{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Topic-Term shape: (20, 14567)\n",
"Doc-Topic shape: (2000, 20)\n"
]
}
],
"source": [
"import json\n",
"import numpy as np\n",
"\n",
"def load_R_model(filename):\n",
" with open(filename, 'r') as j:\n",
" data_input = json.load(j)\n",
" data = {'topic_term_dists': data_input['phi'], \n",
" 'doc_topic_dists': data_input['theta'],\n",
" 'doc_lengths': data_input['doc.length'],\n",
" 'vocab': data_input['vocab'],\n",
" 'term_frequency': data_input['term.frequency']}\n",
" return data\n",
"\n",
"movies_model_data = load_R_model('movie_reviews_input.json')\n",
"\n",
"print('Topic-Term shape: %s' % str(np.array(movies_model_data['topic_term_dists']).shape))\n",
"print('Doc-Topic shape: %s' % str(np.array(movies_model_data['doc_topic_dists']).shape))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import pyLDAvis\n",
"movies_vis_data = pyLDAvis.prepare(**movies_model_data)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=DeprecationWarning)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
"\n",
"\n",
"<div id=\"ldavis_el6810651331412648403513710\"></div>\n",
"<script type=\"text/javascript\">\n",
"\n",
"var ldavis_el6810651331412648403513710_data = {\"mdsDat\": {\"x\": [-0.04505004308194396, 0.007062462533571069, -0.07095073901597508, -0.16214597732416247, 0.05272342955287187, 0.26109374707176347, -0.09880276069863358, 0.10611533980731977, 0.13358488271014907, -0.17788516772845905, 0.16081575059452508, 0.19681622777074032, -0.1658126988683471, 0.08265893067047525, 0.02478163611950005, -0.046567113672727596, -0.09911756051614128, -0.10568345871447339, 0.01005429245706903, -0.06369117966712085], \"y\": [-0.2694202047147364, -0.05290034774721958, -0.3164484525857859, 0.00731291077960212, 0.0595796055374585, 0.022072278625815945, 0.011952607616150092, 0.04898923384928845, -0.029790668745846967, 0.05804113778988179, -0.00573383073675018, 0.06866362713745422, 0.12633509923014546, -0.02614905659790578, -0.01754494775003279, 0.014033791872102418, 0.15125684718812996, 0.05005473906911373, 0.08935905842997816, 0.010336571753155652], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [53.76068106965404, 7.25935554071318, 5.255363765905485, 3.4654021330353704, 3.062694914557949, 2.5418957820398207, 2.4917487240902623, 2.420484355168779, 2.1729236061550457, 2.081216588594328, 1.9307210222811713, 1.8076545770028936, 1.7650105939585963, 1.6877694710511673, 1.6594044172118672, 1.4801466415283042, 1.407835670527525, 1.3612117657796712, 1.3465670324697265, 1.041912328274813]}, \"tinfo\": {\"Term\": [\"movie\", \"film\", \"good\", \"character\", \"story\", \"bad\", \"films\", \"life\", \"time\", \"plot\", \"characters\", \"love\", \"scenes\", \"dont\", \"action\", \"great\", \"scene\", \"movies\", \"hes\", \"people\", \"big\", \"high\", \"funny\", \"comedy\", \"show\", \"things\", \"john\", \"back\", \"man\", \"thing\", \"makes\", \"played\", \"actors\", \"hard\", \"times\", \"shows\", \"main\", \"idea\", \"finally\", \"direction\", \"late\", \"interest\", \"talent\", \"surprise\", \"easily\", \"change\", \"begin\", \"viewers\", \"similar\", \"follow\", \"filled\", \"add\", \"doubt\", \"move\", \"brought\", \"talented\", \"biggest\", \"showing\", \"depth\", \"constantly\", \"film\", \"making\", \"ending\", \"found\", \"long\", \"top\", \