notebooks/Data Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load Data\n",
    "train_df = pd.read_csv(\"../data/train.csv\")\n",
    "train_df.Label = train_df.Label.astype('category')\n",
    "\n",
    "test_df = pd.read_csv(\"../data/test.csv\")\n",
    "validation_df = pd.read_csv(\"../data/valid.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Context</th>\n",
       "      <th>Utterance</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>957097</td>\n",
       "      <td>736145</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>! op __eou__ __eot__ ? __eou__ __eot__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>15</td>\n",
       "      <td>12426</td>\n",
       "      <td>500127</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       Context      Utterance    Label\n",
       "count                                  1000000        1000000  1000000\n",
       "unique                                  957097         736145        2\n",
       "top     ! op __eou__ __eot__ ? __eou__ __eot__  thank __eou__        0\n",
       "freq                                        15          12426   500127"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1173d5dd8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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PJj8/n+TkZODMpaNr1qzh5ptvJhAIUFlZSXx8PDabDafTSXl5OcOHD2fnzp3ceOON5pgd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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b786128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df.Label.hist()\n",
    "plt.title(\"Training Label Distribution\")"
   ]
  },
  {
   "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>Context</th>\n",
       "      <th>Utterance</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i think we could import the old comment via rsync , but from there we need to go via email . i think it be easier than cach the status on each bug and than import bite here and there __eou__ __eot__ it would be veri easi to keep a hash db of message-id __eou__ sound good __eou__ __eot__ ok __eou__ perhap we can ship an ad-hoc apt_preferec __eou__ __eot__ version ? __eou__ __eot__ thank __eou__ __eot__ not yet __eou__ it be cover by your insur ? __eou__ __eot__ yes __eou__ but it 's realli no...</td>\n",
       "      <td>basic each xfree86 upload will not forc user to upgrad 100mb of font for noth __eou__ no someth i do in my spare time . __eou__</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i 'm not suggest all - onli the one you modifi . __eou__ __eot__ ok , it sound like you re agre with me , then __eou__ though rather than `` the one we modifi '' , my idea be `` the one we need to merg '' __eou__ __eot__</td>\n",
       "      <td>sorri __eou__ i think it be ubuntu relat . __eou__</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>afternoon all __eou__ not entir relat to warti , but if grub-instal take 5 minut to instal , be this a sign that i should just retri the instal : ) __eou__ __eot__ here __eou__ __eot__ you might want to know that thinic in warti be buggi compar to that in sid __eou__ __eot__ and appar gnome be suddent almost perfect ( out of the thinic problem ) , nobodi report bug : -p __eou__ i do n't get your question , where do you want to past ? __eou__ __eot__ can i file the panel not link to ed ? : ) ...</td>\n",
       "      <td>yep . __eou__ oh , okay . i wonder what happen to you __eou__ what distro do you need ? __eou__ yes __eou__</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>interest __eou__ grub-instal work with / be ext3 , fail when it be xfs __eou__ i think d-i instal the relev kernel for your machin . i have a p4 and it instal the 386 kernel __eou__ holi crap a lot of stuff get instal by default : ) __eou__ you be instal vim on a box of mine __eou__ ; ) __eou__ __eot__ more like osx than debian ; ) __eou__ we have a select of python modul avail for great justic ( and python develop ) __eou__ __eot__ 2.8 be fix them iirc __eou__ __eot__ pong __eou__ vino will...</td>\n",
       "      <td>that the one __eou__</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>and becaus python give mark a woodi __eou__ __eot__ i 'm not sure if we re mean to talk about that public yet . __eou__ __eot__ and i think we be a `` pant off '' kind of compani ... : p __eou__ you need new glass __eou__ __eot__ mono 1.0 ? dude , that 's go to be a barrel of laugh for total non-releas relat reason dure hoari __eou__ read bryan clark 's entri about networkmanag ? __eou__ __eot__ there be an accompani irc convers to that one &lt; g &gt; __eou__ explain ? __eou__ i guess you could s...</td>\n",
       "      <td>( i think someon be go to make a joke about .au bandwidth ... ) __eou__ especi not if you re use screen ; ) __eou__</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Context  \\\n",
       "0  i think we could import the old comment via rsync , but from there we need to go via email . i think it be easier than cach the status on each bug and than import bite here and there __eou__ __eot__ it would be veri easi to keep a hash db of message-id __eou__ sound good __eou__ __eot__ ok __eou__ perhap we can ship an ad-hoc apt_preferec __eou__ __eot__ version ? __eou__ __eot__ thank __eou__ __eot__ not yet __eou__ it be cover by your insur ? __eou__ __eot__ yes __eou__ but it 's realli no...   \n",
