pylinguistics_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#!/usr/bin/python\n",
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "import os, sys\n",
    "import numpy as np\n",
    "import csv\n",
    "import pandas as pd\n",
    "sys.path.append(\"./pylinguistics/\")\n",
    "import Pylinguistics as pl\n",
    "import json\n",
    "import csv\n",
    "import gc\n",
    "from pandas import read_csv\n",
    "\n",
    "\n",
    "\n",
    "fapespall=pd.read_csv('/home/vinicius/phd/experiments/fapesp/fapesp_features.csv')\n",
    "fapespall.drop('Unnamed: 0', axis=1, inplace=True)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "a1=pd.DataFrame(fapespall.loc[7]).T\n",
    "a2=pd.DataFrame(fapespall.loc[55]).T\n",
    "a3=pd.DataFrame(fapespall.loc[167]).T\n",
    "a4=pd.DataFrame(fapespall.loc[201]).T\n",
    "a5=pd.DataFrame(fapespall.loc[204]).T\n",
    "\n",
    "a6=pd.DataFrame(fapespall.loc[267]).T\n",
    "a7=pd.DataFrame(fapespall.loc[475]).T\n",
    "a8=pd.DataFrame(fapespall.loc[807]).T\n",
    "a9=pd.DataFrame(fapespall.loc[897]).T\n",
    "a0=pd.DataFrame(fapespall.loc[1067]).T\n",
    "\n",
    "aq=pd.DataFrame(fapespall.loc[1152]).T\n",
    "aw=pd.DataFrame(fapespall.loc[1157]).T\n",
    "ae=pd.DataFrame(fapespall.loc[1486]).T\n",
    "ar=pd.DataFrame(fapespall.loc[1568]).T\n",
    "at=pd.DataFrame(fapespall.loc[1618]).T\n",
    "\n",
    "ay=pd.DataFrame(fapespall.loc[2185]).T\n",
    "au=pd.DataFrame(fapespall.loc[2481]).T\n",
    "ai=pd.DataFrame(fapespall.loc[2537]).T\n",
    "ao=pd.DataFrame(fapespall.loc[2611]).T\n",
    "ap=pd.DataFrame(fapespall.loc[2807]).T\n",
    "\n",
    "fapespResult = pd.concat([a1,a2,a3,a4,a5,a6,a7,a8,a9,a0,aq,aw,ae,ar,at,ay,au,ai,ao,ap])\n",
    "\n",
    "fapespResult.to_csv('pylinguisticsResults.csv',sep='\\t')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "pyling=pd.read_csv('pylinguisticsResults.csv', sep='\\t')\n",
    "cohmetrix=pd.read_csv('cohmetrixResults.csv', sep='\\t')\n",
    "\n",
    "def calcMse(a, b):\n",
    "    r = a - b\n",
    "    r = r*r\n",
    "    return r\n",
    "\n",
    "def calcPmedia(a, b):\n",
    "    \n",
    "    return ((100*a) / (float(b)))-100\n",
    "    \n",
    "dic={'adjectiveIncidence':'basic_counts:adjectives','advIncidence':'basic_counts:adverbs','contentIncidence':'basic_counts:content_words','redability':'basic_counts:flesch','functionalIncidence':'basic_counts:function_words','avg_word_per_sentence':'basic_counts:words_per_sentence','nounIncidence':'basic_counts:nouns','sentence_count':'basic_counts:sentences','word_count':'basic_counts:words','pronIncidence':'basic_counts:pronouns','verbIncidence':'basic_counts:verbs','ConnectiveIncidence':'connectives:conn_incidence','LexicalDiversty':'Tokens:ttr', 'LogicOperatorsIncidence':'logic_operators:logic_operators'}\n",
    "\n",
    "result = []\n",
    "resultp=[]\n",
    "for index, row in pyling.iterrows():\n",
    "    mse = {}\n",
    "    pmedia={}\n",
    "    for key in dic:\n",
    "        mse[key] = calcMse(pyling.loc[index][key], cohmetrix.loc[index][dic[key]])\n",
    "        pmedia[key] = calcPmedia(pyling.loc[index][key], cohmetrix.loc[index][dic[key]])\n",
    "\n",
    "    result.append(mse)\n",
    "    resultp.append(pmedia)\n",
    "\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>ConnectiveIncidence</th>\n",
       "      <th>LexicalDiversty</th>\n",
       "      <th>LogicOperatorsIncidence</th>\n",
       "      <th>adjectiveIncidence</th>\n",
       "      <th>advIncidence</th>\n",
       "      <th>avg_word_per_sentence</th>\n",
       "      <th>contentIncidence</th>\n",
       "      <th>functionalIncidence</th>\n",
       "      <th>nounIncidence</th>\n",
       "      <th>pronIncidence</th>\n",
       "      <th>redability</th>\n",
       "      <th>sentence_count</th>\n",
       "      <th>verbIncidence</th>\n",
       "      <th>word_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-15.789474</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>-9.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-11.229947</td>\n",
       "      <td>12.631579</td>\n",
       "      <td>-18.181818</td>\n",
       "      <td>-15.088757</td>\n",
       "      <td>27.041368</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-13.793103</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-32.886923</td>\n",
       "      <td>-2.485189</td>\n",
       "      <td>12.571001</td>\n",
       "      <td>11.440446</td>\n",
       "      <td>-31.712444</td>\n",
       "      <td>11.863557</td>\n",
       "      <td>-8.706476</td>\n",
       "      <td>0.531322</td>\n",
       "      <td>-10.968774</td>\n",
       "      <td>-6.712293</td>\n",
       "      <td>41.292408</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.410622</td>\n",
       "      <td>0.677201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-52.941176</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.428571</td>\n",
       "      <td>54.166667</td>\n",
       "      <td>-11.111111</td>\n",
       "      <td>5.263158</td>\n",
       "      <td>-15.360502</td>\n",
       "      <td>7.608696</td>\n",
       "      <td>-19.730942</td>\n",
       "      <td>-2.501840</td>\n",
       "      <td>-4.360509</td>\n",
       "      <td>-5.000000</td>\n",
       "      <td>-26.984127</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-47.708886</td>\n",
       "      <td>-0.110840</td>\n",
       "      <td>10.669024</td>\n",
       "      <td>25.651908</td>\n",
       "      <td>-13.979986</td>\n",
       "      <td>38.787499</td>\n",
       "      <td>-9.413587</td>\n",
       "      <td>6.819667</td>\n",
       "      <td>-13.086046</td>\n",
       "      <td>-4.990621</td>\n",
       "      <td>-16.327457</td>\n",
       "      <td>-27.659574</td>\n",
       "      <td>-24.112669</td>\n",
       "      <td>0.399467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-48.000000</td>\n",
       "      <td>-1.117318</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23.076923</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-4.191617</td>\n",
       "      <td>-3.225806</td>\n",
       "      <td>-10.091743</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>17.624334</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-13.793103</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-8.919753</td>\n",
       "      <td>4.579946</td>\n",
       "      <td>110.185185</td>\n",
       "      <td>3157.870370</td>\n",
       "      <td>5.092593</td>\n",
       "      <td>-4.845815</td>\n",
       "      <td>-15.826312</td>\n",
       "      <td>189.004630</td>\n",
       "      <td>-24.896609</td>\n",
       "      <td>-15.456238</td>\n",
       "      <td>18.061547</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.098765</td>\n",
       "      <td>-4.845815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-41.145997</td>\n",
       "      <td>-2.038565</td>\n",
       "      <td>9.775510</td>\n",
       "      <td>32.082833</td>\n",
       "      <td>-11.292517</td>\n",
       "      <td>-5.069422</td>\n",
       "      <td>-8.064719</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>-11.782614</td>\n",
       "      <td>-11.891892</td>\n",
       "      <td>4.320654</td>\n",
       "      <td>5.555556</td>\n",
       "      <td>-16.347539</td>\n",
       "      <td>0.204499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-28.972713</td>\n",
       "      <td>-1.284985</td>\n",
       "      <td>13.643660</td>\n",
       "      <td>4.173355</td>\n",
       "      <td>-27.078652</td>\n",
       "      <td>-4.006163</td>\n",
       "      <td>-9.514433</td>\n",
       "      <td>-1.917773</td>\n",
       "      <td>-3.735357</td>\n",
       "      <td>-10.152284</td>\n",
       "      <td>-16.134081</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>-22.278187</td>\n",
       "      <td>0.564972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-34.848623</td>\n",
       "      <td>-0.842783</td>\n",
       "      <td>18.095741</td>\n",
       "      <td>17.227390</td>\n",
       "      <td>-16.963932</td>\n",
       "      <td>6.630370</td>\n",
       "      <td>-7.865479</td>\n",
       "      <td>-0.061916</td>\n",
       "      <td>-14.313269</td>\n",
       "      <td>-6.077210</td>\n",
       "      <td>-3.593980</td>\n",
       "      <td>-5.882353</td>\n",
       "      <td>1.471599</td>\n",
       "      <td>0.357995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-15.848261</td>\n",
       "      <td>-1.019282</td>\n",
       "      <td>21.552511</td>\n",
       "      <td>30.530822</td>\n",
       "      <td>-20.438356</td>\n",
       "      <td>0.550964</td>\n",
       "      <td>-5.732649</td>\n",
       "      <td>0.936414</td>\n",
       "      <td>-7.222580</td>\n",
       "      <td>-15.972222</td>\n",
       "      <td>23.393607</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-11.598174</td>\n",
       "      <td>0.550964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-54.358836</td>\n",
       "      <td>-1.231555</td>\n",
       "      <td>13.334541</td>\n",
       "      <td>25.380383</td>\n",
       "      <td>-34.549303</td>\n",
       "      <td>13.938990</td>\n",
       "      <td>-10.043486</td>\n",
       "      <td>-0.629598</td>\n",
       "      <td>-7.087827</td>\n",
       "      <td>-7.448487</td>\n",
       "      <td>-8.006978</td>\n",
       "      <td>-12.000000</td>\n",
       "      <td>-26.079213</td>\n",
       "      <td>0.266312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-39.536683</td>\n",
       "      <td>-1.809162</td>\n",
       "      <td>7.279199</td>\n",
       "      <td>15.888024</td>\n",
       "      <td>-32.273233</td>\n",
       "      <td>9.061217</td>\n",
       "      <td>-12.208909</td>\n",
       "      <td>5.504143</td>\n",
       "      <td>-11.076512</td>\n",
       "      <td>4.667678</td>\n",
       "      <td>6.681690</td>\n",
       "      <td>-7.692308</td>\n",
       "      <td>-21.190671</td>\n",
       "      <td>0.671892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-53.155498</td>\n",
       "      <td>-2.031687</td>\n",
       "      <td>30.671506</td>\n",
       "      <td>53.479624</td>\n",
       "      <td>-55.862069</td>\n",
       "      <td>11.882716</td>\n",
       "      <td>-13.385580</td>\n",
       "      <td>11.724138</td>\n",
       "      <td>-18.930331</td>\n",
       "      <td>-2.587519</td>\n",
       "      <td>-3.702174</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-20.551724</td>\n",
