IntegrationTest_txt_Mallet.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import DARIAH modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/funcy/decorators.py:56: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() instead\n",
      "  spec = inspect.getargspec(func)\n",
      "/usr/local/lib/python3.5/dist-packages/funcy/decorators.py:56: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() instead\n",
      "  spec = inspect.getargspec(func)\n",
      "/usr/local/lib/python3.5/dist-packages/funcy/decorators.py:56: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() instead\n",
      "  spec = inspect.getargspec(func)\n",
      "/usr/local/lib/python3.5/dist-packages/funcy/decorators.py:56: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() instead\n",
      "  spec = inspect.getargspec(func)\n",
      "/usr/local/lib/python3.5/dist-packages/funcy/decorators.py:56: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() instead\n",
      "  spec = inspect.getargspec(func)\n",
      "/usr/local/lib/python3.5/dist-packages/funcy/decorators.py:56: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() instead\n",
      "  spec = inspect.getargspec(func)\n"
     ]
    }
   ],
   "source": [
    "from dariah_topics import mallet as mal\n",
    "from dariah_topics import visualization as visual"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Topic Modeling with Mallet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Create Mallet Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- path_to_mallet: ! Linux users who have downloaded Mallet from the Mallet project's homepage and installed with 'ant' have to change the path to mallet from default ('mallet') to the absolut path of the mallet file; e.g. '/home/user/workspace/mallet/bin/mallet\n",
    "- outfolder: path to the folder where files generated by Mallet should be stored\n",
    "- own stopword list can be integrated; over 'stoplist' parameter with the absolute path to the stopword list; e.g. stoplist = '/home/user/workspace/stopwordlistEn.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/home/sina/Uni/Dariah/mallet/bin/mallet', 'import-dir', '--input', '/home/sina/Uni/Dariah/DARIAH-Topics/Topics/corpus_txt', '--output', 'tutorial_supplementals/mallet_output/malletModel.mallet', '--keep-sequence', '--remove-stopwords']\n",
      "(b'', b'Labels = \\n   /home/sina/Uni/Dariah/DARIAH-Topics/Topics/corpus_txt\\n')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'tutorial_supplementals/mallet_output/malletModel.mallet'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path_to_mallet = \"/home/sina/Uni/Dariah/mallet/bin/mallet\"\n",
    "output_folder = \"tutorial_supplementals/mallet_output\"\n",
    "path_to_corpus = \"/home/sina/Uni/Dariah/DARIAH-Topics/Topics/corpus_txt\"\n",
    "stoplist = None\n",
    "              \n",
    "path_to_mallet_model = mal.create_mallet_model(output_folder, path_to_corpus, path_to_mallet, stoplist=stoplist)\n",
    "path_to_mallet_model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Generate Mallet output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Note: num_topics has to be a string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(b'', b'Data loaded.\\nCoded LDA: 10 topics, 4 topic bits, 1111 topic mask\\nmax tokens: 20513\\ntotal tokens: 150725\\n<10> LL/token: -9,61596\\n<20> LL/token: -9,32673\\n<30> LL/token: -9,23697\\n<40> LL/token: -9,1874\\n\\n0\\t5\\tman back room left long night small great mr light round morning place voice window brought young baskerville heard strange \\n1\\t5\\tconan feet wall eyes door black wind white girl arms lay head great sword red back opened half walls low \\n2\\t5\\tman time told don day made good looked give night eyes head side ll father men life end white work \\n3\\t5\\tmatter sun centre find account law view god truth word long mere principle general impossible mind finally character moon result \\n4\\t5\\travager dog smallest master moore slippers proper nose back toby things bad hunt gods wented walk times tags dash home \\n5\\t5\\tpoint thing idea fact time thought part nature distance present universe end ring action found means miles reason direction light \\n6\\t5\\tmowgli jungle