"play\", \"problem\", \"level\", \"attempt\", \"director\", \"work\", \"works\", \"entire\", \"including\", \"lead\", \"character\", \"characters\", \"great\", \"rest\", \"performances\", \"end\", \"time\", \"completely\", \"make\", \"part\", \"scenes\", \"audience\", \"years\", \"fact\", \"interesting\", \"films\", \"screen\", \"doesnt\", \"real\", \"good\", \"made\", \"people\", \"back\", \"movie\", \"story\", \"scene\", \"role\", \"man\", \"plot\", \"dont\", \"movies\", \"life\", \"eager\", \"involvement\", \"amidst\", \"rings\", \"bold\", \"landscape\", \"treasure\", \"alternative\", \"respects\", \"subtitles\", \"affecting\", \"grip\", \"insanity\", \"symbolism\", \"shortcomings\", \"symbolic\", \"loneliness\", \"thematic\", \"compassion\", \"controversy\", \"conveys\", \"eternity\", \"ideals\", \"inherently\", \"realities\", \"commands\", \"embodies\", \"ensure\", \"mentality\", \"rural\", \"jordan\", \"religious\", \"describes\", \"sympathy\", \"passion\", \"religion\", \"demeanor\", \"themes\", \"heartfelt\", \"crafted\", \"images\", \"culture\", \"fascinating\", \"revelation\", \"views\", \"philosophy\", \"society\", \"social\", \"conventional\", \"christ\", \"dark\", \"carefully\", \"fable\", \"visual\", \"pain\", \"city\", \"world\", \"message\", \"emotions\", \"soul\", \"power\", \"angels\", \"creates\", \"art\", \"god\", \"life\", \"journey\", \"visually\", \"effective\", \"visuals\", \"human\", \"sense\", \"death\", \"young\", \"white\", \"true\", \"story\", \"reality\", \"mr\", \"emotional\", \"tale\", \"man\", \"place\", \"experience\", \"american\", \"camera\", \"scene\", \"room\", \"seagal\", \"crawford\", \"groan\", \"wisecracks\", \"pissed\", \"quasi\", \"bats\", \"caligula\", \"diedre\", \"slam\", \"har\", \"moron\", \"russ\", \"cheezy\", \"malicious\", \"russells\", \"segal\", \"whip\", \"cindy\", \"babes\", \"beans\", \"blissfully\", \"bra\", \"icky\", \"oops\", \"pic\", \"succession\", \"cinemax\", \"consecutive\", \"dc\", \"gadget\", \"lambert\", \"idiotic\", \"huh\", \"stupidity\", \"kinda\", \"sucks\", \"shit\", \"claw\", \"highlander\", \"wow\", \"bad\", \"hed\", \"idiot\", \"stupid\", \"worst\", \"lame\", \"dumb\", \"bunch\", \"turkey\", \"movie\", \"im\", \"bean\", \"crap\", \"guy\", \"rent\", \"ass\", \"youre\", \"skip\", \"wasnt\", \"dont\", \"thing\", \"theyre\", \"guys\", \"movies\", \"good\", \"guess\", \"hell\", \"waste\", \"id\", \"flick\", \"supposed\", \"minutes\", \"funny\", \"didnt\", \"pretty\", \"plot\", \"hes\", \"review\", \"big\", \"time\", \"acting\", \"people\", \"doesnt\", \"scene\", \"isnt\", \"fun\", \"make\", \"guido\", \"simons\", \"shakespeares\", \"benigni\", \"hush\", \"beatrice\", \"flanders\", \"stephens\", \"bancroft\", \"chocolat\", \"hilary\", \"pfeiffer\", \"bubby\", \"merton\", \"onegin\", \"rowlands\", \"alessa\", \"claires\", \"millie\", \"polish\", \"quilt\", \"yang\", \"aberdeen\", \"andreas\", \"branaghs\", \"finns\", \"gavins\", \"parrot\", \"rampling\", \"roberto\", \"paltrow\", \"paulie\", \"nello\", \"familys\", \"gwyneth\", \"estella\", \"finn\", \"irresistible\", \"shakespeare\", \"marie\", \"birch\", \"sliding\", \"marry\", \"hamlet\", \"emily\", \"families\", \"grandfather\", \"family\", \"romantic\", \"married\", \"marriage\", \"husband\", \"mother\", \"helen\", \"kate\", \"simon\", \"son\", \"parents\