       "      <td>0.694444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-28.029200</td>\n",
       "      <td>-2.508872</td>\n",
       "      <td>6.368609</td>\n",
       "      <td>21.309274</td>\n",
       "      <td>-17.806075</td>\n",
       "      <td>2.162406</td>\n",
       "      <td>-10.826234</td>\n",
       "      <td>3.679090</td>\n",
       "      <td>-17.806075</td>\n",
       "      <td>-8.039937</td>\n",
       "      <td>10.857557</td>\n",
       "      <td>-2.564103</td>\n",
       "      <td>-4.636516</td>\n",
       "      <td>-0.457143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-21.907199</td>\n",
       "      <td>-0.713972</td>\n",
       "      <td>19.631525</td>\n",
       "      <td>30.846981</td>\n",
       "      <td>-18.999488</td>\n",
       "      <td>8.227061</td>\n",
       "      <td>-10.242676</td>\n",
       "      <td>1.077562</td>\n",
       "      <td>-11.413437</td>\n",
       "      <td>-1.866334</td>\n",
       "      <td>7.679310</td>\n",
       "      <td>-7.317073</td>\n",
       "      <td>-23.764224</td>\n",
       "      <td>0.308008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-61.668322</td>\n",
       "      <td>-3.026838</td>\n",
       "      <td>51.335457</td>\n",
       "      <td>14.762722</td>\n",
       "      <td>-7.093454</td>\n",
       "      <td>8.436296</td>\n",
       "      <td>-8.533798</td>\n",
       "      <td>1.214638</td>\n",
       "      <td>-11.492281</td>\n",
       "      <td>-5.052319</td>\n",
       "      <td>-0.948673</td>\n",
       "      <td>-7.142857</td>\n",
       "      <td>-12.846991</td>\n",
       "      <td>0.690846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-34.838643</td>\n",
       "      <td>-0.381739</td>\n",
       "      <td>13.566936</td>\n",
       "      <td>19.245283</td>\n",
       "      <td>-21.188462</td>\n",
       "      <td>9.018987</td>\n",
       "      <td>-10.544940</td>\n",
       "      <td>0.329633</td>\n",
       "      <td>-10.245486</td>\n",
       "      <td>-7.776120</td>\n",
       "      <td>23.928010</td>\n",
       "      <td>-7.692308</td>\n",
       "      <td>-24.748122</td>\n",
       "      <td>0.632911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-41.136432</td>\n",
       "      <td>-1.707244</td>\n",
       "      <td>13.022568</td>\n",
       "      <td>16.268344</td>\n",
       "      <td>-18.603591</td>\n",
       "      <td>1.489362</td>\n",
       "      <td>-10.557219</td>\n",
       "      <td>-0.102789</td>\n",
       "      <td>-11.181977</td>\n",
       "      <td>1.848863</td>\n",
       "      <td>31.327806</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-17.025268</td>\n",
       "      <td>1.489362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-52.481840</td>\n",
       "      <td>-1.114924</td>\n",
       "      <td>10.875706</td>\n",
       "      <td>24.180791</td>\n",
       "      <td>-20.169492</td>\n",
       "      <td>0.212314</td>\n",
       "      <td>-10.413254</td>\n",
       "      <td>1.686279</td>\n",
       "      <td>-8.503715</td>\n",
       "      <td>-9.898465</td>\n",
       "      <td>8.649768</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-25.158898</td>\n",
       "      <td>0.212314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-50.905959</td>\n",
       "      <td>-3.028020</td>\n",
       "      <td>16.592920</td>\n",
       "      <td>36.199019</td>\n",
       "      <td>4.971731</td>\n",
       "      <td>3.513708</td>\n",
       "      <td>-9.658649</td>\n",
       "      <td>3.118788</td>\n",
       "      <td>-13.682323</td>\n",
       "      <td>-0.395695</td>\n",
       "      <td>16.607238</td>\n",
       "      <td>-2.857143</td>\n",
       "      <td>-15.796783</td>\n",
       "      <td>0.556174</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ConnectiveIncidence  LexicalDiversty  LogicOperatorsIncidence  \\\n",
       "0            -15.789474         0.000000                33.333333   \n",
       "1            -32.886923        -2.485189                12.571001   \n",
       "2            -52.941176         0.000000                21.428571   \n",
       "3            -47.708886        -0.110840                10.669024   \n",
       "4            -48.000000        -1.117318                 0.000000   \n",
       "5             -8.919753         4.579946               110.185185   \n",
       "6            -41.145997        -2.038565                 9.775510   \n",
       "7            -28.972713        -1.284985                13.643660   \n",
       "8            -34.848623        -0.842783                18.095741   \n",
       "9            -15.848261        -1.019282                21.552511   \n",
       "10           -54.358836        -1.231555                13.334541   \n",
       "11           -39.536683        -1.809162                 7.279199   \n",
       "12           -53.155498        -2.031687                30.671506   \n",
       "13           -28.029200        -2.508872                 6.368609   \n",
       "14           -21.907199        -0.713972                19.631525   \n",
       "15           -61.668322        -3.026838                51.335457   \n",
       "16           -34.838643        -0.381739                13.566936   \n",
       "17           -41.136432        -1.707244                13.022568   \n",
       "18           -52.481840        -1.114924                10.875706   \n",
       "19           -50.905959        -3.028020                16.592920   \n",
       "\n",
       "    adjectiveIncidence  advIncidence  avg_word_per_sentence  contentIncidence  \\\n",
       "0            66.666667     -9.090909               0.000000        -11.229947   \n",
       "1            11.440446    -31.712444              11.863557         -8.706476   \n",
       "2            54.166667    -11.111111               5.263158        -15.360502   \n",
       "3            25.651908    -13.979986              38.787499         -9.413587   \n",
       "4            23.076923     66.666667               0.000000         -4.191617   \n",
       "5          3157.870370      5.092593              -4.845815        -15.826312   \n",
       "6            32.082833    -11.292517              -5.069422         -8.064719   \n",
       "7             4.173355    -27.078652              -4.006163         -9.514433   \n",
       "8            17.227390    -16.963932               6.630370         -7.865479   \n",
       "9            30.530822    -20.438356               0.550964         -5.732649   \n",
       "10           25.380383    -34.549303              13.938990        -10.043486   \n",
       "11           15.888024    -32.273233               9.061217        -12.208909   \n",
       "12           53.479624    -55.862069              11.882716        -13.385580   \n",
       "13           21.309274    -17.806075               2.162406        -10.826234   \n",
       "14           30.846981    -18.999488               8.227061        -10.242676   \n",
       "15           14.762722     -7.093454               8.436296         -8.533798   \n",
       "16           19.245283    -21.188462               9.018987        -10.544940   \n",
       "17           16.268344    -18.603591               1.489362        -10.557219   \n",
       "18           24.180791    -20.169492               0.212314        -10.413254   \n",
       "19           36.199019      4.971731               3.513708         -9.658649   \n",
       "\n",
       "    functionalIncidence  nounIncidence  pronIncidence  redability  \\\n",
       "0             12.631579     -18.181818     -15.088757   27.041368   \n",
       "1              0.531322     -10.968774      -6.712293   41.292408   \n",
       "2              7.608696     -19.730942      -2.501840   -4.360509   \n",
       "3              6.819667     -13.086046      -4.990621  -16.327457   \n",
       "4             -3.225806     -10.091743     -10.000000   17.624334   \n",
       "5            189.004630     -24.896609     -15.456238   18.061547   \n",
       "6              1.875000     -11.782614     -11.891892    4.320654   \n",
       "7             -1.917773      -3.735357     -10.152284  -16.134081   \n",
       "8             -0.061916     -14.313269      -6.077210   -3.593980   \n",
       "9              0.936414      -7.222580     -15.972222   23.393607   \n",
       "10            -0.629598      -7.087827      -7.448487   -8.006978   \n",
       "11             5.504143     -11.076512       4.667678    6.681690   \n",
       "12            11.724138     -18.930331      -2.587519   -3.702174   \n",
       "13             3.679090     -17.806075      -8.039937   10.857557   \n",
       "14             1.077562     -11.413437      -1.866334    7.679310   \n",
       "15             1.214638     -11.492281      -5.052319   -0.948673   \n",
       "16             0.329633     -10.245486      -7.776120   23.928010   \n",
       "17            -0.102789     -11.181977       1.848863   31.327806   \n",
       "18             1.686279      -8.503715      -9.898465    8.649768   \n",
       "19             3.118788     -13.682323      -0.395695   16.607238   \n",
       "\n",
       "    sentence_count  verbIncidence  word_count  \n",
       "0         0.000000     -13.793103    0.000000  \n",
       "1       -10.000000     -10.410622    0.677201  \n",
       "2        -5.000000     -26.984127    0.000000  \n",
       "3       -27.659574     -24.112669    0.399467  \n",
       "4         0.000000     -13.793103    0.000000  \n",
       "5         0.000000      12.098765   -4.845815  \n",
       "6         5.555556     -16.347539    0.204499  \n",
       "7         4.761905     -22.278187    0.564972  \n",
       "8        -5.882353       1.471599    0.357995  \n",
       "9         0.000000     -11.598174    0.550964  \n",
       "10      -12.000000     -26.079213    0.266312  \n",
       "11       -7.692308     -21.190671    0.671892  \n",
       "12      -10.000000     -20.551724    0.694444  \n",
       "13       -2.564103      -4.636516   -0.457143  \n",
       "14       -7.317073     -23.764224    0.308008  \n",
       "15       -7.142857     -12.846991    0.690846  \n",
       "16       -7.692308     -24.748122    0.632911  \n",
       "17        0.000000     -17.025268    1.489362  \n",
       "18        0.000000     -25.158898    0.212314  \n",
