordData in lineGroupedTranscriptionLineDetails[\"words\"]])))\n",
    "mplplot.figure(figsize=(7,7))\n",
    "mplplot.suptitle('Distribution of word reliabilities', fontsize=15)\n",
    "mplplot.xlabel('Word reliability')\n",
    "mplplot.ylabel('Number of words')\n",
    "allWordReliabilityAxis = mplplot.hist(allWordReliabilities[allWordReliabilities > 0], bins=20, histtype='step', alpha=0.2, fill=True, fc='r', ec='r', label=r\"$R = N_{\\rm con}/N_{\\rm trans}$\")\n",
    "allWordReliabilityAxis = mplplot.hist(allWordReliabilities[np.logical_and(allWordReliabilities > -0.3, allWordReliabilities < 0.0)], bins=20, histtype='step', alpha=0.2, fill=True, fc='g', ec='g', label=r\"$N_{\\rm trans} < 3,\\;R\\rightarrow 0$\")\n",
    "allWordReliabilityAxis = mplplot.hist(allWordReliabilities[np.logical_and(allWordReliabilities > -0.6, allWordReliabilities < -0.3)], bins=20, histtype='step', alpha=0.2, fill=True, fc='b', ec='b', label=r\"$N_{\\rm trans} < 4 \\wedge N_{\\rm opt} > 1,\\;R\\rightarrow 0$\")\n",
    "handles, labels = mplplot.gcf().gca().get_legend_handles_labels()\n",
    "mplplot.legend(handles[:], labels[:], loc='upper left')\n",
    "mplplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QeNvbeu/RwkD0T3/6ExtvvPFygSCkX1957rnnePTRR1tWV7V77rmH7373u4wc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16125d6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gc.collect()\n",
    "allWordReliabilities = np.array(list(itertools.chain(*[wordData['wordReliabilities'] for wordData in lineGroupedTranscriptionLineDetails[\"words\"]])))\n",
    "mplplot.figure(figsize=(7,7))\n",
    "mplplot.suptitle('Distribution of word non-edge case reliabilities < 1', fontsize=15)\n",
    "mplplot.xlabel('Word reliability')\n",
    "mplplot.ylabel('Number of words')\n",
    "allWordReliabilityAxis = mplplot.hist(allWordReliabilities[np.logical_and(allWordReliabilities > 0, allWordReliabilities < 1)], bins=20, histtype='step', alpha=0.2, fill=True, fc='r', ec='r', label=r\"$R = N_{\\rm con}/N_{\\rm trans}$\")\n",
    "handles, labels = mplplot.gcf().gca().get_legend_handles_labels()\n",
    "mplplot.legend(handles[:], labels[:], loc='upper left')\n",
    "mplplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vaMZbfbiqvs/UjTeeaOwqzW8k+Q7NL/LduWsusleu1rjq20nOoJme5eJ2vNLWNFf4vYdm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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2800b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gc.collect()\n",
    "allSentenceReliabilities = np.array([wordData['reliability'] for wordData in lineGroupedTranscriptionLineDetails[\"words\"]])\n",
    "mplplot.figure(figsize=(7,7))\n",
    "mplplot.suptitle('Distribution of sentence reliabilities', fontsize=15)\n",
    "mplplot.xlabel('Sentence reliability')\n",
    "mplplot.ylabel('Number of sentences')\n",
    "allSentenceReliabilityAxis = mplplot.hist(allSentenceReliabilities, bins=20, histtype='step', alpha=0.2, fill=True, fc='r', ec='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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073WNStg7HfiHJJcBPwMOBo4GTu4o8x7gH5P8CrgEeCtwOfAFgFLKRUlWAB9O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\nlkylRE4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x161269358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gc.collect()\n",
    "subjectGroupedTranscriptionLineDetails = lineGroupedTranscriptionLineDetails.groupby(level=0).aggregate({'words' : lambda sentences : np.sum([sentence['reliability'] for sentence in sentences])/float(len(sentences))})\n",
    "mplplot.figure(figsize=(7,7))\n",
    "mplplot.suptitle('Distribution of subject reliabilities', fontsize=15)\n",
    "mplplot.xlabel('Subject reliability')\n",
    "mplplot.ylabel('Number of subjects')\n",