sea bagheera back big head wolf nag rikki khan tikki thou men mother till people shere toomai things \\n7\\t5\\thand knew heard found set hands turned fear stood trees felt showed dark short sight floor broad deep fell gate \\n8\\t5\\tholmes sir house case asked street moor henry watson face door friend sherlock dr half mind answered charles good stapleton \\n9\\t5\\tlake things great earth atoms force made stars city place years land space ice snow camp tendency world danforth vast \\n\\n<50> LL/token: -9,14228\\n<60> LL/token: -9,12505\\n<70> LL/token: -9,10216\\n<80> LL/token: -9,09232\\n<90> LL/token: -9,08093\\n\\n0\\t5\\tman long great room back small night mr light found round left find death window voice morning baskerville strange dark \\n1\\t5\\tconan feet black wall eyes door arms back girl sword head blood walls lay great hair long body cimmerian cliffs \\n2\\t5\\tman time men made told looked day night eyes give white ll head life don good put father thing end \\n3\\t5\\tmatter centre sun atoms space account law view universe general principle mere find truth impossible case system fancy word god \\n4\\t5\\travager dog smallest moore slippers master proper back nose toby hunt wented tags things dash rat gods walk time kitchen \\n5\\t5\\tpoint fact idea thing time force distance nature part end found miles reason present action stars thought ring tendency light \\n6\\t5\\tmowgli jungle back big sea bagheera wolf nag rikki khan thou tikki head people mother shere till toomai thee pack \\n7\\t5\\thand stood set heard hands turned face trees felt fear knew open sight broad floor fell caught short stone met \\n8\\t5\\tholmes sir house case moor street henry watson door asked mind face friend sherlock matter half dr good time answered \\n9\\t5\\tlake great earth made things place world camp land city ice vast mountains danforth condition absolute sea horror years material \\n\\n<100> LL/token: -9,07072\\n<110> LL/token: -9,05962\\n<120> LL/token: -9,04396\\n<130> LL/token: -9,03549\\n<140> LL/token: -9,02986\\n\\n0\\t5\\tman room back long small great heard found light night round young window left morning case find baskerville brought thought \\n1\\t5\\tconan black eyes door girl wall sword feet blood walls lay head back arms great olivia rose cimmerian cliffs ruins \\n2\\t5\\tman time men night told looked made life head day good give eyes don white put make side thing work \\n3\\t5\\tmatter centre sun atoms force general universe principle stars space law system find absolute condition account truth hypothesis unity god \\n4\\t5\\travager dog smallest moore slippers master proper back nose wented things tags hunt toby dash gods rat walk kitchen adar \\n5\\t5\\tpoint idea fact earth thing end time miles long thought part great action years distance light words found moment human \\n6\\t5\\tmowgli back jungle bagheera sea big wolf nag rikki khan thou tikki baloo till shere head toomai mother thee pack \\n7\\t5\\thand stood dark set hands fear voice knew open face fire felt red deep sight broad trees caught fell ll \\n8\\t5\\tholmes sir house mr moor henry watson asked mind face door half sherlock street matter friend dr death good charles \\n9\\t5\\tlake great land world feet camp city ice made danforth place sea vast mountains things antarctic unknown range curious sculptures \\n\\n<150> LL/token: -9,02637\\n<160> LL/token: -9,01798\\n<170> LL/token: -9,01618\\n<180> LL/token: -9,01078\\n<190> LL/token: -8,99935\\n\\n0\\t5\\tman back room small long night light found round great window young side baskerville brought black face fellow morning find \\n1\\t5\\tconan black door eyes head girl sword blood back trees wall great rose lay men arms feet olivia cimmerian cliffs \\n2\\t5\\tman time good made eyes day looked don give told life make night white men gave work head end thought \\n3\\t5\\tmatter centre atoms sun force idea general universe space principle stars law fact tendency system account condition absolute hypothesis god \\n4\\t5\\travager dog smallest moore slippers master proper back hunt things wented nose tags toby dash rat gods walk kitchen times \\n5\\t5\\tpoint earth thing thought time long great years distance nature end miles light part things