", \"anna\", \"sister\", \"father\", \"love\", \"daughter\", \"elizabeth\", \"woman\", \"life\", \"sweet\", \"children\", \"home\", \"romance\", \"relationship\", \"wife\", \"comedy\", \"child\", \"beautiful\", \"town\", \"man\", \"year\", \"day\", \"finds\", \"young\", \"story\", \"house\", \"small\", \"jackal\", \"ordell\", \"heist\", \"brenner\", \"jeopardy\", \"tarantinos\", \"mamet\", \"reservoir\", \"rhames\", \"bail\", \"ronin\", \"ving\", \"negotiator\", \"tibbs\", \"capone\", \"mortensen\", \"brasco\", \"elmore\", \"frankenheimer\", \"kersey\", \"liotta\", \"motta\", \"ordells\", \"palminteri\", \"archer\", \"autistic\", \"mamets\", \"marshals\", \"scarface\", \"wiseguy\", \"eastwood\", \"parole\", \"tarantino\", \"fugitive\", \"crime\", \"reindeer\", \"gangster\", \"pulp\", \"quentin\", \"cops\", \"payback\", \"mob\", \"libby\", \"criminal\", \"cop\", \"judd\", \"niro\", \"grier\", \"fbi\", \"carter\", \"karen\", \"police\", \"brown\", \"thriller\", \"partner\", \"gibson\", \"murder\", \"prison\", \"jackson\", \"willis\", \"action\", \"de\", \"killer\", \"agent\", \"jackie\", \"tough\", \"fiction\", \"bruce\", \"lee\", \"jack\", \"violence\", \"car\", \"kill\", \"plot\", \"role\", \"black\", \"fi\", \"sci\", \"mars\", \"existenz\", \"insurrection\", \"genetically\", \"baku\", \"picard\", \"laurence\", \"mib\", \"psychlos\", \"psychlo\", \"ripley\", \"martians\", \"alien\", \"genetic\", \"terl\", \"helgenberger\", \"zemeckis\", \"marg\", \"weller\", \"andromeda\", \"doogie\", \"joss\", \"lazard\", \"supernova\", \"arroway\", \"borg\", \"intergalactic\", \"ironside\", \"aliens\", \"data\", \"trek\", \"starship\", \"science\", \"robocop\", \"futuristic\", \"evolution\", \"troopers\", \"virus\", \"species\", \"horizon\", \"planet\", \"verhoeven\", \"space\", \"matrix\", \"virtual\", \"contact\", \"earth\", \"fiction\", \"computer\", \"ellie\", \"technology\", \"effects\", \"mission\", \"star\", \"special\", \"humans\", \"human\", \"series\", \"crew\", \"action\", \"future\", \"world\", \"film\", \"films\", \"carrey\", \"trumans\", \"ventura\", \"deuce\", \"krippendorfs\", \"beavis\", \"christof\", \"fart\", \"burbank\", \"krippendorf\", \"macdonald\", \"sims\", \"bilko\", \"wayans\", \"hawtrey\", \"mitch\", \"shandling\", \"woodys\", \"degeneres\", \"garth\", \"mcdonald\", \"corky\", 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\"jar\", \"jedi\", \"cauldron\", \"animated\", \"lucas\", \"wan\", \"menace\", \"moses\", \"skywalker\", \"wars\", \"mermaid\", \"chicken\", \"pig\", \"voiced\", \"babe\", \"bugs\", \"princess\", \"voice\", \"toys\", \"toy\", \"fairy\", \"star\", \"adults\", \"story\", \"king\", \"computer\", \"kids\", \"family\", \"children\", \"special\", \"young\", \"effects\", \"original\", \"evil\", \"farrellys\", \"jawbreaker\", \"farrelly\", \"biggs\", \"suzie\", \"varsity\", \"zellweger\", \"darren\", \"josie\", \"heckerling\", \"stiles\", \"jimmie\", \"levy\", \"der\", \"sams\", \"mcnaughton\", \"osmosis\", \"quarterback\", \"beek\", \"lombardo\", \"prank\", \"ramis\", \"bianca\", \"cheerleader\", \"romy\", \"football\", \"fern\", \"muresan\", \"winkler\", \"bacons\", \"denise\", \"pleasantville\", \"chad\", \"dillon\", \"richards\", \"pie\", \"kissed\", \"coach\", \"perry\", \"counselor\", \"mpaa\", \"school\", \"bacon\", \"murray\", \"irene\", \