Skip to content

Instantly share code, notes, and snippets.

@subpath

subpath/tSNE_and_word2vec_visualization.ipynb

Created August 15, 2018 11:05
Show Gist options
  • Save subpath/1324ac3b8d166e2edbbf014af006b32a to your computer and use it in GitHub Desktop.
Save subpath/1324ac3b8d166e2edbbf014af006b32a to your computer and use it in GitHub Desktop.
Download ZIP
Visualization of word similarity with t-SNE and word2vec
Display the source blob
Display the rendered blob
Raw
tSNE_and_word2vec_visualization.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
],
"text/vnd.plotly.v1+html": [
"<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import gensim\n",
"import numpy as np\n",
"from sklearn.manifold import TSNE\n",
"from nltk.corpus import stopwords\n",
"import plotly.offline as plt\n",
"import plotly.graph_objs as go\n",
"plt.init_notebook_mode(connected=True) "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"model = gensim.models.KeyedVectors.load_word2vec_format('GoogleNews-vectors-negative300.bin.gz', binary=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_coordinates(model, words):\n",
" arr = np.empty((0,300), dtype='f')\n",
" labels = []\n",
" for wrd_score in words:\n",
" try:\n",
" wrd_vector = model[wrd_score]\n",
" arr = np.append(arr, np.array([wrd_vector]), axis=0)\n",
" labels.append(wrd_score)\n",
" except:\n",
" pass\n",
" tsne = TSNE(n_components=3, random_state=0)\n",
" np.set_printoptions(suppress=True)\n",
" Y = tsne.fit_transform(arr)\n",
" x_coords = Y[:, 0]\n",
" y_coords = Y[:, 1]\n",
" z_coords = Y[:, 2]\n",
" return x_coords, y_coords, z_coords"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"hoverinfo": "text",
"marker": {
"opacity": 0.8,
"size": 5
},
"mode": "markers+text",
"text": [
"",
"'til",
"-",
"...Let",
"3",
"Fifteen",
"God",
"Head",
"Hitler",
"I",
"I'd",
"I'll",
"I'm",
"IMFI",
"In",
"It's",
"Sarah",
"State",
"You",
"a",
"a-flowingNo",
"ability",
"aboveAliens",
"afraid",
"again",
"againIn",
"againLet",
"againYou",
"against",
"airI",
"airbag",
"aircrashPull",
"alarm",
"alarms",
"all",
"allWhat's",
"aloneSing..",
"also",
"always",
"am",
"amazed",
"an",
"and",
"and...Let",
"androidAmbition",
"androidWhat's",
"androidWhen",
"animals",
"antibioticsKarma",
"antscar",
"are",
"aroundCrushed",
"aroundI'm",
"aroundLet",
"aroundShell",
"arrest",
"as",
"ask",
"associate",
"at",
"awayBut",
"baby",
"back",
"backAnd",
"backwards",
"bad",
"bank",
"barks",
"basement.And",
"be",
"beautiful",
"believe",
"bellyache",
"best",
"better",
"blows",
"board",
"boiling",
"born",
"bottlesAnd",
"bouncing",
"breaks",
"breath",
"breathingDon't",
"breathingI",
"bug",
"burstI",
"businessCattle",
"but",
"buzzes",
"by",
"cageon",
"calculatedno",
"called",
"can",
"can't",
"canBut",
"canIt's",
"candle's",
"car",
"carI'm",
"carbon",
"cattied",
"chance",
"changeKill",
"changePull",
"check",
"chemical",
"chicken",
"childishat",
"children",
"chill",
"chillYou",
"choke",
"chokeWe",
"chokemore",
"clinging",
"collapsingFloating",
"comes",
"completelyI'd",
"consequence",
"contact",
"contemporariesat",
"could",
"country",
"crackle",
"cracks",
"crashed",
"creaturesWho",
"credit",
"cries",
"cry",
"cupboard.I've",
"darkor",
"day",
"day....I",
"dayI",
"dayPull",
"days",
"deep",
"desperatenothing",
"detuned",
"die.And",
"dinners",
"disappointingLet",
"do",
"does....Rain",
"don't",
"dow",
"down",
"downCome",
"downHey",
"downI",
"downIdiot",
"downSometimes",
"dreamsno",
"dressedBefore",
"drink",
"drinking",
"drivelOne",
"driven",
"drivera",
"drivingTake",
"drying",
"dust",
"easeeating",
"economicsIt's",
"edgeA",
"edgeThe",
"edgeWe",
"either",
"electioneeringI",
"else",
"employee",
"empowered",
"emptiest",
"empty",
"ends",
"enjoy",
"enoughI've",
"escape",
"escapePack..",
"escapenow",
"everlasting",
"exercise",
"eyes",
"far",
"fast",
"father",
"fatsa",
"favoursfond",
"feel",
"feeling.That",
"feelingsDisappointed",
"feet",
"feetFor",
"filmstill",
"final",
"finally",
"first",
"fit",
"flowingWings",
"folks",
"for",
"forgettingThe",
"forwards",
"franticlike",
"frequently",
"fridgeHe's",
"friends",
"friendsBut",
"from",
"full",
"gardenNo",
"german",
"get",
"getThis",
"ghostI",
"girlHer",
"given",
"glorious",
"go",
"going",
"goingAt",
"goingDon't",
"gonna",
"good",
"got",
"governmentThey",
"great",
"grip",
"groundLet",
"grow",
"gucci",
"guess",
"gym",
"hairdo",
"handshake",
"hanging",
"has",
"have",
"he",
"head",
"headWhat's",
"healYou",
"healthier",
"hears",
"heart",
"height...",
"height...Rain",
"heightFrom",
"hell",
"her",
"hereNo",
"herePlease",
"himIt's",
"his",
"hit",
"hole",
"holes",
"home",
"homeOf",
"hope",
"house",
"houseThat",
"hoverMaking",
"ice.Do",
"idealismwill",
"if",
"illAnd",
"illnesstires",
"in",
"informed",
"innocentI",
"insideYou'll",
"interstellar",
"intofrozen",
"is",
"isMaking",
"it",
"it's",
"itI'd",
"jackknifed",
"job",
"juggernaut",
"juices",
"just",
"keep",
"keeps",
"key",
"kids",
"kill",
"killing",
"kills",
"king",
"kisses",
"know",
"knowHey",
"lake'Cause",
"landfillA",
"landingThe",
"laneLate",
"laugh",
"laughA",
"laughWe",
"leavingThe",
"legs",
"let",
"lifeA",
"lifeIn",
"lifeThey'd",
"light",
"like",
"little",
"live",
"local",
"lock",
"loneliest",
"longer",
"look",
"looseBreathe",
"lose",
"lost",
"love",
"loveIt's",
"lovecharity",
"loves",
"luck",
"makes",
"man",
"manHe",
"manOff",
"manWho's",
"manWhy",
"mathsHe",
"may",
"me",
"meFrom",
"meLike",
"meThat's",
"meThey'd",
"meaning",
"meetRiot",
"meetWake..",
"member",
"memorystill",
"mess",
"microwave",
"midday",
"mind.So",
"minute",
"monoxideNo",
"moral",
"more",
"morningI",
"moths",
"motorways",
"moviesFor",
"muchregular",
"my",
"myself",
"myselfFor",
"myselfPhew",
"myselfTransport",
"name?I",
"name?Off",
"nameBut",
"neon",
"nerveBreathe",