       "1                                                                                                                                                                                                                                                                                         i 'm not suggest all - onli the one you modifi . __eou__ __eot__ ok , it sound like you re agre with me , then __eou__ though rather than `` the one we modifi '' , my idea be `` the one we need to merg '' __eou__ __eot__   \n",
       "2  afternoon all __eou__ not entir relat to warti , but if grub-instal take 5 minut to instal , be this a sign that i should just retri the instal : ) __eou__ __eot__ here __eou__ __eot__ you might want to know that thinic in warti be buggi compar to that in sid __eou__ __eot__ and appar gnome be suddent almost perfect ( out of the thinic problem ) , nobodi report bug : -p __eou__ i do n't get your question , where do you want to past ? __eou__ __eot__ can i file the panel not link to ed ? : ) ...   \n",
       "3  interest __eou__ grub-instal work with / be ext3 , fail when it be xfs __eou__ i think d-i instal the relev kernel for your machin . i have a p4 and it instal the 386 kernel __eou__ holi crap a lot of stuff get instal by default : ) __eou__ you be instal vim on a box of mine __eou__ ; ) __eou__ __eot__ more like osx than debian ; ) __eou__ we have a select of python modul avail for great justic ( and python develop ) __eou__ __eot__ 2.8 be fix them iirc __eou__ __eot__ pong __eou__ vino will...   \n",
       "4  and becaus python give mark a woodi __eou__ __eot__ i 'm not sure if we re mean to talk about that public yet . __eou__ __eot__ and i think we be a `` pant off '' kind of compani ... : p __eou__ you need new glass __eou__ __eot__ mono 1.0 ? dude , that 's go to be a barrel of laugh for total non-releas relat reason dure hoari __eou__ read bryan clark 's entri about networkmanag ? __eou__ __eot__ there be an accompani irc convers to that one < g > __eou__ explain ? __eou__ i guess you could s...   \n",
       "\n",
       "                                                                                                                         Utterance  \\\n",
       "0  basic each xfree86 upload will not forc user to upgrad 100mb of font for noth __eou__ no someth i do in my spare time . __eou__   \n",
       "1                                                                               sorri __eou__ i think it be ubuntu relat . __eou__   \n",
       "2                      yep . __eou__ oh , okay . i wonder what happen to you __eou__ what distro do you need ? __eou__ yes __eou__   \n",
       "3                                                                                                             that the one __eou__   \n",
       "4              ( i think someon be go to make a joke about .au bandwidth ... ) __eou__ especi not if you re use screen ; ) __eou__   \n",
       "\n",
       "  Label  \n",
       "0     1  \n",
       "1     0  \n",
       "2     0  \n",
       "3     1  \n",
       "4     1  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.max_colwidth = 500\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    1000000.000000\n",
      "mean          86.339195\n",
      "std           74.929713\n",
      "min            5.000000\n",
      "25%           37.000000\n",
      "50%           63.000000\n",
      "75%          108.000000\n",
      "max         1879.000000\n",
      "Name: Context, dtype: float64\n",
      "count    1000000.000000\n",
      "mean          17.246392\n",
      "std           16.422901\n",
      "min            1.000000\n",
      "25%            7.000000\n",
      "50%           13.000000\n",
      "75%           22.000000\n",
      "max          653.000000\n",
      "Name: Utterance, dtype: float64\n"
     ]
    },
    {
     "data": {
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F4StvRRVCiK1bt4qRI0eKIUOGtLuVOD8/XyQkJAi9Xi/0er2IiIgQzz33nBBCiG+++Ubo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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x155d7b630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Px4MPP/wQDocDbre7TYZvv/0Wc+fORUFBAQ4ePIgvv/wSH3/8MWw2m7rMj370I2zevBnV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\nNm/eDKPRiBUrVmDixIlYt24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      "text/plain": [
       "<matplotlib.figure.Figure at 0x15600a630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1)\n",
    "train_df_context_len = train_df.Context.str.split(\" \").apply(len)\n",
    "train_df_context_len.hist(bins=40)\n",
    "plt.title(\"Training Context Length Statistics\")\n",
    "print(train_df_context_len.describe())\n",
    "\n",
    "plt.figure(2)\n",
    "train_df_utterance_len = train_df.Utterance.str.split(\" \").apply(len)\n",
    "train_df_utterance_len.hist(bins=40)\n",
    "plt.title(\"Training Utterance Length Statistics\")\n",
    "print(train_df_utterance_len.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Context</th>\n",
       "      <th>Ground Truth Utterance</th>\n",
       "      <th>Distractor_0</th>\n",
       "      <th>Distractor_1</th>\n",