action human direction return present \\n6\\t5\\tmowgli jungle bagheera big back wolf head nag rikki sea thou tikki baloo khan till shere toomai thee pack mother \\n7\\t5\\thand dark stood hands house knew felt heard set fear fire face turned voice red sight deep broad open showed \\n8\\t5\\tholmes sir mr moor henry watson house matter door friend asked death mind sherlock half case dr street face charles \\n9\\t5\\tlake camp feet city great made land world ice danforth mountains place antarctic wind vast sea things left range parts \\n\\n<200> LL/token: -9,00459\\n<210> LL/token: -9,00774\\n<220> LL/token: -9,00286\\n<230> LL/token: -9,00418\\n<240> LL/token: -8,99263\\n\\n0\\t5\\tback man room small long night great round case place heard young window baskerville found side black left companion fellow \\n1\\t5\\tconan eyes door black girl back sword head blood great arms trees olivia men cimmerian feet cliffs body lay shadows \\n2\\t5\\tman time day good made looked don eyes make life give head told white men work gave night thing thought \\n3\\t5\\tmatter centre atoms sun fact idea force general universe principle law space stars tendency system truth absolute condition hypothesis account \\n4\\t5\\travager dog smallest moore slippers proper master back wented time things tags dash hunt rat nose gods toby told kitchen \\n5\\t5\\tpoint thought earth long thing end great part time form present true human years light found continued letter state distance \\n6\\t5\\tmowgli jungle back bagheera big wolf sea nag rikki tikki thou baloo khan head shere till toomai thee pack long \\n7\\t5\\thand dark stood set hands face felt fear found house voice fire wall sight knew deep showed red light open \\n8\\t5\\tholmes sir house mr moor door henry watson matter death friend asked sherlock half dr face hand street answered charles \\n9\\t5\\tlake land camp great world city feet ice danforth mountains place made things wind vast sea antarctic unknown range snow \\n\\n<250> LL/token: -8,99292\\n<260> LL/token: -8,98965\\n<270> LL/token: -8,99022\\n<280> LL/token: -8,99511\\n<290> LL/token: -8,99326\\n\\n0\\t5\\tman night back room small long place round young found window great left baskerville case black heard morning light side \\n1\\t5\\tconan eyes door black girl sword back head great blood trees feet men man arms olivia cimmerian cliffs body instant \\n2\\t5\\tman time day good make looked made don eyes give head life white told gave side men half put lay \\n3\\t5\\tmatter centre atoms point sun idea force general universe space fact principle law stars tendency system account condition absolute truth \\n4\\t5\\travager dog smallest slippers moore master proper back nose things wented hunt tags dash gods toby adar kitchen called rat \\n5\\t5\\tgreat thing long earth time thought part end form present light years letter found human nature things direction point true \\n6\\t5\\tmowgli jungle back bagheera sea big wolf nag rikki tikki thou baloo head khan shere toomai till people thee men \\n7\\t5\\thand dark stood hands set fear open turned face wall heard felt found voice foot knew sight showed broad fire \\n8\\t5\\tholmes sir house moor face henry watson door mr matter death sherlock friend street dr asked answered charles case stapleton \\n9\\t5\\tlake camp feet city land ice mountains danforth made place world great vast things sea antarctic wind hundred range walls \\n\\n<300> LL/token: -8,99712\\n<310> LL/token: -8,99834\\n<320> LL/token: -8,99642\\n<330> LL/token: -8,99073\\n<340> LL/token: -8,98602\\n\\n0\\t5\\tman back room small night great answered window young long case round baskerville left place black side light morning thought \\n1\\t5\\tconan eyes black door girl sword blood back men head man great olivia arms feet cimmerian trees cliffs human lay \\n2\\t5\\tman time good day made make eyes looked don told head give white men life end night thing work find \\n3\\t5\\tmatter centre atoms sun fact space idea general point universe force principle law stars tendency system condition absolute truth distance \\n4\\t5\\travager dog smallest moore slippers master proper back things nose wented tags dash hunt walk toby gods rat cat kitchen \\n5\\t5\\tlong time thing