"networkingThe",
"never",
"next",
"night",
"no",
"noise",
"not",
"nothingSay",
"now",
"of",
"off",
"old",
"on",
"one",
"only",
"opinion",
"or",
"orderson",
"out",
"outside.Fifteen",
"overchargedThat's",
"paceslower",
"panic",
"paranoiacareful",
"paranoid",
"partyThis",
"patient",
"pavementUp",
"payrollThis",
"peaceWe",
"people",
"per",
"pick",
"piggyYou",
"pigin",
"pigskinThe",
"please",
"pleaseSuch",
"plugholekeep",
"police",
"policeI've",
"powerlessan",
"pragmatism",
"pretty",
"prods",
"productivea",
"productivecomfortablenot",
"publicless",
"putting",
"quiet",
"radioKarma",
"rain",
"reactionHysterical",
"reflection.It's",
"rely",
"remember",
"rememberWhy",
"rememberYou",
"restFrom",
"ridiculously",
"right",
"right..I'm",
"rightAll",
"ring",
"road",
"roll",
"rollThis",
"rules",
"safe",
"safer",
"salivano",
"saturated",
"save",
"saved",
"screamingThe",
"seata",
"seatsleeping",
"secondHey",
"secretsThey're",
"see",
"seen",
"self-employedconcerned",
"sentimentalIt",
"shadowsnothing",
"shieldsVoodoo",
"shipShow",
"shit",
"shot",
"show",
"shut",
"signScrolling",
"silentThis",
"sirYou're",
"skull",
"skullI'll",
"sleep",
"sleepThe",
"slow",
"slowly",
"smashed",
"smell",
"smiling",
"so",
"society",
"some",
"somewhere",
"song",
"songA",
"sparks",
"sparksYou",
"speak",
"spiders",
"spineless",
"spiritsDrill",
"squealing",
"standing",
"starsAnd",
"stickthat's",
"still",
"stop",
"stopI",
"stoppingTaking",
"strapped",
"such",
"summer",
"sundays",
"sundaysno",
"superheroWe",
"supermarketno",
"surprises",
"surprisesNo",
"surprisesSilent",
"survivedAn",
"swoop",
"take",
"talks",
"tearsToday",
"teenage",
"tell",
"that",
"that's",
"that...?",
"the",
"their",
"them",
"themselvesAnd",
"then",
"thenwill",
"there",
"thereClimbing",
"thereOpen",
"these",
"they",
"they'd",
"thingYou",
"thingsWhen",
"think",
"this",
"thousand",
"time",
"tired",
"to",
"tonightAnd",
"too",
"townWhere",
"toys",
"tramlinesStarting",
"trust",
"trying",
"turnI'll",
"turns",
"twitch",
"uglyKicking",
"unborn",
"unhappyBring",
"universeI",
"universeIn",
"up",
"uptightUptight..I",
"uptightUptight..It",
"us",
"usBefore",
"usFor",
"usI'll",
"usKarma",
"uselessHysterical",
"voices",
"vomitGod",
"vomitThe",
"voteWhen",
"wallWith",
"wallfavours",
"wallsClimbing",
"wallsI",
"wallsIt's",
"warIn",
"warm",
"warmThere's",
"wash",
"washing",
"watch",
"water",
"way",
"we",
"we're",
"weaknesscalmfitter",
"weekgetting",
"weird",
"well",
"wet",
"what",
"when",
"where",
"which",
"will",
"wingsA",
"winter",
"wisdom",
"wish",
"with",
"withFloor",
"withNo",
"withYou",
"won't",
"world",
"would",
"yeah!The",
"you",
"youBruises",
"youNow",
"your",
"yuppies"
],
"textposition": "bottom center",
"type": "scatter3d",
"uid": "83b96d9e-a07a-11e8-8604-8c8590672924",
"x": [
66.10957336425781,
82.80529022216797,
-91.1533432006836,
28.98600196838379,
-145.2285919189453,
68.11355590820312,
-144.0179901123047,
-117.40491485595703,
-92.36351013183594,
60.027984619140625,
-91.73701477050781,
49.677188873291016,
107.95362091064453,
-171.5957794189453,
-119.44102478027344,
-107.6045913696289,
75.74678039550781,
-118.6805191040039,
169.0722198486328,
-44.656982421875,
-123.61548614501953,
-80.44786071777344,
-12.236028671264648,
-163.50633239746094,
-78.00577545166016,
-50.714813232421875,
-54.55847930908203,
-164.7311553955078,
15.0380277633667,
-61.28605270385742,
-46.717166900634766,
-39.08362579345703,
-38.22987747192383,
-104.38654327392578,
-80.11951446533203,
-39.17429733276367,
-48.613040924072266,
158.64488220214844,
21.642059326171875,
103.32249450683594,
12.121835708618164,
82.61365509033203,
130.0743865966797,
116.4757308959961,
-56.78977584838867,
-0.3525288701057434,
130.4263458251953,
-125.89896392822266,
53.78695297241211,
141.094482421875,
-54.45175552368164,
-37.973419189453125,
171.77340698242188,
154.12120056152344,
24.125858306884766,
28.755617141723633,
77.59487915039062,
93.54098510742188,
65.81700134277344,
-9.027551651000977,
-83.33341217041016,
53.22700119018555,
124.61630249023438,
-16.132204055786133,
133.21990966796875,
-58.90498352050781,
-12.58751392364502,
30.715282440185547,
-13.683696746826172,
59.59294509887695,
63.99247360229492,
134.2845458984375,
-9.533417701721191,
27.218263626098633,
-109.89923095703125,
33.294063568115234,
23.52923583984375,
34.51073455810547,
95.20530700683594,
50.78334426879883,
80.43209838867188,
-83.78334045410156,
-9.590200424194336,
-70.77701568603516,
29.68011474609375,
19.364614486694336,
38.613834381103516,
-24.947725296020508,
111.99759674072266,
-69.99040985107422,
-72.24893188476562,
77.5087890625,
-6.2805705070495605,
40.458805084228516,
-3.370541572570801,
-44.93511962890625,
97.29005432128906,
84.77297973632812,
-144.93240356445312,
28.972352981567383,
-40.296329498291016,
-62.92051315307617,
68.09795379638672,
3.9595394134521484,
-0.21410411596298218,
71.93553161621094,
-132.46688842773438,
16.581361770629883,
2.0939416885375977,
-39.0504264831543,
33.8091926574707,
-4.266290187835693,
-121.5545425415039,
-146.15939331054688,
14.883001327514648,
-60.63249969482422,
8.22107219696045,
-14.386914253234863,
-99.35602569580078,
-2.799069881439209,
-38.525943756103516,
-35.95969772338867,
51.06728744506836,
70.01988220214844,
21.232648849487305,
-39.02085876464844,
-21.03653907775879,
90.6810302734375,
-119.90528106689453,
13.734075546264648,
64.4686279296875,
-81.48684692382812,
36.401912689208984,
-84.25374603271484,
21.70472526550293,
-87.52369689941406,
29.321369171142578,
123.0343017578125,
-41.48969268798828,
107.68939971923828,
150.00982666015625,
16.16876792907715,
94.53520965576172,
27.177064895629883,
-62.829925537109375,
161.3528594970703,
125.21343231201172,
118.8525390625,
-70.47602081298828,
4.0194525718688965,
-144.8275146484375,