"sam\", \"loser\", \"max\", \"schools\", \"high\", \"student\", \"teacher\", \"sex\", \"matt\", \"chris\", \"amy\", \"comedy\", \"bill\", \"teen\", \"gay\", \"things\", \"wild\", \"mary\", \"funny\", \"girl\", \"girls\", \"kevin\", \"van\", \"friends\", \"girlfriend\", \"american\", \"shes\", \"white\", \"role\", \"vampire\", \"disc\", \"besson\", \"werewolf\", \"vampires\", \"exorcist\", \"argento\", \"spawn\", \"audio\", \"jovovich\", \"supergirl\", \"ichabod\", \"argentos\", \"valek\", \"deliverance\", \"horseman\", \"boorman\", \"miserables\", \"valjean\", \"entrapment\", \"superheroes\", \"lestat\", \"cosette\", \"javert\", \"milla\", \"danvers\", \"tenebrae\", \"zardoz\", \"bram\", \"fantine\", \"fright\", \"dvd\", \"bessons\", \"sleepy\", \"blair\", \"witch\", \"dracula\", \"ghosts\", \"carpenter\", \"hollow\", \"crow\", \"carpenters\", \"haunted\", \"blade\", \"haunting\", \"horror\", \"edition\", \"halloween\", \"woods\", \"scare\", \"scary\", \"theatrical\", \"version\", \"book\", \"house\", \"video\", \"footage\", 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\"wcw\", \"fei\", \"gordie\", \"liu\", \"creaky\", \"gotcha\", \"musketeer\", \"tsui\", \"dammes\", \"moreau\", \"bischoff\", \"condor\", \"titus\", \"yeoh\", \"yun\", \"barb\", \"jeans\", \"shanghai\", \"crouching\", \"dartagnan\", \"kip\", \"rourke\", \"wrestler\", \"yuen\", \"arts\", \"li\", \"kong\", \"martial\", \"memphis\", \"wrestling\", \"chinese\", \"musketeers\", \"jet\", \"rumble\", \"jackie\", \"chow\", \"claude\", \"drunken\", \"bond\", \"squad\", \"wong\", \"van\", \"action\", \"fight\", \"knock\", \"master\", \"stunts\", \"woo\", \"king\", \"sequences\", \"rush\", \"plot\", \"films\", \"scenes\", \"lee\", \"video\", \"american\", \"hour\", \"movies\", \"prinze\", \"smiths\", \"craven\", \"freddie\", \"chucky\", \"faculty\", \"gale\", \"tomb\", \"raider\", \"weathers\", \"karla\", \"freddy\", \"loveless\", \"pinkett\", \"sidneys\", \"williamsons\", \"whodunit\", \"kruger\", \"prescott\", \"stalker\", \"tingle\", \"witt\", \"bahamas\", \"devon\", \"mewes\", \"morgue\", \"sawa\", \"hewitt\", \"artemus\", \"falk\", \"scream\", \"stab\", \"slasher\", \"lara\", \"marty\", \"williamson\", \"julie\", \"urban\", \"smith\", \"jay\", \"dewey\", \"killer\", \"destination\", \"horror\", \"silent\", \"wes\", \"legend\", \"summer\", \"west\", \"sequel\", \"league\", \"sidney\", \"bob\", \"wild\", \"kevin\", \"teen\", \"2\", \"jennifer\", \"college\", \"3\", \"genre\", \"death\", \"movies\", \"movie\", \"back\", \"final\", \"series\", \"flynt\", \"dicaprio\", \"hedwig\", \"zane\", \"violin\", \"elvis\", \"flynts\", \"fantasia\", \"scarlett\", \"booker\", \"cal\", \"stephane\", \"elwood\", \"althea\", \"slade\", \"evita\", \"montreal\", \"orchestra\", \"zoolander\", \"juan\", \"mack\", \"moulin\", \"forman\", \"harmon\", \"bowie\", \"dewitt\", \"furtwangler\", \"heyst\", \"hockley\", \"mariah\", \"eva\", \"grease\", \"joblo\", \"redford\", \"whisperer\", \"gattaca\", \"wheres\", \"7\", \"10\", \"homer\", \"musicals\", \"winslet\", \"titanic\", \"8\", \"jerome\", \"critique\", \"inch\", \"songs\", \"annie\", \"musical\", \"rock\", \"band\", \"october\", \"rose\", \"gloria\", \"music\", \"larry\", \"5\", \"9\", \"cameron\", \"heaven\", \"horse\", \"love\", \"6\", \"jack\", \"vincent\", \"story\", \"born\", \"