       "      <th>Distractor_2</th>\n",
       "      <th>Distractor_3</th>\n",
       "      <th>Distractor_4</th>\n",
       "      <th>Distractor_5</th>\n",
       "      <th>Distractor_6</th>\n",
       "      <th>Distractor_7</th>\n",
       "      <th>Distractor_8</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>anyon know whi my stock oneir export env var usernam ' ? i mean what be that use for ? i know of $ user but not $ usernam . my precis instal doe n't export usernam __eou__ __eot__ look like it use to be export by lightdm , but the line have the comment `` // fixm : be this requir ? '' so i guess it be n't surpris it be go __eou__ __eot__ thank ! how the heck do you figur that out ? __eou__ __eot__ https : //bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__</td>\n",
       "      <td>nice thank ! __eou__</td>\n",
       "      <td>wrong channel for it , but check efnet.org , unoffici page . __eou__</td>\n",
       "      <td>everi time the kernel chang , you will lose video __eou__ yep __eou__</td>\n",
       "      <td>ok __eou__</td>\n",
       "      <td>! nomodeset &gt; acer __eou__ i 'm assum it be a driver issu . __eou__ ! pm &gt; acer __eou__ i do n't pm . ; ) __eou__ oop sorri for the cap __eou__</td>\n",
       "      <td>http : //www.ubuntu.com/project/about-ubuntu/deriv ( some call them deriv , other call them flavor , same differ ) __eou__</td>\n",
       "      <td>thx __eou__ unfortun the program be n't instal from the repositori __eou__</td>\n",
       "      <td>how can i check ? by do a recoveri for test ? __eou__</td>\n",
       "      <td>my humbl apolog __eou__</td>\n",
       "      <td># ubuntu-offtop __eou__</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i set up my hd such that i have to type a passphras to access it at boot . how can i remov that passwrd , and just boot up normal . i do this at instal , it work fine , just tire of have reboot where i need to be at termin to type passwd in . help ? __eou__ __eot__ backup your data , and re-instal without encrypt `` might '' be the easiest method __eou__ __eot__</td>\n",
       "      <td>so you dont know , ok , anyon els ? __eou__ you be like , yah my mous doesnt work , reinstal your os lolol what a joke __eou__</td>\n",
       "      <td>nmap be nice , but it be n't what i be look for . i final find it again : mtr ( my tracerout ) be what i be look for . i ll be keep nmap handi though . __eou__</td>\n",
       "      <td>ok __eou__</td>\n",
       "      <td>cdrom work fine on window . __eou__ i dont think it have anyth to do with the bure process , cds work fine on my desktop and my other ubuntu lap __eou__</td>\n",
       "      <td>ah yes , i have read return as rerun __eou__</td>\n",
       "      <td>hm ? __eou__</td>\n",
       "      <td>not the case , lts be everi other .04 releas . the .04 be n't alway more stabl __eou__ i would reinstal with precis __eou__ you can restor user data and such from backup __eou__</td>\n",
       "      <td>pretti much __eou__</td>\n",
       "      <td>i use the one i download from amd __eou__</td>\n",
       "      <td>ffmpeg be part of the packag , quixotedon , at least i 'm quit sure it still be __eou__ if not just instal ffmpeg __eou__</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>im tri to use ubuntu on my macbook pro retina __eou__ i read in the forum that ubuntu have a appl version now ? __eou__ __eot__ not that ive ever hear of.. normal ubutnu should work on an intel base mac . there be the ppc version also . __eou__ you want total control ? or what be you want exact ? __eou__ __eot__</td>\n",
       "      <td>just wonder how it run __eou__</td>\n",
       "      <td>yes , that 's what i do , export it to a `` id_dsa '' file , then back to ubuntu copi it into ~/.ssh/ __eou__</td>\n",
       "      <td>noth - i be talk about the question of myhero __eou__</td>\n",
       "      <td>that should fix the font be too larg __eou__</td>\n",
       "      <td>okay , so hcitool echo back hci0 &lt; mac address of control &gt; but the bluetooth devic panel keep disconnect and reconnect the devic ( or so it seem ) ani idea whi that would be ? __eou__</td>\n",
       "      <td>i get to the menu with option such as tri ubuntu ' , instal ubuntu ' , check disc ' __eou__</td>\n",
       "      <td>whi do u need analyz __eou__ it be a toy __eou__ ok msp301 __eou__ but y , i mean it be the same ubunut , onli with older program __eou__ ubuntu 804 or 1204 __eou__ no i dont use 804 __eou__ i be ask hypo qs __eou__</td>\n",
       "      <td>cntrl-c may stop the command but it doe n't fix my hdd problem . __eou__</td>\n",
       "      <td>if you re onli go to run ubuntu , just get a normal pc rather than a mac __eou__ that say , i 'm run it on a macbook , becaus i get one relat cheapli __eou__</td>\n",
       "      <td>the one which be not pick up at the moment be on stderr and not stdout and &gt; be onli cover stdout __eou__</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>no suggest ? __eou__ link ? __eou__ how can i remov luk passphras at boot . i dont want to use featur anymor ... __eou__ __eot__ you may need to creat a new volum __eou__ __eot__ that lead me to the next question lol ... i dont know how to creat new volum exact in cmdline , usual i use a gui . im just tri to access this server via usb load with next os im go to load , the luk pw be stop me __eou__ __eot__ for someth like that i would like use someth like a live gpart disk to avoid the confli...</td>\n",