-0.4669579863548279,
99.51354217529297,
23.093168258666992,
-142.1610565185547,
64.77787780761719,
46.14261245727539,
30.04051399230957,
5.675271987915039,
-131.29258728027344,
56.344390869140625,
-3.844564199447632,
0.9634596705436707,
-17.738174438476562,
-61.01886749267578,
53.530757904052734,
-39.89093780517578,
36.03070831298828,
-96.49475860595703,
-1.1176074743270874,
-19.00058937072754,
-47.81829071044922,
-56.14808654785156,
-17.46019172668457,
-121.77686309814453,
175.86756896972656,
85.79251861572266,
109.0657958984375,
-99.38452911376953,
80.96979522705078,
133.0749969482422,
116.2287368774414,
-121.52241516113281,
-34.72014236450195,
42.659202575683594,
23.35906410217285,
0.4029672145843506,
26.367416381835938,
-129.9329376220703,
-123.87580871582031,
-78.56158447265625,
32.217777252197266,
-42.48982620239258,
66.58303833007812,
2.577430248260498,
-108.02808380126953,
-13.38192367553711,
-153.8913116455078,
-50.79302978515625,
-81.12164306640625,
55.0489387512207,
45.317604064941406,
18.98958969116211,
-27.335071563720703,
-26.773719787597656,
-42.85009002685547,
-116.23662567138672,
98.3966293334961,
136.717041015625,
69.73998260498047,
-51.44060134887695,
-26.857532501220703,
-45.06207275390625,
138.938232421875,
-36.115867614746094,
-26.928604125976562,
-75.26358032226562,
35.709503173828125,
-106.6220474243164,
98.72356414794922,
-24.322641372680664,
15.82960319519043,
97.53170776367188,
71.53282165527344,
51.167449951171875,
57.7206916809082,
125.46052551269531,
-76.20645904541016,
16.282716751098633,
-99.27313232421875,
-26.877147674560547,
-32.94643020629883,
52.712406158447266,
-75.68323516845703,
78.39115142822266,
-180.20181274414062,
27.598934173583984,
65.25393676757812,
249.56520080566406,
56.37543869018555,
64.07936096191406,
77.78665161132812,
-103.19876098632812,
-92.80843353271484,
58.31661605834961,
2.4844326972961426,
-18.510528564453125,
30.50250244140625,
9.674872398376465,
-75.727294921875,
103.26374053955078,
-29.94289207458496,
74.44464111328125,
-133.2616424560547,
-113.4012680053711,
-92.83356475830078,
-142.42784118652344,
-163.56883239746094,
29.71832847595215,
-24.212947845458984,
-88.79641723632812,
-23.336416244506836,
-52.77965545654297,
14.899344444274902,
107.36656188964844,
-94.9976806640625,
-7.689514636993408,
125.51528930664062,
-41.04127502441406,
-71.35789489746094,
-60.33823776245117,
-0.9774345755577087,
14.073175430297852,
77.40850067138672,
-156.34500122070312,
-86.76517486572266,
-52.48356246948242,
-70.49703979492188,
-62.95215606689453
],
"y": [
-35.420013427734375,
-24.640338897705078,
58.277069091796875,
-105.56278228759766,
54.77317810058594,
54.82481002807617,
87.12104797363281,
32.16779327392578,
41.890602111816406,
-63.2731819152832,
97.12749481201172,
109.86626434326172,
-41.28573989868164,
51.92900085449219,
-140.6970977783203,
-13.84994888305664,
11.331548690795898,
-121.23436737060547,
19.88006019592285,
112.287353515625,
-36.71235275268555,
-30.191377639770508,
136.93157958984375,
-9.151535987854004,
-88.81399536132812,
-19.832351684570312,
89.30925750732422,
-133.5053253173828,
-140.5636749267578,
5.126904487609863,
-44.65509796142578,
-5.664889335632324,
34.30667495727539,
-62.18564987182617,
63.035491943359375,
-23.437353134155273,
-42.221168518066406,
69.11504364013672,
-23.564252853393555,
18.614147186279297,
136.11802673339844,
59.4953727722168,
-40.26644515991211,
105.36454010009766,
161.80479431152344,
1.4540148973464966,
1.7860833406448364,
54.679962158203125,
23.02083396911621,
-80.44551849365234,
-55.542903900146484,
-121.0820541381836,
-16.231082916259766,
90.93425750732422,
-174.66436767578125,
9.507905960083008,
-110.96956634521484,
34.61491775512695,
-63.109195709228516,
-24.84377098083496,
-106.16978454589844,
105.29985809326172,
-35.55481719970703,
6.900524139404297,
-74.89888763427734,
146.99069213867188,
-69.66935729980469,
-6.171609401702881,
50.200382232666016,
50.6436882019043,
24.260107040405273,
15.514387130737305,
62.67536163330078,
105.05833435058594,
144.77413940429688,
-26.081632614135742,
-48.60363006591797,
-63.16336441040039,
-23.567668914794922,
75.05257415771484,
34.08747482299805,
-10.507535934448242,
5.230576515197754,
-134.3634796142578,
28.3206844329834,
62.48566818237305,
-32.95022201538086,
-2.06115984916687,
-115.35736846923828,
44.250099182128906,
9.057438850402832,
73.28673553466797,
-50.9139404296875,
-99.88370513916016,
105.85682678222656,
-29.76169204711914,
88.60240936279297,
-52.77507781982422,
1.0261188745498657,
-71.1451644897461,
-128.8770751953125,
75.2998046875,
-148.09170532226562,
-130.77047729492188,
76.94061279296875,
-90.63184356689453,
101.7576675415039,
-37.14688491821289,
-22.456539154052734,
33.91913986206055,
-53.76670837402344,
88.12898254394531,
22.702171325683594,
-87.92327117919922,
-11.072548866271973,
6.523736953735352,
-154.55172729492188,
-163.18589782714844,
127.05240631103516,
-65.3975830078125,
63.148162841796875,
128.4733123779297,
153.7073211669922,
26.142366409301758,
18.73897933959961,
-71.77233123779297,
-26.552358627319336,
115.72464752197266,
53.923988342285156,
-96.24800109863281,
145.89071655273438,
-155.92776489257812,
47.89443588256836,
-42.40814971923828,
30.173173904418945,
-120.52986145019531,
110.5864028930664,
111.1313705444336,
-68.22433471679688,
-118.25706481933594,
48.06727600097656,
-83.6148452758789,
-97.71588134765625,
-105.8869400024414,
98.06128692626953,
-29.27692413330078,
26.573640823364258,
21.073143005371094,
14.957329750061035,
168.36322021484375,
124.66040802001953,
104.6237564086914,
125.15423583984375,
24.20469093322754,
49.31836700439453,
27.65765953063965,
36.91352844238281,
-26.18058967590332,
34.40401840209961,
-4.950345516204834,