       "19       -2.857143     -15.796783    0.556174  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfresult = pd.DataFrame(resultp)\n",
    "dfresult.head(20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0x7fb4a11437d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "saida = dfresult[dfresult.adjectiveIncidence < 200 ]\n",
    "#print saida\n",
    "#print saida.columns[[8]]\n",
    "#saida.drop('u'redability'',  inplace=True)\n",
    "#saida.drop(saida.columns[[8]],  inplace=True)\n",
    "#saida.drop('adjectiveIncidence',  inplace=True)\n",
    "\n",
    "yerrs =saida.std()\n",
    "\n",
    "saida.mean().plot(kind='bar' ,yerr=yerrs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>ConnectiveIncidence</th>\n",
       "      <th>LexicalDiversty</th>\n",
       "      <th>LogicOperatorsIncidence</th>\n",
       "      <th>adjectiveIncidence</th>\n",
       "      <th>advIncidence</th>\n",
       "      <th>avg_word_per_sentence</th>\n",
       "      <th>contentIncidence</th>\n",
       "      <th>functionalIncidence</th>\n",
       "      <th>nounIncidence</th>\n",
       "      <th>pronIncidence</th>\n",
       "      <th>redability</th>\n",
       "      <th>sentence_count</th>\n",
       "      <th>verbIncidence</th>\n",
       "      <th>word_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>109.264408</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>109.264408</td>\n",
       "      <td>1214.048975</td>\n",
       "      <td>12.140490</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5353.955979</td>\n",
       "      <td>1748.230524</td>\n",
       "      <td>6992.922095</td>\n",
       "      <td>70.759234</td>\n",
       "      <td>8.689143</td>\n",
       "      <td>0</td>\n",
       "      <td>194.247836</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>754.470865</td>\n",
       "      <td>2.362721e-04</td>\n",
       "      <td>18.118191</td>\n",
       "      <td>112.110474</td>\n",
       "      <td>131.187344</td>\n",
       "      <td>27.620864</td>\n",
       "      <td>2857.690272</td>\n",
       "      <td>3.916304</td>\n",
       "      <td>1648.907960</td>\n",
       "      <td>19.307690</td>\n",
       "      <td>15.206411</td>\n",
       "      <td>1</td>\n",
       "      <td>143.643582</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1153.435386</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>32.039872</td>\n",
       "      <td>601.637593</td>\n",
       "      <td>3.559986</td>\n",
       "      <td>1.945291</td>\n",
       "      <td>8547.525810</td>\n",
       "      <td>697.757209</td>\n",
       "      <td>6892.132431</td>\n",
       "      <td>0.721958</td>\n",
       "      <td>2.004087</td>\n",
       "      <td>1</td>\n",
       "      <td>1028.835885</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2582.846822</td>\n",
       "      <td>2.622850e-07</td>\n",
       "      <td>26.156194</td>\n",
       "      <td>492.931054</td>\n",
       "      <td>16.771771</td>\n",
       "      <td>38.412070</td>\n",
       "      <td>3382.722691</td>\n",
       "      <td>628.151844</td>\n",
       "      <td>2993.617669</td>\n",
       "      <td>3.219265</td>\n",
       "      <td>16.967331</td>\n",
       "      <td>169</td>\n",
       "      <td>409.158702</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1632.486481</td>\n",
       "      <td>4.534685e-05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>408.121620</td>\n",
       "      <td>45.346847</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>555.498872</td>\n",
       "      <td>181.387387</td>\n",
       "      <td>1371.742112</td>\n",
       "      <td>45.346847</td>\n",
       "      <td>8.113866</td>\n",
       "      <td>0</td>\n",
       "      <td>181.387387</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8.685133</td>\n",
       "      <td>4.276778e-04</td>\n",
       "      <td>147.256582</td>\n",
       "      <td>4838.122842</td>\n",
       "      <td>0.113242</td>\n",
       "      <td>7.562500</td>\n",
       "      <td>21640.766928</td>\n",
       "      <td>17747.334521</td>\n",
       "      <td>48840.350957</td>\n",
       "      <td>1.043130</td>\n",
       "      <td>60.318460</td>\n",
       "      <td>0</td>\n",
       "      <td>15.979122</td>\n",
       "      <td>484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1076.878417</td>\n",
       "      <td>1.285788e-04</td>\n",
       "      <td>15.985313</td>\n",
       "      <td>497.605923</td>\n",
       "      <td>4.319652</td>\n",
       "      <td>1.896661</td>\n",
       "      <td>2319.137340</td>\n",
       "      <td>54.198502</td>\n",
       "      <td>1902.053387</td>\n",
       "      <td>36.962744</td>\n",
       "      <td>0.603409</td>\n",
       "      <td>1</td>\n",
       "      <td>516.779018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>525.155427</td>\n",
       "      <td>4.428659e-05</td>\n",
       "      <td>29.114632</td>\n",
       "      <td>2.724082</td>\n",
       "      <td>58.512351</td>\n",
       "      <td>1.026143</td>\n",
       "      <td>3105.257289</td>\n",
       "      <td>63.132186</td>\n",
       "      <td>174.900471</td>\n",
       "      <td>28.658573</td>\n",
       "      <td>9.317337</td>\n",
       "      <td>1</td>\n",
       "      <td>1332.321829</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>467.616584</td>\n",
       "      <td>1.700244e-05</td>\n",
       "      <td>33.993216</td>\n",
       "      <td>109.923691</td>\n",
       "      <td>23.604102</td>\n",
       "      <td>2.670581</td>\n",
       "      <td>2123.856987</td>\n",
       "      <td>0.062366</td>\n",
       "      <td>2749.580153</td>\n",
       "      <td>28.026330</td>\n",
       "      <td>1.138021</td>\n",
       "      <td>4</td>\n",
       "      <td>3.663902</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>128.853641</td>\n",
       "      <td>3.510268e-05</td>\n",
       "      <td>28.554038</td>\n",
       "      <td>181.093852</td>\n",
       "      <td>31.701417</td>\n",
       "      <td>0.023669</td>\n",
       "      <td>1110.356494</td>\n",
       "      <td>11.949011</td>\n",
       "      <td>878.909137</td>\n",
       "      <td>55.951957</td>\n",
       "      <td>33.454055</td>\n",
       "      <td>0</td>\n",
       "      <td>132.303385</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1823.746384</td>\n",
       "      <td>4.586989e-05</td>\n",
       "      <td>15.258843</td>\n",
       "      <td>139.911227</td>\n",
       "      <td>216.719833</td>\n",
       "      <td>17.533253</td>\n",
       "      <td>3768.031027</td>\n",
       "      <td>5.276531</td>\n",
       "      <td>839.504571</td>\n",
       "      <td>20.814782</td>\n",
       "      <td>5.767720</td>\n",
       "      <td>9</td>\n",
       "      <td>871.258294</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>933.245127</td>\n",
       "      <td>7.766594e-05</td>\n",
       "      <td>4.152831</td>\n",
       "      <td>72.932200</td>\n",
       "      <td>63.216055</td>\n",
       "      <td>4.304738</td>\n",
       "      <td>5151.923774</td>\n",
       "      <td>434.020209</td>\n",
       "      <td>1716.311344</td>\n",
       "      <td>2.141977</td>\n",
       "      <td>4.084413</td>\n",
       "      <td>9</td>\n",
       "      <td>824.436556</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2392.231201</td>\n",
       "      <td>1.090064e-04</td>\n",
       "      <td>102.360511</td>\n",
       "      <td>938.770860</td>\n",
       "      <td>76.185809</td>\n",
       "      <td>11.711605</td>\n",
       "      <td>6691.365364</td>\n",
       "      <td>1932.966706</td>\n",
       "      <td>6483.411784</td>\n",
       "      <td>1.471125</td>\n",
       "      <td>0.065785</td>\n",
       "      <td>4</td>\n",
       "      <td>537.871174</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>460.632834</td>\n",
       "      <td>1.591645e-04</td>\n",
       "      <td>6.123940</td>\n",
       "      <td>166.599206</td>\n",
       "      <td>45.097051</td>\n",
       "      <td>0.235376</td>\n",
       "      <td>4513.759321</td>\n",
       "      <td>172.097218</td>\n",
       "      <td>4214.068913</td>\n",
       "      <td>9.194266</td>\n",
       "      <td>15.839322</td>\n",
       "      <td>1</td>\n",
       "      <td>53.471907</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>182.120272</td>\n",
       "      <td>1.290141e-05</td>\n",
       "      <td>49.765257</td>\n",
       "      <td>410.834923</td>\n",
       "      <td>38.964208</td>\n",
       "      <td>3.819792</td>\n",
       "      <td>3875.719896</td>\n",
       "      <td>15.862491</td>\n",
       "      <td>1951.631020</td>\n",
       "      <td>0.530186</td>\n",
       "      <td>6.264198</td>\n",
       "      <td>9</td>\n",
       "      <td>842.991686</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3685.673356</td>\n",
       "      <td>2.410650e-04</td>\n",
       "      <td>346.670053</td>\n",
       "      <td>131.643905</td>\n",
       "      <td>14.423870</td>\n",
       "      <td>3.043299</td>\n",
       "      <td>2925.901761</td>\n",
       "      <td>19.223355</td>\n",
       "      <td>1467.472551</td>\n",
       "      <td>10.994909</td>\n",
       "      <td>0.050658</td>\n",
       "      <td>4</td>\n",
       "      <td>472.822226</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>723.648977</td>\n",
       "      <td>3.773386e-06</td>\n",
       "      <td>23.122003</td>\n",
       "      <td>213.647061</td>\n",
       "      <td>60.497955</td>\n",
       "      <td>7.509708</td>\n",
       "      <td>3952.536097</td>\n",
       "      <td>1.683941</td>\n",
       "      <td>1309.240237</td>\n",
       "      <td>25.200672</td>\n",
       "      <td>13.737867</td>\n",
       "      <td>4</td>\n",
       "      <td>1041.129558</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1135.478661</td>\n",
       "      <td>5.572101e-05</td>\n",
       "      <td>22.186835</td>\n",
       "      <td>74.880888</td>\n",
       "      <td>20.720181</td>\n",
       "      <td>0.135734</td>\n",
       "      <td>3705.458120</td>\n",
       "      <td>0.155831</td>\n",
       "      <td>1783.356437</td>\n",
       "      <td>0.650312</td>\n",
       "      <td>68.646162</td>\n",
       "      <td>0</td>\n",
       "      <td>426.326067</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2190.155121</td>\n",
       "      <td>2.736740e-05</td>\n",
       "      <td>17.275003</td>\n",
       "      <td>133.433300</td>\n",