       "      <td>you cant load anyth via usb or cd when luk be run __eou__ it wont allow usb boot , i tri with 2 diff usb drive __eou__</td>\n",
       "      <td>-p sorri ... __eou__ nmap -p22 __eou__ it doe n't say : 22/tcp open ssh ? __eou__</td>\n",
       "      <td>i guess so i ca n't even launch it . __eou__</td>\n",
       "      <td>note __eou__</td>\n",
       "      <td>rxvt-unicod be one __eou__</td>\n",
       "      <td>i tar all of ~ __eou__</td>\n",
       "      <td>i tar all of ~ __eou__</td>\n",
       "      <td>i do n't realli know if i can help , but i be curious . lol __eou__ that 's cool . i ll look into it . now , we better stop talk about this sinc it 's offtop . : p __eou__</td>\n",
       "      <td>that work just fine , thank ! __eou__</td>\n",
       "      <td>thank you __eou__</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>i just ad a second usb printer but not sure what the uri should read - can anyon help with usb printer ? __eou__ __eot__ firefox localhost:631 __eou__ __eot__ firefox ? __eou__ __eot__ yes __eou__ firefox localhost:631 __eou__ firefox http : //localhost:631 __eou__ cup have a web base interfac __eou__ __eot__</td>\n",
       "      <td>i be set it up under the printer configur __eou__ thank ! __eou__</td>\n",
       "      <td>i 'd say the most common venu would be via launchpad . check out the factoid ! bug as well __eou__</td>\n",
       "      <td>the old hardi man page , http : //manpages.ubuntu.com/manpages/hardy/man1/gcalctool.1.html say `` delet '' clear the screen , but it doe n't __eou__ becaus lts be good __eou__</td>\n",
       "      <td>i ll give a tri __eou__</td>\n",
       "      <td>by the way , the url you post for davf be from dapper ... that 's 5.xx iirc __eou__</td>\n",
       "      <td>http : //ubuntuforums.org/showthread.php ? t=1549847 __eou__</td>\n",
       "      <td>so i load up putti gui , then what do i do ? __eou__</td>\n",
       "      <td>you should read error messag , it say be you root ? ' __eou__</td>\n",
       "      <td>wait the colleg semest to close just to make sure i will not need to reconfigur my environ again __eou__</td>\n",
       "      <td>i be call myself a jerk . all i know be that you download a game success . __eou__</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Context  \\\n",
       "0                         anyon know whi my stock oneir export env var usernam ' ? i mean what be that use for ? i know of $ user but not $ usernam . my precis instal doe n't export usernam __eou__ __eot__ look like it use to be export by lightdm , but the line have the comment `` // fixm : be this requir ? '' so i guess it be n't surpris it be go __eou__ __eot__ thank ! how the heck do you figur that out ? __eou__ __eot__ https : //bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__   \n",
       "1                                                                                                                                         i set up my hd such that i have to type a passphras to access it at boot . how can i remov that passwrd , and just boot up normal . i do this at instal , it work fine , just tire of have reboot where i need to be at termin to type passwd in . help ? __eou__ __eot__ backup your data , and re-instal without encrypt `` might '' be the easiest method __eou__ __eot__   \n",
       "2                                                                                                                                                                                            im tri to use ubuntu on my macbook pro retina __eou__ i read in the forum that ubuntu have a appl version now ? __eou__ __eot__ not that ive ever hear of.. normal ubutnu should work on an intel base mac . there be the ppc version also . __eou__ you want total control ? or what be you want exact ? __eou__ __eot__   \n",
       "3  no suggest ? __eou__ link ? __eou__ how can i remov luk passphras at boot . i dont want to use featur anymor ... __eou__ __eot__ you may need to creat a new volum __eou__ __eot__ that lead me to the next question lol ... i dont know how to creat new volum exact in cmdline , usual i use a gui . im just tri to access this server via usb load with next os im go to load , the luk pw be stop me __eou__ __eot__ for someth like that i would like use someth like a live gpart disk to avoid the confli...   \n",
       "4                                                                                                                                                                                               i just ad a second usb printer but not sure what the uri should read - can anyon help with usb printer ? __eou__ __eot__ firefox localhost:631 __eou__ __eot__ firefox ? __eou__ __eot__ yes __eou__ firefox localhost:631 __eou__ firefox http : //localhost:631 __eou__ cup have a web base interfac __eou__ __eot__   \n",
       "\n",
       "                                                                                                           Ground Truth Utterance  \\\n",