-142.57000732421875,
19.645442962646484,
-111.65413665771484,
-30.06940460205078,
-118.44855499267578,
94.05577087402344,
-123.73686218261719,
118.28556060791016,
11.379180908203125,
-43.44675827026367,
72.28923034667969,
-13.512130737304688,
-59.87138366699219,
1.5258026123046875,
-21.340436935424805,
36.8773078918457,
67.70946502685547,
-18.551780700683594,
-24.111581802368164,
-26.91463851928711,
-62.08671951293945,
44.374366760253906,
75.1700439453125,
131.75914001464844,
66.31288146972656,
45.53696823120117,
98.76107025146484,
7.808567047119141,
-88.5465316772461,
-65.67080688476562,
15.710735321044922,
63.16756057739258,
75.05796813964844,
-71.37757873535156,
-175.96737670898438,
-68.13988494873047,
54.7401008605957,
6.148255348205566,
73.94696044921875,
-107.6826171875,
-5.870034694671631,
-5.546528339385986,
58.07965087890625,
-81.49725341796875,
13.651012420654297,
92.10826110839844,
-20.391515731811523,
-102.7435302734375,
-33.139556884765625,
-59.2186279296875,
-172.45864868164062,
-80.52306365966797,
-63.40982437133789,
-76.61534118652344,
-115.04823303222656,
-96.0461654663086,
354.796142578125,
-30.706161499023438,
58.56150817871094,
65.69171905517578,
26.42779541015625,
-120.66548156738281,
148.52597045898438,
98.49085235595703,
-119.40768432617188,
-107.09917449951172,
70.04076385498047,
-22.033702850341797,
132.51959228515625,
24.883426666259766,
61.02667236328125,
164.29486083984375,
-50.84297561645508,
-65.78284454345703,
-49.48176193237305,
-2.624730110168457,
63.656951904296875,
66.29174041748047,
30.73244857788086,
-56.701438903808594,
-6.645915508270264,
-7.601183891296387,
109.86583709716797,
-98.74422454833984,
-143.0264892578125,
-60.2586669921875,
-154.65318298339844,
92.06244659423828,
67.827880859375,
83.14805603027344,
7.497511386871338,
-64.54660034179688,
13.370914459228516,
-43.869415283203125,
13.308993339538574,
117.0272445678711,
-75.95758819580078,
-71.43527221679688,
156.1895751953125,
121.59817504882812,
75.25239562988281,
74.48258972167969,
25.10392951965332,
10.224340438842773,
-37.87540817260742,
-53.11223602294922,
-3.1220407485961914,
46.83698272705078,
-46.908905029296875,
47.42866897583008,
42.58340072631836,
-64.18879699707031,
28.273122787475586,
-158.93624877929688,
-26.6164493560791,
-61.876564025878906,
31.386425018310547,
-90.20433044433594,
97.76039123535156
],
"z": [
-67.72464752197266,
-100.66553497314453,
-72.68536376953125,
-126.44063568115234,
-83.11302185058594,
-154.68692016601562,
15.108940124511719,
65.78845977783203,
40.1329231262207,
-151.02130126953125,
87.4488296508789,
-126.00232696533203,
-141.91661071777344,
-16.98786163330078,
-29.232725143432617,
93.97814178466797,
-133.50665283203125,
43.98407745361328,
-89.943115234375,
-27.24310302734375,
59.03469467163086,
59.179962158203125,
-29.645559310913086,
91.59729766845703,
37.91087341308594,
-118.90824127197266,
-115.50657653808594,
262.7812805175781,
120.362548828125,
45.98865509033203,
-164.7172088623047,
180.4099578857422,
3.3463659286499023,
-54.049598693847656,
155.09449768066406,
-10.931914329528809,
18.256912231445312,
-58.12378692626953,
-166.70082092285156,
53.38591384887695,
-82.72532653808594,
59.70545196533203,
124.6064453125,
79.77961730957031,
-50.415924072265625,
140.01113891601562,
25.729402542114258,
99.46532440185547,
-110.29694366455078,
-29.086563110351562,
-38.880069732666016,
44.79545974731445,
-33.651817321777344,
24.3974552154541,
34.66804122924805,
95.9105453491211,
105.12397766113281,
-0.5005964636802673,
84.36348724365234,
-85.4893798828125,
78.38128662109375,
86.06787872314453,
-12.335593223571777,
115.09320831298828,
82.80294036865234,
82.87105560302734,
-154.23916625976562,
-67.991943359375,
92.19889831542969,
-42.65886306762695,
-34.19239044189453,
-15.42110538482666,
152.02667236328125,
-27.31630516052246,
-35.004791259765625,
-115.56137084960938,
-118.33968353271484,
-49.2655029296875,
22.94977378845215,
155.7124786376953,
135.84115600585938,
13.765169143676758,
-115.6401138305664,
-42.14924240112305,
4.158802509307861,
8.001197814941406,
74.32657623291016,
26.052593231201172,
-56.54188919067383,
-49.79469680786133,
-76.98381042480469,
105.50750732421875,
-48.273929595947266,
-13.309582710266113,
-64.3836669921875,
97.7649917602539,
18.5790958404541,
-29.74118995666504,
41.126869201660156,
68.83246612548828,
101.4638442993164,
-14.7644681930542,
-39.4510498046875,
14.40773868560791,
-36.559303283691406,
-45.56497573852539,
-42.71733856201172,
26.460033416748047,
-8.071578979492188,
-24.908679962158203,
3.189957618713379,
30.885717391967773,
-0.5135141611099243,
61.540687561035156,
30.753244400024414,
-13.676539421081543,
-53.61648178100586,
67.45612335205078,
35.181156158447266,
130.3779754638672,
-159.37489318847656,
41.64444351196289,
52.10800552368164,
21.99623680114746,
183.70135498046875,
20.31516456604004,
155.823486328125,
-90.72151947021484,
-33.71664810180664,
94.9346923828125,
-55.01057815551758,
49.34053421020508,
-77.67586517333984,
-33.20191955566406,
-91.31660461425781,
2.9874136447906494,
126.26587677001953,
-42.86299133300781,
-108.70100402832031,
51.253990173339844,
66.23765563964844,
32.107177734375,
5.67094612121582,
-73.12728881835938,
-67.09603881835938,
34.40166473388672,
-56.56827163696289,
-95.77090454101562,
-158.3676300048828,
52.70404815673828,
10.778063774108887,
75.85089874267578,
28.781970977783203,
-165.1072540283203,
23.861616134643555,
105.43534851074219,
69.26889038085938,
114.667236328125,
-47.19947052001953,
-109.88676452636719,
71.31853485107422,
-4.014266490936279,
-28.433692932128906,
57.947025299072266,
-114.63077545166016,
47.03759002685547,
-3.561701774597168,
15.509936332702637,
-37.160499572753906,
91.97168731689453,