       "      <td>18.337836</td>\n",
       "      <td>0.002268</td>\n",
       "      <td>3537.004783</td>\n",
       "      <td>43.396324</td>\n",
       "      <td>992.582156</td>\n",
       "      <td>15.944139</td>\n",
       "      <td>12.124284</td>\n",
       "      <td>0</td>\n",
       "      <td>1096.793339</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2001.115028</td>\n",
       "      <td>2.216372e-04</td>\n",
       "      <td>28.649845</td>\n",
       "      <td>343.075637</td>\n",
       "      <td>0.990925</td>\n",
       "      <td>0.814544</td>\n",
       "      <td>3581.160095</td>\n",
       "      <td>127.121535</td>\n",
       "      <td>2935.623165</td>\n",
       "      <td>0.025108</td>\n",
       "      <td>12.718463</td>\n",
       "      <td>1</td>\n",
       "      <td>579.507504</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ConnectiveIncidence  LexicalDiversty  LogicOperatorsIncidence  \\\n",
       "0            109.264408     0.000000e+00               109.264408   \n",
       "1            754.470865     2.362721e-04                18.118191   \n",
       "2           1153.435386     0.000000e+00                32.039872   \n",
       "3           2582.846822     2.622850e-07                26.156194   \n",
       "4           1632.486481     4.534685e-05                 0.000000   \n",
       "5              8.685133     4.276778e-04               147.256582   \n",
       "6           1076.878417     1.285788e-04                15.985313   \n",
       "7            525.155427     4.428659e-05                29.114632   \n",
       "8            467.616584     1.700244e-05                33.993216   \n",
       "9            128.853641     3.510268e-05                28.554038   \n",
       "10          1823.746384     4.586989e-05                15.258843   \n",
       "11           933.245127     7.766594e-05                 4.152831   \n",
       "12          2392.231201     1.090064e-04               102.360511   \n",
       "13           460.632834     1.591645e-04                 6.123940   \n",
       "14           182.120272     1.290141e-05                49.765257   \n",
       "15          3685.673356     2.410650e-04               346.670053   \n",
       "16           723.648977     3.773386e-06                23.122003   \n",
       "17          1135.478661     5.572101e-05                22.186835   \n",
       "18          2190.155121     2.736740e-05                17.275003   \n",
       "19          2001.115028     2.216372e-04                28.649845   \n",
       "\n",
       "    adjectiveIncidence  advIncidence  avg_word_per_sentence  contentIncidence  \\\n",
       "0          1214.048975     12.140490               0.000000       5353.955979   \n",
       "1           112.110474    131.187344              27.620864       2857.690272   \n",
       "2           601.637593      3.559986               1.945291       8547.525810   \n",
       "3           492.931054     16.771771              38.412070       3382.722691   \n",
       "4           408.121620     45.346847               0.000000        555.498872   \n",
       "5          4838.122842      0.113242               7.562500      21640.766928   \n",
       "6           497.605923      4.319652               1.896661       2319.137340   \n",
       "7             2.724082     58.512351               1.026143       3105.257289   \n",
       "8           109.923691     23.604102               2.670581       2123.856987   \n",
       "9           181.093852     31.701417               0.023669       1110.356494   \n",
       "10          139.911227    216.719833              17.533253       3768.031027   \n",
       "11           72.932200     63.216055               4.304738       5151.923774   \n",
       "12          938.770860     76.185809              11.711605       6691.365364   \n",
       "13          166.599206     45.097051               0.235376       4513.759321   \n",
       "14          410.834923     38.964208               3.819792       3875.719896   \n",
       "15          131.643905     14.423870               3.043299       2925.901761   \n",
       "16          213.647061     60.497955               7.509708       3952.536097   \n",
       "17           74.880888     20.720181               0.135734       3705.458120   \n",
       "18          133.433300     18.337836               0.002268       3537.004783   \n",
       "19          343.075637      0.990925               0.814544       3581.160095   \n",
       "\n",
       "    functionalIncidence  nounIncidence  pronIncidence  redability  \\\n",
       "0           1748.230524    6992.922095      70.759234    8.689143   \n",
       "1              3.916304    1648.907960      19.307690   15.206411   \n",
       "2            697.757209    6892.132431       0.721958    2.004087   \n",
       "3            628.151844    2993.617669       3.219265   16.967331   \n",
       "4            181.387387    1371.742112      45.346847    8.113866   \n",
       "5          17747.334521   48840.350957       1.043130   60.318460   \n",
       "6             54.198502    1902.053387      36.962744    0.603409   \n",
       "7             63.132186     174.900471      28.658573    9.317337   \n",
       "8              0.062366    2749.580153      28.026330    1.138021   \n",
       "9             11.949011     878.909137      55.951957   33.454055   \n",
       "10             5.276531     839.504571      20.814782    5.767720   \n",
       "11           434.020209    1716.311344       2.141977    4.084413   \n",
       "12          1932.966706    6483.411784       1.471125    0.065785   \n",
       "13           172.097218    4214.068913       9.194266   15.839322   \n",
       "14            15.862491    1951.631020       0.530186    6.264198   \n",
       "15            19.223355    1467.472551      10.994909    0.050658   \n",
       "16             1.683941    1309.240237      25.200672   13.737867   \n",
       "17             0.155831    1783.356437       0.650312   68.646162   \n",
       "18            43.396324     992.582156      15.944139   12.124284   \n",
       "19           127.121535    2935.623165       0.025108   12.718463   \n",
       "\n",
       "    sentence_count  verbIncidence  word_count  \n",
       "0                0     194.247836           0  \n",
       "1                1     143.643582           9  \n",
       "2                1    1028.835885           0  \n",
       "3              169     409.158702           9  \n",
       "4                0     181.387387           0  \n",
       "5                0      15.979122         484  \n",
       "6                1     516.779018           1  \n",
       "7                1    1332.321829           9  \n",
       "8                4       3.663902           9  \n",
       "9                0     132.303385           4  \n",
       "10               9     871.258294           4  \n",
       "11               9     824.436556          36  \n",
       "12               4     537.871174          16  \n",
       "13               1      53.471907          16  \n",
       "14               9     842.991686           9  \n",
       "15               4     472.822226          16  \n",
       "16               4    1041.129558          25  \n",
       "17               0     426.326067         196  \n",
       "18               0    1096.793339           4  \n",
       "19               1     579.507504          25  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dfresult = pd.DataFrame(result)\n",
    "dfresult.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     10.900836\n",
       "1     -9.443721\n",
       "2     32.465425\n",
       "3     25.228313\n",
       "4     16.162227\n",
       "5    -43.000171\n",
       "6     17.978625\n",
       "7     18.919153\n",
       "8     29.682436\n",
       "9     24.724482\n",
       "10    29.993934\n",
       "11    30.246734\n",
       "12     6.928000\n",
       "13    36.655250\n",
       "14    32.591965\n",
       "15    23.725006\n",
       "16    15.490058\n",
       "17    26.447105\n",
       "18    40.255350\n",
       "19    21.474345\n",
       "Name: basic_counts:flesch, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cohmetrix[dic['redability']].head(20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>Unnamed: 0</th>\n",
       "      <th>ConnectiveAdditiveIncidence</th>\n",
       "      <th>ConnectiveCasualIncidence</th>\n",
       "      <th>ConnectiveIncidence</th>\n",
       "      <th>ConnectiveLogicIncidence</th>\n",
       "      <th>ConnectiveTemporalIncidence</th>\n",
       "      <th>ContentDiversty</th>\n",
       "      <th>LexicalDiversty</th>\n",
       "      <th>LogicAndIncidence</th>\n",
       "      <th>LogicIfIncidence</th>\n",
       "      <th>...</th>\n",
       "      <th>avg_word_per_sentence</th>\n",
       "      <th>contentIncidence</th>\n",
       "      <th>functionalIncidence</th>\n",
       "      <th>nounIncidence</th>\n",
       "      <th>pronIncidence</th>\n",
       "      <th>redability</th>\n",
       "      <th>sentence_count</th>\n",
       "      <th>syllable_count</th>\n",
       "      <th>verbIncidence</th>\n",
       "      <th>word_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7</td>\n",
       "      <td>41.811847</td>\n",
       "      <td>3.484321</td>\n",
       "      <td>55.749129</td>\n",
       "      <td>38.327526</td>\n",
       "      <td>3.484321</td>\n",
       "      <td>0.819277</td>\n",
       "      <td>0.641115</td>\n",
       "      <td>38.327526</td>\n",
       "      <td>3.484321</td>\n",
       "      <td>...</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>578.397213</td>\n",
       "      <td>372.822300</td>\n",
       "      <td>376.306620</td>\n",
       "      <td>47.337278</td>\n",
       "      <td>13.848571</td>\n",
       "      <td>7</td>\n",
       "      <td>656</td>\n",
       "      <td>87.108014</td>\n",
       "      <td>287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55</td>\n",
       "      <td>38.116592</td>\n",
       "      <td>13.452915</td>\n",
       "      <td>56.053812</td>\n",
       "      <td>31.390135</td>\n",
       "      <td>2.242152</td>\n",
       "      <td>0.824000</td>\n",
       "      <td>0.603139</td>\n",
       "      <td>31.390135</td>\n",
       "      <td>4.484305</td>\n",
       "      <td>...</td>\n",
       "      <td>49.555556</td>\n",
       "      <td>560.538117</td>\n",