thought found things part earth direction point true great present form nature moment end years state pass \\n6\\t5\\tmowgli jungle back bagheera big sea wolf nag rikki tikki head baloo thou khan people shere toomai till thee pack \\n7\\t5\\thand stood hands dark half open set fear found house turned brought passed voice heard felt people wall sound face \\n8\\t5\\tholmes sir moor henry watson door house matter face death asked sherlock friend dr street cried charles mr case stapleton \\n9\\t5\\tlake feet great land camp city made ice danforth place mountains world vast years antarctic unknown sea wind range sculptures \\n\\n<350> LL/token: -8,99015\\n<360> LL/token: -8,98361\\n<370> LL/token: -8,98855\\n<380> LL/token: -8,98955\\n<390> LL/token: -8,98619\\n\\n0\\t5\\tback small room man great night place young answered window found mr case companion left father black face round treasure \\n1\\t5\\tconan door black eyes back sword girl blood arms men olivia feet chamber great man head trees cimmerian lay cliffs \\n2\\t5\\tman time good made day make don head give told eyes night white side looked half life men ll thought \\n3\\t5\\tmatter centre atoms sun idea fact point general universe force space law principle stars tendency system earth distance condition absolute \\n4\\t5\\travager dog smallest slippers moore proper master back nose wented things tags dash hunt gods toby rat kitchen adar till \\n5\\t5\\tthing long great thought time end part years form present found point moment true nature letter things world direction continued \\n6\\t5\\tmowgli jungle back bagheera big sea wolf nag rikki tikki thou khan head baloo till shere toomai thee mother elephants \\n7\\t5\\thand hands stood dark knew open house light turned wall set fear felt passed people heard held sound gave found \\n8\\t5\\tholmes sir moor henry watson door house sherlock matter dr cried asked baskerville death street eyes case friend charles stapleton \\n9\\t5\\tlake land made city feet camp ice danforth mountains place great left vast world antarctic sea wind things range hundred \\n\\n<400> LL/token: -8,98179\\n<410> LL/token: -8,98611\\n<420> LL/token: -8,98729\\n<430> LL/token: -8,985\\n<440> LL/token: -8,98776\\n\\n0\\t5\\tback room small night place great answered young door mr long side left window father strange round companion case treasure \\n1\\t5\\tconan eyes door girl sword back man head men blood arms trees feet olivia great cimmerian cliffs chamber white body \\n2\\t5\\tman time good made day make don night looked head told give white half men ll eyes side feet life \\n3\\t5\\tcentre atoms point sun fact idea matter force general universe space law principle stars earth tendency system condition truth case \\n4\\t5\\travager dog smallest moore slippers master proper back nose wented things tags hunt dash rat gods walk toby kitchen adar \\n5\\t5\\tgreat long years time thought thing part end nature things present moment found means true point length matter state finally \\n6\\t5\\tmowgli jungle bagheera back big wolf sea nag rikki tikki head thou baloo khan people shere toomai till thee pack \\n7\\t5\\thand black hands dark stood found house light open set felt knew fear heard people brought wall passed heavy sound \\n8\\t5\\tholmes sir man moor henry watson eyes sherlock friend house dr death face baskerville cried case matter charles stapleton street \\n9\\t5\\tlake land camp city feet place made world ice mountains danforth sea left vast great things antarctic snow wind range \\n\\n<450> LL/token: -8,98167\\n<460> LL/token: -8,98261\\n<470> LL/token: -8,98434\\n<480> LL/token: -8,98071\\n<490> LL/token: -8,98091\\n\\n0\\t5\\tback room small night case great answered hand door young found mind place father long companion strange face treasure left \\n1\\t5\\tconan eyes door girl head sword arms trees man men back olivia chamber cimmerian cliffs great human feet lay shadows \\n2\\t5\\tman time good made day make looked give life don side told head white night men put ll half eyes \\n3\\t5\\tcentre matter atoms fact sun idea general force universe space point stars principle law earth system tendency find distance condition \\n4\\t5\\travager dog smallest moore slippers master proper