-79.92547607421875,
-51.946754455566406,
147.9521484375,
-157.33726501464844,
15.817951202392578,
5.170164585113525,
-56.03291702270508,
-52.23008346557617,
-82.02351379394531,
112.68571472167969,
-80.80409240722656,
109.68865966796875,
54.73191833496094,
-98.35549926757812,
-24.82659149169922,
135.20108032226562,
-97.8453369140625,
-20.952293395996094,
-22.346935272216797,
111.40657806396484,
93.34764099121094,
-125.76612854003906,
-34.950096130371094,
-88.9451904296875,
-10.091232299804688,
31.4905948638916,
-114.73466491699219,
-56.09080505371094,
113.46375274658203,
134.17955017089844,
16.547515869140625,
141.87350463867188,
50.04093933105469,
-17.168149948120117,
67.22322845458984,
91.1488265991211,
-36.88087844848633,
-114.5633316040039,
-92.21959686279297,
7.880579471588135,
7.397122859954834,
64.20193481445312,
58.013065338134766,
25.359922409057617,
-74.34972381591797,
-61.8327751159668,
23.625225067138672,
-33.16234588623047,
-6.390431880950928,
-104.54612731933594,
-70.38385772705078,
58.286033630371094,
-4.667383193969727,
-24.757583618164062,
5.830064296722412,
32.79875564575195,
-18.125490188598633,
131.16799926757812,
66.03948211669922,
-115.68576049804688,
46.039981842041016,
5.537995338439941,
165.3592529296875,
97.35022735595703,
124.68181610107422,
0.8852908611297607,
95.38002014160156,
15.170676231384277,
-92.55269622802734,
42.444671630859375,
55.13953399658203,
-22.20895004272461,
-11.00372314453125,
-80.41570281982422,
-92.67330169677734,
-1.3883863687515259,
-97.69728088378906,
-81.15138244628906,
-165.42630004882812,
54.64664840698242,
95.98280334472656,
110.10579681396484,
-69.11431121826172,
-10.750785827636719,
134.30853271484375,
-86.63599395751953,
-76.29617309570312,
22.3193302154541,
-8.261984825134277,
131.1809539794922,
-127.12822723388672,
0.9723290205001831,
135.62506103515625,
71.80213928222656,
59.38279724121094,
-125.58634185791016,
-45.057796478271484,
41.82514953613281,
-71.83277130126953,
23.498939514160156,
76.8568344116211,
-78.74545288085938,
49.066123962402344,
12.567875862121582,
-60.79820251464844,
-3.2693381309509277,
-109.50985717773438,
-28.261720657348633,
13.438199043273926
]
}
],
"layout": {
"title": "Ok Computer lyrics"
}
},
"text/html": [
"<div id=\"ee092938-8c2f-48c9-a368-1dc57c8792dd\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";\n",
" Plotly.plot(\n",
" 'ee092938-8c2f-48c9-a368-1dc57c8792dd',\n",
" [{\"hoverinfo\": \"text\", \"marker\": {\"opacity\": 0.8, \"size\": 5}, \"mode\": \"markers+text\", \"text\": [\"\", \"'til\", \"-\", \"...Let\", \"3\", \"Fifteen\", \"God\", \"Head\", \"Hitler\", \"I\", \"I'd\", \"I'll\", \"I'm\", \"IMFI\", \"In\", \"It's\", \"Sarah\", \"State\", \"You\", \"a\", \"a-flowingNo\", \"ability\", \"aboveAliens\", \"afraid\", \"again\", \"againIn\", \"againLet\", \"againYou\", \"against\", \"airI\", \"airbag\", \"aircrashPull\", \"alarm\", \"alarms\", \"all\", \"allWhat's\", \"aloneSing..\", \"also\", \"always\", \"am\", \"amazed\", \"an\", \"and\", \"and...Let\", \"androidAmbition\", \"androidWhat's\", \"androidWhen\", \"animals\", \"antibioticsKarma\", \"antscar\", \"are\", \"aroundCrushed\", \"aroundI'm\", \"aroundLet\", \"aroundShell\", \"arrest\", \"as\", \"ask\", \"associate\", \"at\", \"awayBut\", \"baby\", \"back\", \"backAnd\", \"backwards\", \"bad\", \"bank\", \"barks\", \"basement.And\", \"be\", \"beautiful\", \"believe\", \"bellyache\", \"best\", \"better\", \"blows\", \"board\", \"boiling\", \"born\", \"bottlesAnd\", \"bouncing\", \"breaks\", \"breath\", \"breathingDon't\", \"breathingI\", \"bug\", \"burstI\", \"businessCattle\", \"but\", \"buzzes\", \"by\", \"cageon\", \"calculatedno\", \"called\", \"can\", \"can't\", \"canBut\", \"canIt's\", \"candle's\", \"car\", \"carI'm\", \"carbon\", \"cattied\", \"chance\", \"changeKill\", \"changePull\", \"check\", \"chemical\", \"chicken\", \"childishat\", \"children\", \"chill\", \"chillYou\", \"choke\", \"chokeWe\", \"chokemore\", \"clinging\", \"collapsingFloating\", \"comes\", \"completelyI'd\", \"consequence\", \"contact\", \"contemporariesat\", \"could\", \"country\", \"crackle\", \"cracks\", \"crashed\", \"creaturesWho\", \"credit\", \"cries\", \"cry\", \"cupboard.I've\", \"darkor\", \"day\", \"day....I\", \"dayI\", \"dayPull\", \"days\", \"deep\", \"desperatenothing\", \"detuned\", \"die.And\", \"dinners\", \"disappointingLet\", \"do\", \"does....Rain\", \"don't\", \"dow\", \"down\", \"downCome\", \"downHey\", \"downI\", \"downIdiot\", \"downSometimes\", \"dreamsno\", \"dressedBefore\", \"drink\", \"drinking\", \"drivelOne\", \"driven\", \"drivera\", \"drivingTake\", \"drying\", \"dust\", \"easeeating\", \"economicsIt's\", \"edgeA\", \"edgeThe\", \"edgeWe\", \"either\", \"electioneeringI\", \"else\", \"employee\", \"empowered\", \"emptiest\", \"empty\", \"ends\", \"enjoy\", \"enoughI've\", \"escape\", \"escapePack..\", \"escapenow\", \"everlasting\", \"exercise\", \"eyes\", \"far\", \"fast\", \"father\", \"fatsa\", \"favoursfond\", \"feel\", \"feeling.That\", \"feelingsDisappointed\", \"feet\", \"feetFor\", \"filmstill\", \"final\", \"finally\", \"first\", \"fit\", \"flowingWings\", \"folks\", \"for\", \"forgettingThe\", \"forwards\", \"franticlike\", \"frequently\", \"fridgeHe's\", \"friends\", \"friendsBut\", \"from\", \"full\", \"gardenNo\", \"german\", \"get\", \"getThis\", \"ghostI\", \"girlHer\", \"given\", \"glorious\", \"go\", \"going\", \"goingAt\", \"goingDon't\", \"gonna\", \"good\", \"got\", \"governmentThey\", \"great\", \"grip\", \"groundLet\", \"grow\", \"gucci\", \"guess\", \"gym\", \"hairdo\", \"handshake\", \"hanging\", \"has\", \"have\", \"he\", \"head\", \"headWhat's\", \"healYou\", \"healthier\", \"hears\", \"heart\", \"height...