       "      <td>374.439462</td>\n",
       "      <td>329.596413</td>\n",
       "      <td>61.068702</td>\n",
       "      <td>-13.343261</td>\n",
       "      <td>9</td>\n",
       "      <td>1117</td>\n",
       "      <td>103.139013</td>\n",
       "      <td>446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>167</td>\n",
       "      <td>26.415094</td>\n",
       "      <td>3.773585</td>\n",
       "      <td>30.188679</td>\n",
       "      <td>24.528302</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.588889</td>\n",
       "      <td>0.441509</td>\n",
       "      <td>22.641509</td>\n",
       "      <td>5.660377</td>\n",
       "      <td>...</td>\n",
       "      <td>27.894737</td>\n",
       "      <td>509.433962</td>\n",
       "      <td>373.584906</td>\n",
       "      <td>337.735849</td>\n",
       "      <td>33.112583</td>\n",
       "      <td>31.049767</td>\n",
       "      <td>19</td>\n",
       "      <td>1187</td>\n",
       "      <td>86.792453</td>\n",
       "      <td>530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201</td>\n",
       "      <td>46.419098</td>\n",
       "      <td>6.631300</td>\n",
       "      <td>55.702918</td>\n",
       "      <td>46.419098</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.639810</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>42.440318</td>\n",
       "      <td>1.326260</td>\n",
       "      <td>...</td>\n",
       "      <td>22.176471</td>\n",
       "      <td>559.681698</td>\n",
       "      <td>392.572944</td>\n",
       "      <td>363.395225</td>\n",
       "      <td>34.157833</td>\n",
       "      <td>21.109171</td>\n",
       "      <td>34</td>\n",
       "      <td>1829</td>\n",
       "      <td>63.660477</td>\n",
       "      <td>754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>204</td>\n",
       "      <td>33.670034</td>\n",
       "      <td>6.734007</td>\n",
       "      <td>43.771044</td>\n",
       "      <td>30.303030</td>\n",
       "      <td>3.367003</td>\n",
       "      <td>0.818750</td>\n",
       "      <td>0.595960</td>\n",
       "      <td>30.303030</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>29.700000</td>\n",
       "      <td>538.720539</td>\n",
       "      <td>404.040404</td>\n",
       "      <td>329.966330</td>\n",
       "      <td>60.606061</td>\n",
       "      <td>19.010712</td>\n",
       "      <td>10</td>\n",
       "      <td>701</td>\n",
       "      <td>84.175084</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>267</td>\n",
       "      <td>23.148148</td>\n",
       "      <td>4.629630</td>\n",
       "      <td>30.092593</td>\n",
       "      <td>23.148148</td>\n",
       "      <td>2.314815</td>\n",
       "      <td>0.541420</td>\n",
       "      <td>0.472222</td>\n",
       "      <td>23.148148</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>782.407407</td>\n",
       "      <td>203.703704</td>\n",
       "      <td>666.666667</td>\n",
       "      <td>5.586592</td>\n",
       "      <td>-50.766667</td>\n",
       "      <td>8</td>\n",
       "      <td>1250</td>\n",
       "      <td>37.037037</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>475</td>\n",
       "      <td>40.816327</td>\n",
       "      <td>4.081633</td>\n",
       "      <td>46.938776</td>\n",
       "      <td>38.775510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.769517</td>\n",
       "      <td>0.544898</td>\n",
       "      <td>36.734694</td>\n",
       "      <td>4.081633</td>\n",
       "      <td>...</td>\n",
       "      <td>25.789474</td>\n",
       "      <td>548.979592</td>\n",
       "      <td>400.000000</td>\n",
       "      <td>326.530612</td>\n",
       "      <td>45.045045</td>\n",
       "      <td>18.755419</td>\n",
       "      <td>19</td>\n",
       "      <td>1181</td>\n",
       "      <td>116.326531</td>\n",
       "      <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>807</td>\n",
       "      <td>39.325843</td>\n",
       "      <td>3.745318</td>\n",
       "      <td>56.179775</td>\n",
       "      <td>41.198502</td>\n",
       "      <td>3.745318</td>\n",
       "      <td>0.706714</td>\n",
       "      <td>0.511236</td>\n",
       "      <td>29.962547</td>\n",
       "      <td>3.745318</td>\n",
       "      <td>...</td>\n",
       "      <td>24.272727</td>\n",
       "      <td>529.962547</td>\n",
       "      <td>406.367041</td>\n",
       "      <td>340.823970</td>\n",
       "      <td>47.377327</td>\n",
       "      <td>15.866721</td>\n",
       "      <td>22</td>\n",
       "      <td>1315</td>\n",
       "      <td>127.340824</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>897</td>\n",
       "      <td>28.537455</td>\n",
       "      <td>10.701546</td>\n",
       "      <td>40.428062</td>\n",
       "      <td>26.159334</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.711454</td>\n",
       "      <td>0.485137</td>\n",
       "      <td>26.159334</td>\n",
       "      <td>5.945303</td>\n",
       "      <td>...</td>\n",
       "      <td>26.281250</td>\n",
       "      <td>539.833532</td>\n",
       "      <td>403.091558</td>\n",
       "      <td>313.912010</td>\n",
       "      <td>81.818182</td>\n",
       "      <td>28.615655</td>\n",
       "      <td>32</td>\n",
       "      <td>1924</td>\n",
       "      <td>131.985731</td>\n",
       "      <td>841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1067</td>\n",
       "      <td>35.616438</td>\n",
       "      <td>13.698630</td>\n",
       "      <td>60.273973</td>\n",
       "      <td>24.657534</td>\n",
       "      <td>2.739726</td>\n",
       "      <td>0.755000</td>\n",
       "      <td>0.575342</td>\n",
       "      <td>21.917808</td>\n",
       "      <td>5.479452</td>\n",
       "      <td>...</td>\n",
       "      <td>28.076923</td>\n",
       "      <td>547.945205</td>\n",
       "      <td>372.602740</td>\n",
       "      <td>380.821918</td>\n",
       "      <td>39.351852</td>\n",
       "      <td>30.508430</td>\n",
       "      <td>13</td>\n",
       "      <td>819</td>\n",
       "      <td>87.671233</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1152</td>\n",
       "      <td>30.544489</td>\n",
       "      <td>3.984064</td>\n",
       "      <td>35.856574</td>\n",
       "      <td>27.888446</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.731884</td>\n",
       "      <td>0.543161</td>\n",
       "      <td>25.232404</td>\n",
       "      <td>2.656042</td>\n",
       "      <td>...</td>\n",
       "      <td>34.227273</td>\n",
       "      <td>549.800797</td>\n",
       "      <td>362.549801</td>\n",
       "      <td>379.814077</td>\n",
       "      <td>56.689342</td>\n",
       "      <td>27.592326</td>\n",
       "      <td>22</td>\n",
       "      <td>1660</td>\n",
       "      <td>83.665339</td>\n",
       "      <td>753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1157</td>\n",
       "      <td>28.921023</td>\n",
       "      <td>6.674082</td>\n",
       "      <td>46.718576</td>\n",
       "      <td>26.696329</td>\n",
       "      <td>8.898776</td>\n",
       "      <td>0.685345</td>\n",
       "      <td>0.478309</td>\n",
       "      <td>25.583982</td>\n",
       "      <td>1.112347</td>\n",
       "      <td>...</td>\n",
       "      <td>24.972222</td>\n",
       "      <td>516.129032</td>\n",
       "      <td>399.332592</td>\n",
       "      <td>332.591769</td>\n",
       "      <td>32.818533</td>\n",
       "      <td>32.267727</td>\n",
       "      <td>36</td>\n",
       "      <td>2032</td>\n",
       "      <td>106.785317</td>\n",
       "      <td>899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1486</td>\n",
       "      <td>37.931034</td>\n",
       "      <td>5.172414</td>\n",
       "      <td>43.103448</td>\n",
       "      <td>36.206897</td>\n",
       "      <td>1.724138</td>\n",
       "      <td>0.716612</td>\n",
       "      <td>0.503448</td>\n",
       "      <td>36.206897</td>\n",
       "      <td>6.896552</td>\n",
       "      <td>...</td>\n",
       "      <td>32.222222</td>\n",
       "      <td>529.310345</td>\n",
       "      <td>418.965517</td>\n",
       "      <td>344.827586</td>\n",
       "      <td>45.662100</td>\n",
       "      <td>6.671513</td>\n",
       "      <td>18</td>\n",
       "      <td>1436</td>\n",
       "      <td>89.655172</td>\n",
       "      <td>580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1568</td>\n",
       "      <td>36.739380</td>\n",
       "      <td>12.629162</td>\n",
       "      <td>55.109070</td>\n",
       "      <td>35.591274</td>\n",
       "      <td>3.444317</td>\n",
       "      <td>0.672199</td>\n",
       "      <td>0.490241</td>\n",
       "      <td>33.295063</td>\n",
       "      <td>1.148106</td>\n",
       "      <td>...</td>\n",
       "      <td>22.921053</td>\n",
       "      <td>553.386912</td>\n",
       "      <td>369.690011</td>\n",
       "      <td>299.655568</td>\n",
       "      <td>34.682081</td>\n",
       "      <td>40.635114</td>\n",
       "      <td>38</td>\n",
       "      <td>1904</td>\n",
       "      <td>150.401837</td>\n",
       "      <td>871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1618</td>\n",
       "      <td>33.776868</td>\n",
       "      <td>9.211873</td>\n",
       "      <td>48.106448</td>\n",
       "      <td>29.682702</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.707317</td>\n",
       "      <td>0.499488</td>\n",
       "      <td>26.612078</td>\n",
       "      <td>4.094166</td>\n",
       "      <td>...</td>\n",
       "      <td>25.710526</td>\n",
       "      <td>545.547595</td>\n",
       "      <td>373.592631</td>\n",
       "      <td>342.886387</td>\n",
       "      <td>38.286235</td>\n",
       "      <td>35.094804</td>\n",
       "      <td>38</td>\n",
       "      <td>2167</td>\n",
       "      <td>93.142272</td>\n",
       "      <td>977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2185</td>\n",
       "      <td>24.013722</td>\n",
       "      <td>6.861063</td>\n",
       "      <td>37.735849</td>\n",
       "      <td>18.867925</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.656805</td>\n",
       "      <td>0.497427</td>\n",
       "      <td>13.722127</td>\n",
       "      <td>22.298456</td>\n",
       "      <td>...</td>\n",
       "      <td>22.423077</td>\n",
       "      <td>579.759863</td>\n",
       "      <td>365.351630</td>\n",
       "      <td>295.025729</td>\n",
       "      <td>62.314540</td>\n",