    "allSentenceReliabilityAxis = subjectGroupedTranscriptionLineDetails['words'].plot.hist(bins=20, histtype='step', alpha=0.2, fill=True, fc='r', ec='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JkiQVyiAnSZJUKIOcJElSoQxykiRJhTLISZIkFcogJ0mSVCiDnCRJUqEMcpIk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\nHMiZmZmZlZQDOTMzM7OS+heuWLw2j+2tSQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x161288320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gc.collect()\n",
    "retiredSubjectGroupedTranscriptionLineDetails = lineGroupedTranscriptionLineDetails[lineGroupedTranscriptionLineDetails['retired']].groupby(level=0).aggregate({'words' : lambda sentences : np.sum([sentence['reliability'] for sentence in sentences])/float(len(sentences))})\n",
    "mplplot.figure(figsize=(7,7))\n",
    "mplplot.suptitle('Distribution of subject reliabilities for retired subjects', fontsize=15)\n",
    "mplplot.xlabel('Subject reliability')\n",
    "mplplot.ylabel('Number of subjects')\n",
    "allSentenceReliabilityAxis = retiredSubjectGroupedTranscriptionLineDetails['words'].plot.hist(bins=20, histtype='step', alpha=0.2, fill=True, fc='r', ec='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Store consensus data in MySQL database"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The consensus data for the telegrams are stored in a MySQL database that was created using the following commands:\n",
    "\n",
    "```sql\n",
    "CREATE DATABASE dcwConsensus;\n",
    "\n",
    "USE dcwConsensus;\n",
    "\n",
    "CREATE TABLE Subjects (\n",
    "id INT AUTO_INCREMENT NOT NULL PRIMARY KEY,\n",
    "zooniverseId INT NOT NULL,\n",
    "huntingtonId CHAR(20) NOT NULL,\n",
    "url VARCHAR(500) NOT NULL,\n",
    "subjectReliability DECIMAL(5,4) NOT NULL DEFAULT 0.0\n",
    ");\n",
    "\n",
    "CREATE TABLE SubjectLines (\n",
    "id INT AUTO_INCREMENT NOT NULL PRIMARY KEY,\n",
    "subjectId INT NOT NULL,\n",
    "bestLineIndex INT NOT NULL,\n",
    "meanX1 DECIMAL(7,3) NOT NULL,\n",
    "meanX2 DECIMAL(7,3) NOT NULL,\n",
    "meanY1 DECIMAL(7,3) NOT NULL,\n",
    "meanY2 DECIMAL(7,3) NOT NULL,\n",
    "lineReliability DECIMAL(5,4) NOT NULL DEFAULT 0.0\n",
    ");\n",
    "\n",
    "CREATE TABLE LineWords (\n",
    "id INT AUTO_INCREMENT NOT NULL PRIMARY KEY,\n",
    "lineId INT NOT NULL,\n",
    "wordText VARCHAR(100) CHARACTER SET utf16,\n",
    "position INT NOT NULL,\n",
    "rank INT NOT NULL,\n",
    "transcriptionIndex INT NOT NULL,\n",
    "spanStart INT NOT NULL,\n",
    "spanEnd INT NOT NULL,\n",
    "wordReliability DECIMAL(5,4) NOT NULL DEFAULT 0.0\n",
    ");\n",
    "\n",
    "CREATE TABLE MetaTags (\n",
    "id INT AUTO_INCREMENT NOT NULL PRIMARY KEY,\n",
    "bestLineIndex INT NOT NULL,\n",
    "transcriptionIndex INT NOT NULL,\n",
    "state ENUM('unclear', 'insertion', 'deletion') NOT NULL,\n",
    "start INT NOT NULL,\n",
    "end INT NOT NULL,\n",
    "UNIQUE KEY(bestLineIndex, transcriptionIndex, state, start)\n",
    ");\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sys.path.append('/Library/Python/2.7/site-packages')\n",
    "import mysql.connector\n",
    "#testSubjectData = lineGroupedTranscriptionLineDetails.iloc[0]\n",
    "'''connection = mysql.connector.connect(user=os.environ['DCW_MYSQL_USER'], password=os.environ['DCW_MYSQL_PASS'],\n",
    "                              host=os.environ['DCW_MYSQL_HOST'],\n",
    "                              database=databaseName)'''\n",
    "connection = mysql.connector.connect(user='root', password='!Ocus1!Ocus1',\n",
    "                              host='localhost',\n",
    "                              database=databaseName)\n",
    "\n",
    "cursor = connection.cursor()\n",
    "sentence = ''\n",
    "try:\n",
    "    subjectInsertQuery = (\"INSERT INTO Subjects \"\n",
    "                         \"(zooniverseId, huntingtonId, url, subjectReliability) \"\n",
    "                         \"VALUES (%s, %s, %s, %s)\")\n",
    "        \n",
    "    lineInsertQuery = (\"INSERT INTO SubjectLines \"\n",