song\", \"chris\", \"show\", \"great\", \"people\", \"john\", \"set\", \"melvin\", \"bulworth\", \"beatty\", \"metro\", \"fidelity\", \"giles\", \"ramsey\", \"granger\", \"grangers\", \"cisco\", \"mona\", \"carla\", \"frears\", \"altmans\", \"bulworths\", \"compulsive\", \"dirk\", \"nathan\", \"motss\", \"plates\", \"brean\", \"deedles\", \"melvins\", \"mississippi\", \"nikki\", \"toback\", \"wonderland\", \"atlantis\", \"gugino\", \"magruder\", \"bowfinger\", \"altman\", \"cynthia\", \"brooks\", \"boogie\", \"murphy\", \"roper\", \"cusack\", \"bobby\", \"malkovich\", \"downey\", \"lane\", \"rick\", \"susan\", \"nights\", \"anderson\", \"reese\", \"eddie\", \"campaign\", \"gauge\", \"margaret\", \"daisy\", \"dog\", \"jack\", \"carol\", 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\"8mm\", \"nicolas\", \"palmetto\", \"coens\", \"maximus\", \"commodus\", \"valentine\", \"jericho\", \"tunney\", \"silverstone\", \"schrader\", \"batgirl\", \"gotham\", \"joaquin\", \"cavemans\", \"deceiver\", \"franciss\", \"666\", \"lebowskis\", \"rhea\", \"akiva\", \"macpherson\", \"odette\", \"respectability\", \"romulus\", \"schumachers\", \"wayland\", \"snuff\", \"welles\", \"arnold\", \"ivy\", \"gladiator\", \"coen\", \"phoenix\", \"schwarzenegger\", \"batman\", \"poison\", \"connor\", \"alicia\", \"devil\", \"joel\", \"stigmata\", \"cage\", \"robin\", \"harry\", \"gabriel\", \"clooney\", \"dude\", \"freeze\", \"noir\", \"harrys\", \"george\", \"mr\", \"wife\", \"action\", \"money\", \"hes\", \"big\", \"evil\", \"plot\", \"series\", \"girl\", \"daughter\", \"days\", \"kill\", \"nbsp\", \"sixth\", \"mulder\", \"osment\", \"rounders\", \"scully\", \"sethe\", \"haley\", \"placid\", \"shyamalan\", \"gillian\", \"lucinda\", \"momma\", \"mommas\", \"grinch\", \"carly\", \"cy\", 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"\n",
"function LDAvis_load_lib(url, callback){\n",
" var s = document.createElement('script');\n",
" s.src = url;\n",
" s.async = true;\n",
" s.onreadystatechange = s.onload = callback;\n",
" s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
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"if(typeof(LDAvis) !== \"undefined\"){\n",
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" new LDAvis(\"#\" + \"ldavis_el6810651331412648403513710\", ldavis_el6810651331412648403513710_data);\n",
" }(LDAvis);\n",
"}else if(typeof define === \"function\" && define.amd){\n",
" // require.js is available: use it to load d3/LDAvis\n",
" require.config({paths: {d3: \"https://d3js.org/d3.v5\"}});\n",
" require([\"d3\"], function(d3){\n",
" window.d3 = d3;\n",
" LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
" new LDAvis(\"#\" + \"ldavis_el6810651331412648403513710\", ldavis_el6810651331412648403513710_data);\n",
" });\n",
" });\n",
"}else{\n",
" // require.js not available: dynamically load d3 & LDAvis\n",
" LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
" LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.3.1/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
" new LDAvis(\"#\" + \"ldavis_el6810651331412648403513710\", ldavis_el6810651331412648403513710_data);\n",
" })\n",
" });\n",
"}\n",
"</script>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pyLDAvis.display(movies_vis_data)"
]
}
],
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}