       "      <td>23.499934</td>\n",
       "      <td>26</td>\n",
       "      <td>1396</td>\n",
       "      <td>147.512864</td>\n",
       "      <td>583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2481</td>\n",
       "      <td>37.735849</td>\n",
       "      <td>7.547170</td>\n",
       "      <td>50.314465</td>\n",
       "      <td>31.446541</td>\n",
       "      <td>3.773585</td>\n",
       "      <td>0.728774</td>\n",
       "      <td>0.506918</td>\n",
       "      <td>23.899371</td>\n",
       "      <td>5.031447</td>\n",
       "      <td>...</td>\n",
       "      <td>33.125000</td>\n",
       "      <td>533.333333</td>\n",
       "      <td>394.968553</td>\n",
       "      <td>316.981132</td>\n",
       "      <td>59.536935</td>\n",
       "      <td>19.196521</td>\n",
       "      <td>24</td>\n",
       "      <td>1842</td>\n",
       "      <td>98.113208</td>\n",
       "      <td>795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2537</td>\n",
       "      <td>34.591195</td>\n",
       "      <td>6.289308</td>\n",
       "      <td>48.218029</td>\n",
       "      <td>34.591195</td>\n",
       "      <td>2.096436</td>\n",
       "      <td>0.607724</td>\n",
       "      <td>0.429769</td>\n",
       "      <td>31.446541</td>\n",
       "      <td>3.144654</td>\n",
       "      <td>...</td>\n",
       "      <td>25.105263</td>\n",
       "      <td>515.723270</td>\n",
       "      <td>383.647799</td>\n",
       "      <td>335.429769</td>\n",
       "      <td>44.423440</td>\n",
       "      <td>34.732403</td>\n",
       "      <td>38</td>\n",
       "      <td>2127</td>\n",
       "      <td>100.628931</td>\n",
       "      <td>954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2611</td>\n",
       "      <td>37.076271</td>\n",
       "      <td>1.059322</td>\n",
       "      <td>42.372881</td>\n",
       "      <td>38.135593</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.674948</td>\n",
       "      <td>0.463983</td>\n",
       "      <td>29.661017</td>\n",
       "      <td>4.237288</td>\n",
       "      <td>...</td>\n",
       "      <td>22.476190</td>\n",
       "      <td>511.652542</td>\n",
       "      <td>397.245763</td>\n",
       "      <td>338.983051</td>\n",
       "      <td>36.346692</td>\n",
       "      <td>43.737345</td>\n",
       "      <td>42</td>\n",
       "      <td>2034</td>\n",
       "      <td>98.516949</td>\n",
       "      <td>944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2807</td>\n",
       "      <td>33.185841</td>\n",
       "      <td>7.743363</td>\n",
       "      <td>43.141593</td>\n",
       "      <td>29.867257</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.669960</td>\n",
       "      <td>0.476770</td>\n",
       "      <td>28.761062</td>\n",
       "      <td>2.212389</td>\n",
       "      <td>...</td>\n",
       "      <td>26.588235</td>\n",
       "      <td>559.734513</td>\n",
       "      <td>372.787611</td>\n",
       "      <td>341.814159</td>\n",
       "      <td>39.886040</td>\n",
       "      <td>25.040640</td>\n",
       "      <td>34</td>\n",
       "      <td>2103</td>\n",
       "      <td>128.318584</td>\n",
       "      <td>904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  ConnectiveAdditiveIncidence  ConnectiveCasualIncidence  \\\n",
       "0            7                    41.811847                   3.484321   \n",
       "1           55                    38.116592                  13.452915   \n",
       "2          167                    26.415094                   3.773585   \n",
       "3          201                    46.419098                   6.631300   \n",
       "4          204                    33.670034                   6.734007   \n",
       "5          267                    23.148148                   4.629630   \n",
       "6          475                    40.816327                   4.081633   \n",
       "7          807                    39.325843                   3.745318   \n",
       "8          897                    28.537455                  10.701546   \n",
       "9         1067                    35.616438                  13.698630   \n",
       "10        1152                    30.544489                   3.984064   \n",
       "11        1157                    28.921023                   6.674082   \n",
       "12        1486                    37.931034                   5.172414   \n",
       "13        1568                    36.739380                  12.629162   \n",
       "14        1618                    33.776868                   9.211873   \n",
       "15        2185                    24.013722                   6.861063   \n",
       "16        2481                    37.735849                   7.547170   \n",
       "17        2537                    34.591195                   6.289308   \n",
       "18        2611                    37.076271                   1.059322   \n",
       "19        2807                    33.185841                   7.743363   \n",
       "\n",
       "    ConnectiveIncidence  ConnectiveLogicIncidence  \\\n",
       "0             55.749129                 38.327526   \n",
       "1             56.053812                 31.390135   \n",
       "2             30.188679                 24.528302   \n",
       "3             55.702918                 46.419098   \n",
       "4             43.771044                 30.303030   \n",
       "5             30.092593                 23.148148   \n",
       "6             46.938776                 38.775510   \n",
       "7             56.179775                 41.198502   \n",
       "8             40.428062                 26.159334   \n",
       "9             60.273973                 24.657534   \n",
       "10            35.856574                 27.888446   \n",
       "11            46.718576                 26.696329   \n",
       "12            43.103448                 36.206897   \n",
       "13            55.109070                 35.591274   \n",
       "14            48.106448                 29.682702   \n",
       "15            37.735849                 18.867925   \n",
       "16            50.314465                 31.446541   \n",
       "17            48.218029                 34.591195   \n",
       "18            42.372881                 38.135593   \n",
       "19            43.141593                 29.867257   \n",
       "\n",
       "    ConnectiveTemporalIncidence  ContentDiversty  LexicalDiversty  \\\n",
       "0                      3.484321         0.819277         0.641115   \n",
       "1                      2.242152         0.824000         0.603139   \n",
       "2                      0.000000         0.588889         0.441509   \n",
       "3                      0.000000         0.639810         0.461538   \n",
       "4                      3.367003         0.818750         0.595960   \n",
       "5                      2.314815         0.541420         0.472222   \n",
       "6                      0.000000         0.769517         0.544898   \n",
       "7                      3.745318         0.706714         0.511236   \n",
       "8                      0.000000         0.711454         0.485137   \n",
       "9                      2.739726         0.755000         0.575342   \n",
       "10                     0.000000         0.731884         0.543161   \n",
       "11                     8.898776         0.685345         0.478309   \n",
       "12                     1.724138         0.716612         0.503448   \n",
       "13                     3.444317         0.672199         0.490241   \n",
       "14                     0.000000         0.707317         0.499488   \n",
       "15                     0.000000         0.656805         0.497427   \n",
       "16                     3.773585         0.728774         0.506918   \n",
       "17                     2.096436         0.607724         0.429769   \n",
       "18                     0.000000         0.674948         0.463983   \n",
       "19                     0.000000         0.669960         0.476770   \n",
       "\n",
       "    LogicAndIncidence  LogicIfIncidence     ...      avg_word_per_sentence  \\\n",
       "0           38.327526          3.484321     ...                  41.000000   \n",
       "1           31.390135          4.484305     ...                  49.555556   \n",
       "2           22.641509          5.660377     ...                  27.894737   \n",
       "3           42.440318          1.326260     ...                  22.176471   \n",
       "4           30.303030          0.000000     ...                  29.700000   \n",
       "5           23.148148          0.000000     ...                  54.000000   \n",
       "6           36.734694          4.081633     ...                  25.789474   \n",
       "7           29.962547          3.745318     ...                  24.272727   \n",
       "8           26.159334          5.945303     ...                  26.281250   \n",
       "9           21.917808          5.479452     ...                  28.076923   \n",
       "10          25.232404          2.656042     ...                  34.227273   \n",
       "11          25.583982          1.112347     ...                  24.972222   \n",
       "12          36.206897          6.896552     ...                  32.222222   \n",
       "13          33.295063          1.148106     ...                  22.921053   \n",
       "14          26.612078          4.094166     ...                  25.710526   \n",
       "15          13.722127         22.298456     ...                  22.423077   \n",
       "16          23.899371          5.031447     ...                  33.125000   \n",
       "17          31.446541          3.144654     ...                  25.105263   \n",
       "18          29.661017          4.237288     ...                  22.476190   \n",
       "19          28.761062          2.212389     ...                  26.588235   \n",
       "\n",
       "    contentIncidence  functionalIncidence  nounIncidence  pronIncidence  \\\n",
       "0         578.397213           372.822300     376.306620      47.337278   \n",
       "1         560.538117           374.439462     329.596413      61.068702   \n",
       "2         509.433962           373.584906     337.735849      33.112583   \n",
       "3         559.681698           392.572944     363.395225      34.157833   \n",