back things wented hunt nose tags dash rat gods toby kitchen cat adar \\n5\\t5\\tthing great long time end things thought years nature point true found present means letter continued human state part form \\n6\\t5\\tmowgli jungle bagheera back big wolf sea nag rikki tikki thou baloo head khan till shere toomai thee mother people \\n7\\t5\\tblack stood dark hand house hands open knew heard light fear set felt wall people turned heavy sound blood brought \\n8\\t5\\tholmes sir man moor henry watson sherlock friend asked dr death house baskerville cried mr face eyes charles stapleton mortimer \\n9\\t5\\tlake land camp city feet great ice world danforth place made mountains sea vast wind antarctic earth left range ahead \\n\\n<500> LL/token: -8,98688\\n<510> LL/token: -8,9849\\n<520> LL/token: -8,98859\\n<530> LL/token: -8,98659\\n<540> LL/token: -8,98289\\n\\n0\\t5\\troom small great answered place case hand round back face father left companion young door thought spoke treasure mind mr \\n1\\t5\\tconan eyes door girl sword back man great arms men head trees olivia cimmerian wall cliffs feet human shadows aram \\n2\\t5\\tman time good made night day long looked make don give life head men white heart ll told side lay \\n3\\t5\\tcentre fact atoms matter point idea sun force general universe space law principle stars earth tendency system distance truth condition \\n4\\t5\\travager dog smallest moore slippers proper master back nose things wented tags hunt dash rat gods toby cat adar called \\n5\\t5\\tthing long thought time great found true part things nature years form present point doubt continued letter length finally means \\n6\\t5\\tmowgli jungle back bagheera big wolf thou sea nag rikki head tikki baloo khan people shere mother toomai thee till \\n7\\t5\\thand dark stood black house open light turned half hands felt fear voice set brought found heard heavy death sound \\n8\\t5\\tholmes sir man moor henry watson eyes sherlock back asked friend dr baskerville cried house face street mr charles matter \\n9\\t5\\tlake land feet camp city great ice danforth mountains made place world sea antarctic things left unknown vast wind range \\n\\n<550> LL/token: -8,98047\\n<560> LL/token: -8,97853\\n<570> LL/token: -8,98293\\n<580> LL/token: -8,97836\\n<590> LL/token: -8,97418\\n\\n0\\t5\\tsmall room answered great holmes back door mr hand found father companion spoke case place treasure sholto window left miss \\n1\\t5\\tconan eyes door sword girl back head trees olivia man arms men cimmerian cliffs feet great black body red human \\n2\\t5\\tman time good long made day night looked make don give life head white half side men heart end put \\n3\\t5\\tcentre matter fact atoms idea space sun general law universe point force distance principle stars tendency system truth absolute account \\n4\\t5\\travager dog smallest moore slippers master back proper hunt things wented told tags nose dash toby gods rat walk kitchen \\n5\\t5\\tthing great thought part found time years nature true point things form long present means doubt letter length continued pass \\n6\\t5\\tmowgli jungle bagheera big back wolf sea nag rikki head tikki thou baloo khan shere till toomai thee pack people \\n7\\t5\\thand dark stood house light black voice open felt hands brought set fear death face wall people sound heard began \\n8\\t5\\tsir holmes moor henry watson sherlock face man house dr asked baskerville cried eyes heard friend case back matter charles \\n9\\t5\\tlake land camp place great world feet city ice danforth made mountains sea things antarctic vast wind range walls sculptures \\n\\n<600> LL/token: -8,97253\\n<610> LL/token: -8,97642\\n<620> LL/token: -8,98107\\n<630> LL/token: -8,98119\\n<640> LL/token: -8,97763\\n\\n0\\t5\\tsmall room answered holmes door hand great back found companion case mr father treasure face spoke young sholto miss window \\n1\\t5\\tconan eyes door back sword girl man head feet men olivia arms trees chamber cimmerian cliffs great human red body \\n2\\t5\\tman time night long good made day looked don make white give life head side ll told men half end \\n3\\t5\\tcentre matter atoms point sun fact idea force space general law universe principle earth stars distance tendency