       "0                                                                                                            nice thank ! __eou__   \n",
       "1  so you dont know , ok , anyon els ? __eou__ you be like , yah my mous doesnt work , reinstal your os lolol what a joke __eou__   \n",
       "2                                                                                                  just wonder how it run __eou__   \n",
       "3          you cant load anyth via usb or cd when luk be run __eou__ it wont allow usb boot , i tri with 2 diff usb drive __eou__   \n",
       "4                                                               i be set it up under the printer configur __eou__ thank ! __eou__   \n",
       "\n",
       "                                                                                                                                                      Distractor_0  \\\n",
       "0                                                                                             wrong channel for it , but check efnet.org , unoffici page . __eou__   \n",
       "1  nmap be nice , but it be n't what i be look for . i final find it again : mtr ( my tracerout ) be what i be look for . i ll be keep nmap handi though . __eou__   \n",
       "2                                                    yes , that 's what i do , export it to a `` id_dsa '' file , then back to ubuntu copi it into ~/.ssh/ __eou__   \n",
       "3                                                                                -p sorri ... __eou__ nmap -p22 __eou__ it doe n't say : 22/tcp open ssh ? __eou__   \n",
       "4                                                               i 'd say the most common venu would be via launchpad . check out the factoid ! bug as well __eou__   \n",
       "\n",
       "                                                                                                                                                                      Distractor_1  \\\n",
       "0                                                                                                            everi time the kernel chang , you will lose video __eou__ yep __eou__   \n",
       "1                                                                                                                                                                       ok __eou__   \n",
       "2                                                                                                                            noth - i be talk about the question of myhero __eou__   \n",
       "3                                                                                                                                     i guess so i ca n't even launch it . __eou__   \n",
       "4  the old hardi man page , http : //manpages.ubuntu.com/manpages/hardy/man1/gcalctool.1.html say `` delet '' clear the screen , but it doe n't __eou__ becaus lts be good __eou__   \n",
       "\n",
       "                                                                                                                                               Distractor_2  \\\n",
       "0                                                                                                                                                ok __eou__   \n",
       "1  cdrom work fine on window . __eou__ i dont think it have anyth to do with the bure process , cds work fine on my desktop and my other ubuntu lap __eou__   \n",
       "2                                                                                                              that should fix the font be too larg __eou__   \n",
       "3                                                                                                                                              note __eou__   \n",
       "4                                                                                                                                   i ll give a tri __eou__   \n",
       "\n",
       "                                                                                                                                                                               Distractor_3  \\\n",
       "0                                           ! nomodeset > acer __eou__ i 'm assum it be a driver issu . __eou__ ! pm > acer __eou__ i do n't pm . ; ) __eou__ oop sorri for the cap __eou__   \n",
       "1                                                                                                                                              ah yes , i have read return as rerun __eou__   \n",
       "2  okay , so hcitool echo back hci0 < mac address of control > but the bluetooth devic panel keep disconnect and reconnect the devic ( or so it seem ) ani idea whi that would be ? __eou__   \n",
       "3                                                                                                                                                                rxvt-unicod be one __eou__   \n",
       "4                                                                                                       by the way , the url you post for davf be from dapper ... that 's 5.xx iirc __eou__   \n",