\", \"height...Rain\", \"heightFrom\", \"hell\", \"her\", \"hereNo\", \"herePlease\", \"himIt's\", \"his\", \"hit\", \"hole\", \"holes\", \"home\", \"homeOf\", \"hope\", \"house\", \"houseThat\", \"hoverMaking\", \"ice.Do\", \"idealismwill\", \"if\", \"illAnd\", \"illnesstires\", \"in\", \"informed\", \"innocentI\", \"insideYou'll\", \"interstellar\", \"intofrozen\", \"is\", \"isMaking\", \"it\", \"it's\", \"itI'd\", \"jackknifed\", \"job\", \"juggernaut\", \"juices\", \"just\", \"keep\", \"keeps\", \"key\", \"kids\", \"kill\", \"killing\", \"kills\", \"king\", \"kisses\", \"know\", \"knowHey\", \"lake'Cause\", \"landfillA\", \"landingThe\", \"laneLate\", \"laugh\", \"laughA\", \"laughWe\", \"leavingThe\", \"legs\", \"let\", \"lifeA\", \"lifeIn\", \"lifeThey'd\", \"light\", \"like\", \"little\", \"live\", \"local\", \"lock\", \"loneliest\", \"longer\", \"look\", \"looseBreathe\", \"lose\", \"lost\", \"love\", \"loveIt's\", \"lovecharity\", \"loves\", \"luck\", \"makes\", \"man\", \"manHe\", \"manOff\", \"manWho's\", \"manWhy\", \"mathsHe\", \"may\", \"me\", \"meFrom\", \"meLike\", \"meThat's\", \"meThey'd\", \"meaning\", \"meetRiot\", \"meetWake..\", \"member\", \"memorystill\", \"mess\", \"microwave\", \"midday\", \"mind.So\", \"minute\", \"monoxideNo\", \"moral\", \"more\", \"morningI\", \"moths\", \"motorways\", \"moviesFor\", \"muchregular\", \"my\", \"myself\", \"myselfFor\", \"myselfPhew\", \"myselfTransport\", \"name?I\", \"name?Off\", \"nameBut\", \"neon\", \"nerveBreathe\", \"networkingThe\", \"never\", \"next\", \"night\", \"no\", \"noise\", \"not\", \"nothingSay\", \"now\", \"of\", \"off\", \"old\", \"on\", \"one\", \"only\", \"opinion\", \"or\", \"orderson\", \"out\", \"outside.Fifteen\", \"overchargedThat's\", \"paceslower\", \"panic\", \"paranoiacareful\", \"paranoid\", \"partyThis\", \"patient\", \"pavementUp\", \"payrollThis\", \"peaceWe\", \"people\", \"per\", \"pick\", \"piggyYou\", \"pigin\", \"pigskinThe\", \"please\", \"pleaseSuch\", \"plugholekeep\", \"police\", \"policeI've\", \"powerlessan\", \"pragmatism\", \"pretty\", \"prods\", \"productivea\", \"productivecomfortablenot\", \"publicless\", \"putting\", \"quiet\", \"radioKarma\", \"rain\", \"reactionHysterical\", \"reflection.It's\", \"rely\", \"remember\", \"rememberWhy\", \"rememberYou\", \"restFrom\", \"ridiculously\", \"right\", \"right..I'm\", \"rightAll\", \"ring\", \"road\", \"roll\", \"rollThis\", \"rules\", \"safe\", \"safer\", \"salivano\", \"saturated\", \"save\", \"saved\", \"screamingThe\", \"seata\", \"seatsleeping\", \"secondHey\", \"secretsThey're\", \"see\", \"seen\", \"self-employedconcerned\", \"sentimentalIt\", \"shadowsnothing\", \"shieldsVoodoo\", \"shipShow\", \"shit\", \"shot\", \"show\", \"shut\", \"signScrolling\", \"silentThis\", \"sirYou're\", \"skull\", \"skullI'll\", \"sleep\", \"sleepThe\", \"slow\", \"slowly\", \"smashed\", \"smell\", \"smiling\", \"so\", \"society\", \"some\", \"somewhere\", \"song\", \"songA\", \"sparks\", \"sparksYou\", \"speak\", \"spiders\", \"spineless\", \"spiritsDrill\", \"squealing\", \"standing\", \"starsAnd\", \"stickthat's\", \"still\", \"stop\", \"stopI\", \"stoppingTaking\", \"strapped\", \"such\", \"summer\", \"sundays\", \"sundaysno\", \"superheroWe\", \"supermarketno\", \"surprises\", \"surprisesNo\", \"surprisesSilent\", \"survivedAn\", \"swoop\", \"take\", \"talks\", \"tearsToday\", \"teenage\", \"tell\", \"that\", \"that's\", \"that...?\", \"the\", \"their\", \"them\", \"themselvesAnd\", \"then\", \"thenwill\", \"there\", \"thereClimbing\", \"thereOpen\", \"these\", \"they\", \"they'd\", \"thingYou\", \"thingsWhen\", \"think\", \"this\", \"thousand\", \"time\", \"tired\", \"to\", \"tonightAnd\", \"too\", \"townWhere\", \"toys\", \"tramlinesStarting\", \"trust\", \"trying\", \"turnI'll\", \"turns\", \"twitch\", \"uglyKicking\", \"unborn\", \"unhappyBring\", \"universeI\", \"universeIn\", \"up\", \"uptightUptight..I\", \"uptightUptight..It\", \"us\", \"usBefore\", \"usFor\", \"usI'll\", \"usKarma\", \"uselessHysterical\", \"voices\", \"vomitGod\", \"vomitThe\", \"voteWhen\", \"wallWith\", \"wallfavours\", \"wallsClimbing\", \"wallsI\", \"wallsIt's\", \"warIn\", \"warm\", \"warmThere's\", \"wash\", \"washing\", \"watch\", \"water\", \"way\", \"we\", \"we're\", \"weaknesscalmfitter\", \"weekgetting\", \"weird\", \"well\", \"wet\", \"what\", \"when\", \"where\", \"which\", \"will\", \"wingsA\", \"winter\", \"wisdom\", \"wish\", \"with\", \"withFloor\", \"withNo\", \"withYou\", \"won't\", \"world\", \"would\", \"yeah!The\", \"you\", \"youBruises\", \"youNow\", \"your\", \"yuppies\"], \"textposition\": \"bottom center\", \"x\": [66.10957336425781, 82.80529022216797, -91.1533432006836, 28.98600196838379, -145.2285919189453, 68.11355590820312, -144.0179901123047, -117.40491485595703, -92.36351013183594, 60.027984619140625, -91.73701477050781, 49.677188873291016, 107.95362091064453, -171.5957794189453, -119.44102478027344, -107.6045913696289, 75.74678039550781, -118.6805191040039, 169.0722198486328, -44.656982421875, -123.61548614501953, -80.44786071777344, -12.236028671264648, -163.50633239746094, -78.00577545166016, -50.714813232421875, -54.55847930908203, -164.7311553955078, 15.0380277633667, -61.28605270385742, -46.717166900634766, -39.08362579345703, -38.22987747192383, -104.38654327392578, -80.11951446533203, -39.17429733276367, -48.613040924072266, 158.64488220214844, 21.642059326171875, 103.32249450683594, 12.121835708618164, 82.61365509033203, 130.0743865966797, 116.4757308959961, -56.78977584838867, -0.3525288701057434, 130.4263458251953, -125.89896392822266, 53.78695297241211, 141.094482421875, -54.45175552368164, -37.973419189453125, 171.77340698242188, 154.12120056152344, 24.125858306884766, 