system truth condition \\n4\\t5\\travager dog smallest slippers moore master proper back nose things wented tags rat gods dash hunt toby kitchen walk adar \\n5\\t5\\tthought thing great years part found nature true form present means street moment point doubt time long continued close finally \\n6\\t5\\tmowgli jungle back bagheera big wolf head nag rikki sea tikki thou baloo khan shere toomai till thee pack people \\n7\\t5\\tblack dark hand stood house light felt fear open face heard knew hands half found gave brought people wall turned \\n8\\t5\\tsir holmes man moor henry watson asked dr cried friend baskerville house case face eyes back mr charles stapleton sherlock \\n9\\t5\\tlake land camp great feet city mountains ice world danforth place things made vast sea antarctic wind range sculptures monstrous \\n\\n<650> LL/token: -8,97721\\n<660> LL/token: -8,9783\\n<670> LL/token: -8,98281\\n<680> LL/token: -8,98196\\n<690> LL/token: -8,98195\\n\\n0\\t5\\tsmall holmes answered back room case great door mr hand companion face left father treasure found sholto young miss morstan \\n1\\t5\\tconan eyes door sword girl head back man arms men trees great black feet olivia cimmerian red cliffs human instant \\n2\\t5\\tman time long night good made day eyes don give make side life looked head told lay half end put \\n3\\t5\\tmatter centre fact sun atoms idea point force general space universe earth law principle stars distance tendency system truth condition \\n4\\t5\\travager dog smallest moore slippers proper master back wented things tags nose rat dash gods hunt walk toby kitchen adar \\n5\\t5\\ttime thing thought part years point found true nature moment means present form continued street finally ground letter uncle things \\n6\\t5\\tmowgli jungle back bagheera big wolf sea nag rikki thou tikki head baloo khan till people shere toomai thee pack \\n7\\t5\\thand hands dark stood house open found felt set fear wall white light turned half black people brought deep knew \\n8\\t5\\tsir holmes man moor henry watson house face friend dr asked baskerville heard cried charles stapleton mortimer hall woman death \\n9\\t5\\tlake great land camp place feet city ice mountains world danforth things vast left sea antarctic wind made range sculptures \\n\\n<700> LL/token: -8,98072\\n<710> LL/token: -8,98057\\n<720> LL/token: -8,98073\\n<730> LL/token: -8,98099\\n<740> LL/token: -8,98344\\n\\n0\\t5\\tsmall holmes answered case great back hand room young mr door night companion treasure father sholto miss appeared mind morstan \\n1\\t5\\tconan eyes door black back girl sword man head great olivia feet cimmerian men chamber cliffs trees arms red shadows \\n2\\t5\\tman time long good night day made eyes make don looked give side life head lay half left ll men \\n3\\t5\\tcentre point matter atoms sun idea fact space general universe force stars law principle earth tendency distance system view truth \\n4\\t5\\travager dog smallest moore slippers master proper back nose things wented tags walk rat gods dash hunt told toby kitchen \\n5\\t5\\tthing thought years nature true present time letter street object continued found part moment finally form broken uncle presence formed \\n6\\t5\\tmowgli jungle bagheera big back head wolf sea nag rikki tikki thou baloo khan men shere toomai till thee pack \\n7\\t5\\thand found dark hands stood house heard light felt open fear people turned sound set brought death gave knew blood \\n8\\t5\\tsir holmes man moor henry watson face house dr friend baskerville asked back charles hall stapleton mr sherlock mortimer woman \\n9\\t5\\tlake great land city camp things place ice world danforth feet mountains sea antarctic vast left earth made wind range \\n\\n<750> LL/token: -8,98044\\n<760> LL/token: -8,97452\\n<770> LL/token: -8,97553\\n<780> LL/token: -8,97753\\n<790> LL/token: -8,97693\\n\\n0\\t5\\tsmall holmes answered door great young room mr case hand night back father companion treasure sholto miss mind appeared window \\n1\\t5\\tconan eyes door girl sword black men head trees great man olivia red feet cimmerian arms cliffs chamber instant aram \\n2\\t5\\tman time long good night day made looked don head make give life eyes put white knew side heart end \\n3\\t5\\tmatter