       "4         538.720539           404.040404     329.966330      60.606061   \n",
       "5         782.407407           203.703704     666.666667       5.586592   \n",
       "6         548.979592           400.000000     326.530612      45.045045   \n",
       "7         529.962547           406.367041     340.823970      47.377327   \n",
       "8         539.833532           403.091558     313.912010      81.818182   \n",
       "9         547.945205           372.602740     380.821918      39.351852   \n",
       "10        549.800797           362.549801     379.814077      56.689342   \n",
       "11        516.129032           399.332592     332.591769      32.818533   \n",
       "12        529.310345           418.965517     344.827586      45.662100   \n",
       "13        553.386912           369.690011     299.655568      34.682081   \n",
       "14        545.547595           373.592631     342.886387      38.286235   \n",
       "15        579.759863           365.351630     295.025729      62.314540   \n",
       "16        533.333333           394.968553     316.981132      59.536935   \n",
       "17        515.723270           383.647799     335.429769      44.423440   \n",
       "18        511.652542           397.245763     338.983051      36.346692   \n",
       "19        559.734513           372.787611     341.814159      39.886040   \n",
       "\n",
       "    redability  sentence_count  syllable_count  verbIncidence  word_count  \n",
       "0    13.848571               7             656      87.108014         287  \n",
       "1   -13.343261               9            1117     103.139013         446  \n",
       "2    31.049767              19            1187      86.792453         530  \n",
       "3    21.109171              34            1829      63.660477         754  \n",
       "4    19.010712              10             701      84.175084         297  \n",
       "5   -50.766667               8            1250      37.037037         432  \n",
       "6    18.755419              19            1181     116.326531         490  \n",
       "7    15.866721              22            1315     127.340824         534  \n",
       "8    28.615655              32            1924     131.985731         841  \n",
       "9    30.508430              13             819      87.671233         365  \n",
       "10   27.592326              22            1660      83.665339         753  \n",
       "11   32.267727              36            2032     106.785317         899  \n",
       "12    6.671513              18            1436      89.655172         580  \n",
       "13   40.635114              38            1904     150.401837         871  \n",
       "14   35.094804              38            2167      93.142272         977  \n",
       "15   23.499934              26            1396     147.512864         583  \n",
       "16   19.196521              24            1842      98.113208         795  \n",
       "17   34.732403              38            2127     100.628931         954  \n",
       "18   43.737345              42            2034      98.516949         944  \n",
       "19   25.040640              34            2103     128.318584         904  \n",
       "\n",
       "[20 rows x 26 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyling.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>ConnectiveIncidence</th>\n",
       "      <th>LexicalDiversty</th>\n",
       "      <th>LogicOperatorsIncidence</th>\n",
       "      <th>adjectiveIncidence</th>\n",
       "      <th>advIncidence</th>\n",
       "      <th>avg_word_per_sentence</th>\n",
       "      <th>contentIncidence</th>\n",
       "      <th>functionalIncidence</th>\n",
       "      <th>nounIncidence</th>\n",
       "      <th>pronIncidence</th>\n",
       "      <th>redability</th>\n",
       "      <th>sentence_count</th>\n",
       "      <th>verbIncidence</th>\n",
       "      <th>word_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>109.264408</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>109.264408</td>\n",
       "      <td>1214.048975</td>\n",
       "      <td>12.140490</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5353.955979</td>\n",
       "      <td>1748.230524</td>\n",
       "      <td>6992.922095</td>\n",
       "      <td>70.759234</td>\n",
       "      <td>8.689143</td>\n",
       "      <td>0</td>\n",
       "      <td>194.247836</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>754.470865</td>\n",
       "      <td>2.362721e-04</td>\n",
       "      <td>18.118191</td>\n",
       "      <td>112.110474</td>\n",
       "      <td>131.187344</td>\n",
       "      <td>27.620864</td>\n",
       "      <td>2857.690272</td>\n",
       "      <td>3.916304</td>\n",
       "      <td>1648.907960</td>\n",
       "      <td>19.307690</td>\n",
       "      <td>15.206411</td>\n",
       "      <td>1</td>\n",
       "      <td>143.643582</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1153.435386</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>32.039872</td>\n",
       "      <td>601.637593</td>\n",
       "      <td>3.559986</td>\n",
       "      <td>1.945291</td>\n",
       "      <td>8547.525810</td>\n",
       "      <td>697.757209</td>\n",
       "      <td>6892.132431</td>\n",
       "      <td>0.721958</td>\n",
       "      <td>2.004087</td>\n",
       "      <td>1</td>\n",
       "      <td>1028.835885</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2582.846822</td>\n",
       "      <td>2.622850e-07</td>\n",
       "      <td>26.156194</td>\n",
       "      <td>492.931054</td>\n",
       "      <td>16.771771</td>\n",
       "      <td>38.412070</td>\n",
       "      <td>3382.722691</td>\n",
       "      <td>628.151844</td>\n",
       "      <td>2993.617669</td>\n",
       "      <td>3.219265</td>\n",
       "      <td>16.967331</td>\n",
       "      <td>169</td>\n",
       "      <td>409.158702</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1632.486481</td>\n",
       "      <td>4.534685e-05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>408.121620</td>\n",
       "      <td>45.346847</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>555.498872</td>\n",
       "      <td>181.387387</td>\n",
       "      <td>1371.742112</td>\n",
       "      <td>45.346847</td>\n",
       "      <td>8.113866</td>\n",
       "      <td>0</td>\n",
       "      <td>181.387387</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8.685133</td>\n",
       "      <td>4.276778e-04</td>\n",
       "      <td>147.256582</td>\n",
       "      <td>4838.122842</td>\n",
       "      <td>0.113242</td>\n",
       "      <td>7.562500</td>\n",
       "      <td>21640.766928</td>\n",
       "      <td>17747.334521</td>\n",
       "      <td>48840.350957</td>\n",
       "      <td>1.043130</td>\n",
       "      <td>60.318460</td>\n",
       "      <td>0</td>\n",
       "      <td>15.979122</td>\n",
       "      <td>484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1076.878417</td>\n",
       "      <td>1.285788e-04</td>\n",
       "      <td>15.985313</td>\n",
       "      <td>497.605923</td>\n",
       "      <td>4.319652</td>\n",
       "      <td>1.896661</td>\n",
       "      <td>2319.137340</td>\n",
       "      <td>54.198502</td>\n",
       "      <td>1902.053387</td>\n",
       "      <td>36.962744</td>\n",
       "      <td>0.603409</td>\n",
       "      <td>1</td>\n",
       "      <td>516.779018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>525.155427</td>\n",
       "      <td>4.428659e-05</td>\n",
       "      <td>29.114632</td>\n",
       "      <td>2.724082</td>\n",
       "      <td>58.512351</td>\n",
       "      <td>1.026143</td>\n",
       "      <td>3105.257289</td>\n",
       "      <td>63.132186</td>\n",
       "      <td>174.900471</td>\n",
       "      <td>28.658573</td>\n",
       "      <td>9.317337</td>\n",
       "      <td>1</td>\n",
       "      <td>1332.321829</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>467.616584</td>\n",
       "      <td>1.700244e-05</td>\n",
       "      <td>33.993216</td>\n",
       "      <td>109.923691</td>\n",
       "      <td>23.604102</td>\n",
       "      <td>2.670581</td>\n",
       "      <td>2123.856987</td>\n",
       "      <td>0.062366</td>\n",
       "      <td>2749.580153</td>\n",
       "      <td>28.026330</td>\n",
       "      <td>1.138021</td>\n",
       "      <td>4</td>\n",
       "      <td>3.663902</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>128.853641</td>\n",
       "      <td>3.510268e-05</td>\n",
       "      <td>28.554038</td>\n",
       "      <td>181.093852</td>\n",
       "      <td>31.701417</td>\n",
       "      <td>0.023669</td>\n",
       "      <td>1110.356494</td>\n",
       "      <td>11.949011</td>\n",
       "      <td>878.909137</td>\n",
       "      <td>55.951957</td>\n",
       "      <td>33.454055</td>\n",
       "      <td>0</td>\n",
       "      <td>132.303385</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1823.746384</td>\n",
       "      <td>4.586989e-05</td>\n",
       "      <td>15.258843</td>\n",
       "      <td>139.911227</td>\n",
       "      <td>216.719833</td>\n",
       "      <td>17.533253</td>\n",
       "      <td>3768.031027</td>\n",
       "      <td>5.276531</td>\n",
       "      <td>839.504571</td>\n",
       "      <td>20.814782</td>\n",
       "      <td>5.767720</td>\n",
       "      <td>9</td>\n",
       "      <td>871.258294</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>933.245127</td>\n",
       "      <td>7.766594e-05</td>\n",
       "      <td>4.152831</td>\n",
       "      <td>72.932200</td>\n",
       "      <td>63.216055</td>\n",
       "      <td>4.304738</td>\n",
       "      <td>5151.923774</td>\n",
       "      <td>434.020209</td>\n",
       "      <td>1716.311344</td>\n",
       "      <td>2.141977</td>\n",
       "      <td>4.084413</td>\n",
       "      <td>9</td>\n",
       "      <td>824.436556</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2392.231201</td>\n",
       "      <td>1.090064e-04</td>\n",
       "      <td>102.360511</td>\n",
       "      <td>938.770860</td>\n",
       "      <td>76.185809</td>\n",
       "      <td>11.711605</td>\n",
       "      <td>6691.365364</td>\n",
       "      <td>1932.966706</td>\n",
       "      <td>6483.411784</td>\n",
       "      <td>1.471125</td>\n",
       "      <td>0.065785</td>\n",
       "      <td>4</td>\n",
       "      <td>537.871174</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>460.632834</td>\n",