    "                      \"(subjectId, bestLineIndex, meanX1, meanX2, meanY1, meanY2, lineReliability) \"\n",
    "                      \"VALUES (%s, %s, %s, %s, %s, %s, %s)\")\n",
    "\n",
    "    wordInsertQuery = (\"INSERT INTO LineWords \"\n",
    "                      \"(lineId, wordText, position, rank, transcriptionIndex, spanStart, spanEnd, wordReliability) \"\n",
    "                      \"VALUES (%s, %s, %s, %s, %s, %s, %s, %s)\")\n",
    "    \n",
    "    metaTagInsertQuery = (\"INSERT INTO MetaTags \"\n",
    "                      \"(bestLineIndex, transcriptionIndex, state, start, end) \"\n",
    "                      \"VALUES (%s, %s, %s, %s, %s)\")\n",
    "    \n",
    "    currentSubject = -1\n",
    "    subjectId = None\n",
    "    \n",
    "    # Keep a record of the saved metatags\n",
    "    savedMetaData = {}\n",
    "    \n",
    "    # Loop over aggregated lines in consensus data \n",
    "    for index, row in lineGroupedTranscriptionLineDetails.iterrows() :\n",
    "        if index in subjectGroupedTranscriptionLineDetails.index.values :\n",
    "            if index != currentSubject :\n",
    "                # If the subject has changed, insert a new subject entry\n",
    "                subjectData = (int(index), row['huntington_id'], row['url'], float(subjectGroupedTranscriptionLineDetails.loc[int(index)]['words']))\n",
    "                cursor.execute(subjectInsertQuery, subjectData)\n",
    "                subjectId = cursor.lastrowid\n",
    "                currentSubject = index\n",
    "        else :\n",
    "            print ('Subject index not found for: ', row)\n",
    "        # Insert the aggregated line data\n",
    "        bestLineIndex = int(row['bestLineIndex'])\n",
    "        lineData = (subjectId, int(bestLineIndex), row['x1'], row['x2'], row['y1'], row['y2'], row['words']['reliability'])\n",
    "        cursor.execute(lineInsertQuery, lineData)\n",
    "        lineId = cursor.lastrowid\n",
    "                \n",
    "        # Loop over word positions in the aggregated line\n",
    "        for wordPosition, wordList in enumerate(row['words']['words']) :\n",
    "            # Loop over words at each position\n",
    "            for wordRank, word in enumerate(wordList) :\n",
    "                sentence = word.sentence\n",
    "                wordTranscriptionIndex = int(row['transcriptionIndex'][wordRank])\n",
    "                wordData = (lineId, word.word[0:99], wordPosition, wordRank, int(wordTranscriptionIndex), word.span[0], word.span[1], 0.0)\n",
    "                cursor.execute(wordInsertQuery, wordData)\n",
    "                wordId = cursor.lastrowid\n",
    "                # only insert data for each set of metatags once\n",
    "                if len(word.tagStates) > 0 and (wordTranscriptionIndex not in savedMetaData or bestLineIndex not in savedMetaData[wordTranscriptionIndex]):\n",
    "                    if wordTranscriptionIndex in savedMetaData :\n",
    "                        savedMetaData[wordTranscriptionIndex].append(bestLineIndex)\n",
    "                    else :\n",
    "                        savedMetaData.update({wordTranscriptionIndex : [bestLineIndex]})\n",
    "                    for tag, spans in word.tagStates.items() :\n",
    "                        for span in spans :\n",
    "                            metaTagData = (int(bestLineIndex), int(wordTranscriptionIndex), tag, span[0], span[1])\n",
    "                            cursor.execute(metaTagInsertQuery, metaTagData)\n",
    "                        \n",
    "except mysql.connector.Error as err:\n",
    "    print(\"Failed INSERT: {0}, {1}\".format(sentence, err))\n",
    "    \n",
    "connection.commit()\n",
    "\n",
    "cursor.close()\n",
    "connection.close()"
   ]
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