centre fact point sun atoms idea force space general universe law principle stars tendency system distance earth condition absolute \\n4\\t5\\travager dog smallest moore slippers proper master back wented tags things rat hunt walk nose dash told toby gods kitchen \\n5\\t5\\tthought thing part nature years true time moment letter street found present continued point uncle ground line formed form suggested \\n6\\t5\\tmowgli jungle bagheera sea big wolf back nag rikki tikki thou baloo khan till shere people toomai thee pack elephants \\n7\\t5\\thand dark stood hands light found house back half open fear set felt blood brought people wall turned close body \\n8\\t5\\tsir holmes man moor henry watson friend house dr baskerville asked face case mr charles heard stapleton eyes death mortimer \\n9\\t5\\tlake great land camp feet place things city ice made world danforth mountains snow vast left antarctic earth wind range \\n\\n<800> LL/token: -8,97397\\n<810> LL/token: -8,97325\\n<820> LL/token: -8,97277\\n<830> LL/token: -8,96932\\n<840> LL/token: -8,97225\\n\\n0\\t5\\tsmall holmes room answered hand door hope case great father companion young treasure found round sholto mr morstan appeared place \\n1\\t5\\tconan eyes door sword girl black head man great olivia chamber blood men cimmerian cliffs trees feet red arms human \\n2\\t5\\tman time long night good day looked made make don give eyes put head life knew white side heart half \\n3\\t5\\tpoint matter centre fact sun atoms idea law space universe general force earth principle stars distance tendency system truth condition \\n4\\t5\\travager dog smallest moore slippers proper master back things nose wented walk tags rat gods dash told hunt toby kitchen \\n5\\t5\\tthing years part thought found house moment true nature time present ground continued pass letter form street world uncle suggested \\n6\\t5\\tmowgli jungle bagheera big back wolf head sea nag rikki tikki thou khan baloo people shere toomai till thee pack \\n7\\t5\\tback hand hands dark stood light brought open heard fear death sound set found turned close felt voice half house \\n8\\t5\\tsir holmes man moor henry watson face dr baskerville mr case friend asked morning charles house eyes stapleton woman hall \\n9\\t5\\tlake great land feet camp city things mountains ice place danforth world sea vast antarctic wind life made range ahead \\n\\n<850> LL/token: -8,96769\\n<860> LL/token: -8,96584\\n<870> LL/token: -8,96657\\n<880> LL/token: -8,96812\\n<890> LL/token: -8,96845\\n\\n0\\t5\\tsmall door hand holmes room answered great found hope young mr father moment treasure case companion face round sholto window \\n1\\t5\\tconan door eyes girl sword head men great olivia chamber blood black trees red cimmerian cliffs arms feet aram figure \\n2\\t5\\tman time good night day long made looked eyes make don place give white put side life head knew half \\n3\\t5\\tmatter centre point idea atoms fact general force sun universe law principle distance space stars tendency system earth case view \\n4\\t5\\travager dog smallest moore slippers master proper back nose wented told things tags dash hunt rat gods walk toby kitchen \\n5\\t5\\tthing years part thought time nature true ground pass found house uncle street formed form impossible finally suggested kind ordinary \\n6\\t5\\tmowgli jungle bagheera big head wolf nag rikki men tikki back sea thou baloo khan till shere toomai thee pack \\n7\\t5\\tback hands dark hand stood light brought found open heard house set black fear wall sound people turned close death \\n8\\t5\\tsir holmes man moor henry watson friend dr house baskerville case charles stapleton mortimer mr hall asked woman london face \\n9\\t5\\tlake great land things feet world camp mountains ice danforth city left sea made antarctic vast curious life place wind \\n\\n<900> LL/token: -8,96926\\n<910> LL/token: -8,96327\\n<920> LL/token: -8,96731\\n<930> LL/token: -8,96707\\n<940> LL/token: -8,96206\\n\\n0\\t5\\tholmes small answered room door hope mr hand asked father companion treasure sholto miss cried appeared great morstan back sherlock \\n1\\t5\\tconan eyes door girl sword man men great head olivia feet arms cimmerian cliffs trees human shadows aram blood