       "      <td>1.591645e-04</td>\n",
       "      <td>6.123940</td>\n",
       "      <td>166.599206</td>\n",
       "      <td>45.097051</td>\n",
       "      <td>0.235376</td>\n",
       "      <td>4513.759321</td>\n",
       "      <td>172.097218</td>\n",
       "      <td>4214.068913</td>\n",
       "      <td>9.194266</td>\n",
       "      <td>15.839322</td>\n",
       "      <td>1</td>\n",
       "      <td>53.471907</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>182.120272</td>\n",
       "      <td>1.290141e-05</td>\n",
       "      <td>49.765257</td>\n",
       "      <td>410.834923</td>\n",
       "      <td>38.964208</td>\n",
       "      <td>3.819792</td>\n",
       "      <td>3875.719896</td>\n",
       "      <td>15.862491</td>\n",
       "      <td>1951.631020</td>\n",
       "      <td>0.530186</td>\n",
       "      <td>6.264198</td>\n",
       "      <td>9</td>\n",
       "      <td>842.991686</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3685.673356</td>\n",
       "      <td>2.410650e-04</td>\n",
       "      <td>346.670053</td>\n",
       "      <td>131.643905</td>\n",
       "      <td>14.423870</td>\n",
       "      <td>3.043299</td>\n",
       "      <td>2925.901761</td>\n",
       "      <td>19.223355</td>\n",
       "      <td>1467.472551</td>\n",
       "      <td>10.994909</td>\n",
       "      <td>0.050658</td>\n",
       "      <td>4</td>\n",
       "      <td>472.822226</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>723.648977</td>\n",
       "      <td>3.773386e-06</td>\n",
       "      <td>23.122003</td>\n",
       "      <td>213.647061</td>\n",
       "      <td>60.497955</td>\n",
       "      <td>7.509708</td>\n",
       "      <td>3952.536097</td>\n",
       "      <td>1.683941</td>\n",
       "      <td>1309.240237</td>\n",
       "      <td>25.200672</td>\n",
       "      <td>13.737867</td>\n",
       "      <td>4</td>\n",
       "      <td>1041.129558</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1135.478661</td>\n",
       "      <td>5.572101e-05</td>\n",
       "      <td>22.186835</td>\n",
       "      <td>74.880888</td>\n",
       "      <td>20.720181</td>\n",
       "      <td>0.135734</td>\n",
       "      <td>3705.458120</td>\n",
       "      <td>0.155831</td>\n",
       "      <td>1783.356437</td>\n",
       "      <td>0.650312</td>\n",
       "      <td>68.646162</td>\n",
       "      <td>0</td>\n",
       "      <td>426.326067</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2190.155121</td>\n",
       "      <td>2.736740e-05</td>\n",
       "      <td>17.275003</td>\n",
       "      <td>133.433300</td>\n",
       "      <td>18.337836</td>\n",
       "      <td>0.002268</td>\n",
       "      <td>3537.004783</td>\n",
       "      <td>43.396324</td>\n",
       "      <td>992.582156</td>\n",
       "      <td>15.944139</td>\n",
       "      <td>12.124284</td>\n",
       "      <td>0</td>\n",
       "      <td>1096.793339</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2001.115028</td>\n",
       "      <td>2.216372e-04</td>\n",
       "      <td>28.649845</td>\n",
       "      <td>343.075637</td>\n",
       "      <td>0.990925</td>\n",
       "      <td>0.814544</td>\n",
       "      <td>3581.160095</td>\n",
       "      <td>127.121535</td>\n",
       "      <td>2935.623165</td>\n",
       "      <td>0.025108</td>\n",
       "      <td>12.718463</td>\n",
       "      <td>1</td>\n",
       "      <td>579.507504</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ConnectiveIncidence  LexicalDiversty  LogicOperatorsIncidence  \\\n",
       "0            109.264408     0.000000e+00               109.264408   \n",
       "1            754.470865     2.362721e-04                18.118191   \n",
       "2           1153.435386     0.000000e+00                32.039872   \n",
       "3           2582.846822     2.622850e-07                26.156194   \n",
       "4           1632.486481     4.534685e-05                 0.000000   \n",
       "5              8.685133     4.276778e-04               147.256582   \n",
       "6           1076.878417     1.285788e-04                15.985313   \n",
       "7            525.155427     4.428659e-05                29.114632   \n",
       "8            467.616584     1.700244e-05                33.993216   \n",
       "9            128.853641     3.510268e-05                28.554038   \n",
       "10          1823.746384     4.586989e-05                15.258843   \n",
       "11           933.245127     7.766594e-05                 4.152831   \n",
       "12          2392.231201     1.090064e-04               102.360511   \n",
       "13           460.632834     1.591645e-04                 6.123940   \n",
       "14           182.120272     1.290141e-05                49.765257   \n",
       "15          3685.673356     2.410650e-04               346.670053   \n",
       "16           723.648977     3.773386e-06                23.122003   \n",
       "17          1135.478661     5.572101e-05                22.186835   \n",
       "18          2190.155121     2.736740e-05                17.275003   \n",
       "19          2001.115028     2.216372e-04                28.649845   \n",
       "\n",
       "    adjectiveIncidence  advIncidence  avg_word_per_sentence  contentIncidence  \\\n",
       "0          1214.048975     12.140490               0.000000       5353.955979   \n",
       "1           112.110474    131.187344              27.620864       2857.690272   \n",
       "2           601.637593      3.559986               1.945291       8547.525810   \n",
       "3           492.931054     16.771771              38.412070       3382.722691   \n",
       "4           408.121620     45.346847               0.000000        555.498872   \n",
       "5          4838.122842      0.113242               7.562500      21640.766928   \n",
       "6           497.605923      4.319652               1.896661       2319.137340   \n",
       "7             2.724082     58.512351               1.026143       3105.257289   \n",
       "8           109.923691     23.604102               2.670581       2123.856987   \n",
       "9           181.093852     31.701417               0.023669       1110.356494   \n",
       "10          139.911227    216.719833              17.533253       3768.031027   \n",
       "11           72.932200     63.216055               4.304738       5151.923774   \n",
       "12          938.770860     76.185809              11.711605       6691.365364   \n",
       "13          166.599206     45.097051               0.235376       4513.759321   \n",
       "14          410.834923     38.964208               3.819792       3875.719896   \n",
       "15          131.643905     14.423870               3.043299       2925.901761   \n",
       "16          213.647061     60.497955               7.509708       3952.536097   \n",
       "17           74.880888     20.720181               0.135734       3705.458120   \n",
       "18          133.433300     18.337836               0.002268       3537.004783   \n",
       "19          343.075637      0.990925               0.814544       3581.160095   \n",
       "\n",
       "    functionalIncidence  nounIncidence  pronIncidence  redability  \\\n",
       "0           1748.230524    6992.922095      70.759234    8.689143   \n",
       "1              3.916304    1648.907960      19.307690   15.206411   \n",
       "2            697.757209    6892.132431       0.721958    2.004087   \n",
       "3            628.151844    2993.617669       3.219265   16.967331   \n",
       "4            181.387387    1371.742112      45.346847    8.113866   \n",
       "5          17747.334521   48840.350957       1.043130   60.318460   \n",
       "6             54.198502    1902.053387      36.962744    0.603409   \n",
       "7             63.132186     174.900471      28.658573    9.317337   \n",
       "8              0.062366    2749.580153      28.026330    1.138021   \n",
       "9             11.949011     878.909137      55.951957   33.454055   \n",
       "10             5.276531     839.504571      20.814782    5.767720   \n",
       "11           434.020209    1716.311344       2.141977    4.084413   \n",
       "12          1932.966706    6483.411784       1.471125    0.065785   \n",
       "13           172.097218    4214.068913       9.194266   15.839322   \n",
       "14            15.862491    1951.631020       0.530186    6.264198   \n",
       "15            19.223355    1467.472551      10.994909    0.050658   \n",
       "16             1.683941    1309.240237      25.200672   13.737867   \n",
       "17             0.155831    1783.356437       0.650312   68.646162   \n",
       "18            43.396324     992.582156      15.944139   12.124284   \n",
       "19           127.121535    2935.623165       0.025108   12.718463   \n",
       "\n",
       "    sentence_count  verbIncidence  word_count  \n",
       "0                0     194.247836           0  \n",
       "1                1     143.643582           9  \n",
       "2                1    1028.835885           0  \n",
       "3              169     409.158702           9  \n",
       "4                0     181.387387           0  \n",
       "5                0      15.979122         484  \n",
       "6                1     516.779018           1  \n",
       "7                1    1332.321829           9  \n",
       "8                4       3.663902           9  \n",
       "9                0     132.303385           4  \n",
       "10               9     871.258294           4  \n",
       "11               9     824.436556          36  \n",
       "12               4     537.871174          16  \n",
       "13               1      53.471907          16  \n",
       "14               9     842.991686           9  \n",
       "15               4     472.822226          16  \n",
       "16               4    1041.129558          25  \n",
       "17               0     426.326067         196  \n",
       "18               0    1096.793339           4  \n",
       "19               1     579.507504          25  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfresult.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0x7fb4cc1e0e10>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb49fb51e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfresult.word_count.plot(kind='box')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}