28.755617141723633, 77.59487915039062, 93.54098510742188, 65.81700134277344, -9.027551651000977, -83.33341217041016, 53.22700119018555, 124.61630249023438, -16.132204055786133, 133.21990966796875, -58.90498352050781, -12.58751392364502, 30.715282440185547, -13.683696746826172, 59.59294509887695, 63.99247360229492, 134.2845458984375, -9.533417701721191, 27.218263626098633, -109.89923095703125, 33.294063568115234, 23.52923583984375, 34.51073455810547, 95.20530700683594, 50.78334426879883, 80.43209838867188, -83.78334045410156, -9.590200424194336, -70.77701568603516, 29.68011474609375, 19.364614486694336, 38.613834381103516, -24.947725296020508, 111.99759674072266, -69.99040985107422, -72.24893188476562, 77.5087890625, -6.2805705070495605, 40.458805084228516, -3.370541572570801, -44.93511962890625, 97.29005432128906, 84.77297973632812, -144.93240356445312, 28.972352981567383, -40.296329498291016, -62.92051315307617, 68.09795379638672, 3.9595394134521484, -0.21410411596298218, 71.93553161621094, -132.46688842773438, 16.581361770629883, 2.0939416885375977, -39.0504264831543, 33.8091926574707, -4.266290187835693, -121.5545425415039, -146.15939331054688, 14.883001327514648, -60.63249969482422, 8.22107219696045, -14.386914253234863, -99.35602569580078, -2.799069881439209, -38.525943756103516, -35.95969772338867, 51.06728744506836, 70.01988220214844, 21.232648849487305, -39.02085876464844, -21.03653907775879, 90.6810302734375, -119.90528106689453, 13.734075546264648, 64.4686279296875, -81.48684692382812, 36.401912689208984, -84.25374603271484, 21.70472526550293, -87.52369689941406, 29.321369171142578, 123.0343017578125, -41.48969268798828, 107.68939971923828, 150.00982666015625, 16.16876792907715, 94.53520965576172, 27.177064895629883, -62.829925537109375, 161.3528594970703, 125.21343231201172, 118.8525390625, -70.47602081298828, 4.0194525718688965, -144.8275146484375, -0.4669579863548279, 99.51354217529297, 23.093168258666992, -142.1610565185547, 64.77787780761719, 46.14261245727539, 30.04051399230957, 5.675271987915039, -131.29258728027344, 56.344390869140625, -3.844564199447632, 0.9634596705436707, -17.738174438476562, -61.01886749267578, 53.530757904052734, -39.89093780517578, 36.03070831298828, -96.49475860595703, -1.1176074743270874, -19.00058937072754, -47.81829071044922, -56.14808654785156, -17.46019172668457, -121.77686309814453, 175.86756896972656, 85.79251861572266, 109.0657958984375, -99.38452911376953, 80.96979522705078, 133.0749969482422, 116.2287368774414, -121.52241516113281, -34.72014236450195, 42.659202575683594, 23.35906410217285, 0.4029672145843506, 26.367416381835938, -129.9329376220703, -123.87580871582031, -78.56158447265625, 32.217777252197266, -42.48982620239258, 66.58303833007812, 2.577430248260498, -108.02808380126953, -13.38192367553711, -153.8913116455078, -50.79302978515625, -81.12164306640625, 55.0489387512207, 45.317604064941406, 18.98958969116211, -27.335071563720703, -26.773719787597656, -42.85009002685547, -116.23662567138672, 98.3966293334961, 136.717041015625, 69.73998260498047, -51.44060134887695, -26.857532501220703, -45.06207275390625, 138.938232421875, -36.115867614746094, -26.928604125976562, -75.26358032226562, 35.709503173828125, -106.6220474243164, 98.72356414794922, -24.322641372680664, 15.82960319519043, 97.53170776367188, 71.53282165527344, 51.167449951171875, 57.7206916809082, 125.46052551269531, -76.20645904541016, 16.282716751098633, -99.27313232421875, -26.877147674560547, -32.94643020629883, 52.712406158447266, -75.68323516845703, 78.39115142822266, -180.20181274414062, 27.598934173583984, 65.25393676757812, 249.56520080566406, 56.37543869018555, 64.07936096191406, 77.78665161132812, -103.19876098632812, -92.80843353271484, 58.31661605834961, 2.4844326972961426, -18.510528564453125, 30.50250244140625, 9.674872398376465, -75.727294921875, 103.26374053955078, -29.94289207458496, 74.44464111328125, -133.2616424560547, -113.4012680053711, -92.83356475830078, -142.42784118652344, -163.56883239746094, 29.71832847595215, -24.212947845458984, -88.79641723632812, -23.336416244506836, -52.77965545654297, 14.899344444274902, 107.36656188964844, -94.9976806640625, -7.689514636993408, 125.51528930664062, -41.04127502441406, -71.35789489746094, -60.33823776245117, -0.9774345755577087, 14.073175430297852, 77.40850067138672, -156.34500122070312, -86.76517486572266, -52.48356246948242, -70.49703979492188, -62.95215606689453], \"y\": [-35.420013427734375, -24.640338897705078, 58.277069091796875, -105.56278228759766, 54.77317810058594, 54.82481002807617, 87.12104797363281, 32.16779327392578, 41.890602111816406, -63.2731819152832, 97.12749481201172, 109.86626434326172, -41.28573989868164, 51.92900085449219, -140.6970977783203, -13.84994888305664, 11.331548690795898, -121.23436737060547, 19.88006019592285, 112.287353515625, -36.71235275268555, -30.191377639770508, 136.93157958984375, -9.151535987854004, -88.81399536132812, -19.832351684570312, 89.30925750732422, -133.5053253173828, -140.5636749267578, 5.126904487609863, -44.65509796142578, -5.664889335632324, 34.30667495727539, -62.18564987182617, 63.035491943359375, -23.437353134155273, -42.221168518066406, 69.11504364013672, -23.564252853393555, 18.614147186279297, 136.11802673339844, 59.4953727722168, -40.26644515991211, 105.36454010009766, 161.80479431152344, 1.4540148973464966, 1.7860833406448364, 54.679962158203125, 23.02083396911621, -80.44551849365234, -55.542903900146484, -121.0820541381836, -16.231082916259766, 90.93425750732422, -174.66436767578125, 9.507905960083008, -110.96956634521484, 34.61491775512695, -63.109195709228516, -24.84377098083496, -106.16978454589844, 105.29985809326172, -35.55481719970703, 6.900524139404297, -74.89888763427734, 