red \\n2\\t5\\tman time night long day good made head looked don make place knew give white put eyes side life end \\n3\\t5\\tmatter point centre idea fact atoms sun space force general universe law principle distance earth stars tendency system truth condition \\n4\\t5\\travager dog smallest moore slippers master proper back things wented nose tags dash hunt gods told toby walk rat kitchen \\n5\\t5\\tyears thing thought found part moment true nature time street form ground finally great uncle continued pass formed suggested make \\n6\\t5\\tmowgli jungle bagheera wolf big sea nag rikki back tikki thou baloo men khan shere till toomai thee pack people \\n7\\t5\\tback black hand stood dark hands light open found felt turned set fear house sound wall brought heard close people \\n8\\t5\\tsir holmes man moor henry watson house friend case dr baskerville woman charles stapleton hall mortimer told eyes death london \\n9\\t5\\tlake land feet great world camp city mountains things danforth ice made place wind vast antarctic sea left unknown life \\n\\n<950> LL/token: -8,96664\\n<960> LL/token: -8,96295\\n<970> LL/token: -8,9603\\n<980> LL/token: -8,9617\\n<990> LL/token: -8,96408\\n\\n0\\t5\\tsmall holmes answered room hope asked mr men door great case companion young hand father treasure face found sherlock sholto \\n1\\t5\\tconan eyes door sword girl great men feet head blood olivia trees cimmerian man cliffs chamber red aram figure human \\n2\\t5\\tman time night long good day made eyes make looked side don give head put white life place knew heart \\n3\\t5\\tpoint centre atoms fact idea sun matter universe general force earth space principle law stars distance tendency system condition truth \\n4\\t5\\travager dog smallest moore slippers proper master back told wented things tags rat walk gods dash hunt toby nose kitchen \\n5\\t5\\tyears thing thought part nature moment street time found house matter letter form ground true finally uncle human suggested pass \\n6\\t5\\tmowgli jungle bagheera big wolf sea men nag rikki tikki thou back baloo head khan shere till toomai people thee \\n7\\t5\\tback black hand hands stood dark found voice open felt brought set half fear light sound people gave wall house \\n8\\t5\\tsir holmes man moor henry watson friend dr house baskerville heard case charles face stapleton hall mortimer death woman round \\n9\\t5\\tlake great land world camp things city feet place made ice danforth mountains vast antarctic left sea range hundred life \\n\\n<1000> LL/token: -8,96354\\n\\nTotal time: 12 seconds\\n')\n"
     ]
    }
   ],
   "source": [
    "num_topics = '10'\n",
    "\n",
    "mal.create_mallet_output(path_to_mallet_model, output_folder, path_to_mallet, num_topics)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generate document-topic-matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "docTopicMatrix = mal.show_docTopicMatrix(output_folder)\n",
    "#docTopicMatrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Show heatmap visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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p2hpYF0/n8IikzsAteFD92zTO7S152sh7D8JOv3uB4cHY2x434vcIz2MhqZZIJBJp98R0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EVLJV2Nd/H+DI9UJOPzA382s4F52wTOxKdytsC7PCc8AJxMMV2f7waGhrYSpZyJOwuwCcwubjgY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\n/x/hnEr0lPw/tAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7effb8cdbcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = visual.doc_topic_heatmap(docTopicMatrix)\n",
    "heatmap.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Show the proportion of the topics in a specific document"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZYG/ghPKCEfEsUNzk/ltJnwW+BtwjaSVSUPj9iJiQyzwB/L1YDfAu4BpSwLND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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7effb8c70550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "documentNr = 1\n",
    "visual.plot_doc_topics(docTopicMatrix, documentNr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "![success](http://cdn2.hubspot.net/hub/128506/file-446943132-jpg/images/computer_woman_success.jpg)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}