       "\n",
       "                                                                                                                 Distractor_4  \\\n",
       "0  http : //www.ubuntu.com/project/about-ubuntu/deriv ( some call them deriv , other call them flavor , same differ ) __eou__   \n",
       "1                                                                                                                hm ? __eou__   \n",
       "2                                 i get to the menu with option such as tri ubuntu ' , instal ubuntu ' , check disc ' __eou__   \n",
       "3                                                                                                      i tar all of ~ __eou__   \n",
       "4                                                                http : //ubuntuforums.org/showthread.php ? t=1549847 __eou__   \n",
       "\n",
       "                                                                                                                                                                                                              Distractor_5  \\\n",
       "0                                                                                                                                               thx __eou__ unfortun the program be n't instal from the repositori __eou__   \n",
       "1                                        not the case , lts be everi other .04 releas . the .04 be n't alway more stabl __eou__ i would reinstal with precis __eou__ you can restor user data and such from backup __eou__   \n",
       "2  whi do u need analyz __eou__ it be a toy __eou__ ok msp301 __eou__ but y , i mean it be the same ubunut , onli with older program __eou__ ubuntu 804 or 1204 __eou__ no i dont use 804 __eou__ i be ask hypo qs __eou__   \n",
       "3                                                                                                                                                                                                   i tar all of ~ __eou__   \n",
       "4                                                                                                                                                                     so i load up putti gui , then what do i do ? __eou__   \n",
       "\n",
       "                                                                                                                                                                  Distractor_6  \\\n",
       "0                                                                                                                        how can i check ? by do a recoveri for test ? __eou__   \n",
       "1                                                                                                                                                          pretti much __eou__   \n",
       "2                                                                                                     cntrl-c may stop the command but it doe n't fix my hdd problem . __eou__   \n",
       "3  i do n't realli know if i can help , but i be curious . lol __eou__ that 's cool . i ll look into it . now , we better stop talk about this sinc it 's offtop . : p __eou__   \n",
       "4                                                                                                                you should read error messag , it say be you root ? ' __eou__   \n",
       "\n",
       "                                                                                                                                                    Distractor_7  \\\n",
       "0                                                                                                                                        my humbl apolog __eou__   \n",
       "1                                                                                                                      i use the one i download from amd __eou__   \n",
       "2  if you re onli go to run ubuntu , just get a normal pc rather than a mac __eou__ that say , i 'm run it on a macbook , becaus i get one relat cheapli __eou__   \n",
       "3                                                                                                                          that work just fine , thank ! __eou__   \n",
       "4                                                       wait the colleg semest to close just to make sure i will not need to reconfigur my environ again __eou__   \n",
       "\n",
       "                                                                                                                Distractor_8  \n",
       "0                                                                                                    # ubuntu-offtop __eou__  \n",
       "1  ffmpeg be part of the packag , quixotedon , at least i 'm quit sure it still be __eou__ if not just instal ffmpeg __eou__  \n",
       "2                  the one which be not pick up at the moment be on stderr and not stdout and > be onli cover stdout __eou__  \n",
       "3                                                                                                          thank you __eou__  \n",
       "4                                         i be call myself a jerk . all i know be that you download a game success . __eou__  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
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    "pd.options.display.max_colwidth = 500\n",
    "test_df.head()"
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  {
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   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Context</th>\n",
       "      <th>Ground Truth Utterance</th>\n",
       "      <th>Distractor_0</th>\n",
       "      <th>Distractor_1</th>\n",
       "      <th>Distractor_2</th>\n",
       "      <th>Distractor_3</th>\n",
       "      <th>Distractor_4</th>\n",
       "      <th>Distractor_5</th>\n",
       "      <th>Distractor_6</th>\n",
       "      <th>Distractor_7</th>\n",
       "      <th>Distractor_8</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "      <td>18920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>18920</td>\n",
       "      <td>17914</td>\n",
       "      <td>13982</td>\n",
       "      <td>13902</td>\n",
       "      <td>14077</td>\n",
       "      <td>14041</td>\n",
       "      <td>14101</td>\n",
       "      <td>14072</td>\n",
       "      <td>13969</td>\n",
       "      <td>13975</td>\n",
       "      <td>14123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>hi , when be the new gstreamersdk will be upload to ubuntu repositori ? __eou__ __eot__ ubuntu version most doe not allow the `` new '' softwar in various releas , version be `` freeze '' apart from select applic and import secur fix __eou__ __eot__ from what i understand , the gstreamersdk be go to be the onli possibl way to develop an applic use gstreamer lib . __eou__ __eot__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "      <td>thank __eou__</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>186</td>\n",
       "      <td>176</td>\n",
       "      <td>186</td>\n",
       "      <td>194</td>\n",
       "      <td>195</td>\n",
       "      <td>167</td>\n",
       "      <td>197</td>\n",
       "      <td>190</td>\n",
       "      <td>188</td>\n",
       "      <td>201</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                                                                              Context  \\\n",
       "count                                                                                                                                                                                                                                                                                                                                                                                           18920   \n",
       "unique                                                                                                                                                                                                                                                                                                                                                                                          18920   \n",
       "top     hi , when be the new gstreamersdk will be upload to ubuntu repositori ? __eou__ __eot__ ubuntu version most doe not allow the `` new '' softwar in various releas , version be `` freeze '' apart from select applic and import secur fix __eou__ __eot__ from what i understand , the gstreamersdk be go to be the onli possibl way to develop an applic use gstreamer lib . __eou__ __eot__   \n",
       "freq                                                                                                                                                                                                                                                                                                                                                                                                1   \n",
       "\n",
       "       Ground Truth Utterance   Distractor_0   Distractor_1   Distractor_2  \\\n",
       "count                   18920          18920          18920          18920   \n",
       "unique                  17914          13982          13902          14077   \n",
       "top             thank __eou__  thank __eou__  thank __eou__  thank __eou__   \n",
       "freq                      186            176            186            194   \n",
       "\n",
       "         Distractor_3   Distractor_4   Distractor_5   Distractor_6  \\\n",
       "count           18920          18920          18920          18920   \n",
       "unique          14041          14101          14072          13969   \n",
       "top     thank __eou__  thank __eou__  thank __eou__  thank __eou__   \n",
       "freq              195            167            197            190   \n",
       "\n",
       "         Distractor_7   Distractor_8  \n",
       "count           18920          18920  \n",
       "unique          13975          14123  \n",
       "top     thank __eou__  thank __eou__  \n",
       "freq              188            201  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
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   "source": [
    "test_df.describe()"
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