146.99069213867188, -69.66935729980469, -6.171609401702881, 50.200382232666016, 50.6436882019043, 24.260107040405273, 15.514387130737305, 62.67536163330078, 105.05833435058594, 144.77413940429688, -26.081632614135742, -48.60363006591797, -63.16336441040039, -23.567668914794922, 75.05257415771484, 34.08747482299805, -10.507535934448242, 5.230576515197754, -134.3634796142578, 28.3206844329834, 62.48566818237305, -32.95022201538086, -2.06115984916687, -115.35736846923828, 44.250099182128906, 9.057438850402832, 73.28673553466797, -50.9139404296875, -99.88370513916016, 105.85682678222656, -29.76169204711914, 88.60240936279297, -52.77507781982422, 1.0261188745498657, -71.1451644897461, -128.8770751953125, 75.2998046875, -148.09170532226562, -130.77047729492188, 76.94061279296875, -90.63184356689453, 101.7576675415039, -37.14688491821289, -22.456539154052734, 33.91913986206055, -53.76670837402344, 88.12898254394531, 22.702171325683594, -87.92327117919922, -11.072548866271973, 6.523736953735352, -154.55172729492188, -163.18589782714844, 127.05240631103516, -65.3975830078125, 63.148162841796875, 128.4733123779297, 153.7073211669922, 26.142366409301758, 18.73897933959961, -71.77233123779297, -26.552358627319336, 115.72464752197266, 53.923988342285156, -96.24800109863281, 145.89071655273438, -155.92776489257812, 47.89443588256836, -42.40814971923828, 30.173173904418945, -120.52986145019531, 110.5864028930664, 111.1313705444336, -68.22433471679688, -118.25706481933594, 48.06727600097656, -83.6148452758789, -97.71588134765625, -105.8869400024414, 98.06128692626953, -29.27692413330078, 26.573640823364258, 21.073143005371094, 14.957329750061035, 168.36322021484375, 124.66040802001953, 104.6237564086914, 125.15423583984375, 24.20469093322754, 49.31836700439453, 27.65765953063965, 36.91352844238281, -26.18058967590332, 34.40401840209961, -4.950345516204834, -142.57000732421875, 19.645442962646484, -111.65413665771484, -30.06940460205078, -118.44855499267578, 94.05577087402344, -123.73686218261719, 118.28556060791016, 11.379180908203125, -43.44675827026367, 72.28923034667969, -13.512130737304688, -59.87138366699219, 1.5258026123046875, -21.340436935424805, 36.8773078918457, 67.70946502685547, -18.551780700683594, -24.111581802368164, -26.91463851928711, -62.08671951293945, 44.374366760253906, 75.1700439453125, 131.75914001464844, 66.31288146972656, 45.53696823120117, 98.76107025146484, 7.808567047119141, -88.5465316772461, -65.67080688476562, 15.710735321044922, 63.16756057739258, 75.05796813964844, -71.37757873535156, -175.96737670898438, -68.13988494873047, 54.7401008605957, 6.148255348205566, 73.94696044921875, -107.6826171875, -5.870034694671631, -5.546528339385986, 58.07965087890625, -81.49725341796875, 13.651012420654297, 92.10826110839844, -20.391515731811523, -102.7435302734375, -33.139556884765625, -59.2186279296875, -172.45864868164062, -80.52306365966797, -63.40982437133789, -76.61534118652344, -115.04823303222656, -96.0461654663086, 354.796142578125, -30.706161499023438, 58.56150817871094, 65.69171905517578, 26.42779541015625, -120.66548156738281, 148.52597045898438, 98.49085235595703, -119.40768432617188, -107.09917449951172, 70.04076385498047, -22.033702850341797, 132.51959228515625, 24.883426666259766, 61.02667236328125, 164.29486083984375, -50.84297561645508, -65.78284454345703, -49.48176193237305, -2.624730110168457, 63.656951904296875, 66.29174041748047, 30.73244857788086, -56.701438903808594, -6.645915508270264, -7.601183891296387, 109.86583709716797, -98.74422454833984, -143.0264892578125, -60.2586669921875, -154.65318298339844, 92.06244659423828, 67.827880859375, 83.14805603027344, 7.497511386871338, -64.54660034179688, 13.370914459228516, -43.869415283203125, 13.308993339538574, 117.0272445678711, -75.95758819580078, -71.43527221679688, 156.1895751953125, 121.59817504882812, 75.25239562988281, 74.48258972167969, 25.10392951965332, 10.224340438842773, -37.87540817260742, -53.11223602294922, -3.1220407485961914, 46.83698272705078, -46.908905029296875, 47.42866897583008, 42.58340072631836, -64.18879699707031, 28.273122787475586, -158.93624877929688, -26.6164493560791, -61.876564025878906, 31.386425018310547, -90.20433044433594, 97.76039123535156], \"z\": [-67.72464752197266, -100.66553497314453, -72.68536376953125, -126.44063568115234, -83.11302185058594, -154.68692016601562, 15.108940124511719, 65.78845977783203, 40.1329231262207, -151.02130126953125, 87.4488296508789, -126.00232696533203, -141.91661071777344, -16.98786163330078, -29.232725143432617, 93.97814178466797, -133.50665283203125, 43.98407745361328, -89.943115234375, -27.24310302734375, 59.03469467163086, 59.179962158203125, -29.645559310913086, 91.59729766845703, 37.91087341308594, -118.90824127197266, -115.50657653808594, 262.7812805175781, 120.362548828125, 45.98865509033203, -164.7172088623047, 180.4099578857422, 3.3463659286499023, -54.049598693847656, 155.09449768066406, -10.931914329528809, 18.256912231445312, -58.12378692626953, -166.70082092285156, 53.38591384887695, -82.72532653808594, 59.70545196533203, 124.6064453125, 79.77961730957031, -50.415924072265625, 140.01113891601562, 25.729402542114258, 99.46532440185547, -110.29694366455078, -29.086563110351562, -38.880069732666016, 44.79545974731445, -33.651817321777344, 24.3974552154541, 34.66804122924805, 95.9105453491211, 105.12397766113281, -0.5005964636802673, 84.36348724365234, -85.4893798828125, 78.38128662109375, 86.06787872314453, -12.335593223571777, 115.09320831298828, 82.80294036865234, 82.87105560302734, -154.23916625976562, -67.991943359375, 92.19889831542969, -42.65886306762695, -34.19239044189453, -15.42110538482666, 152.02667236328125, -27.31630516052246, -35.004791259765625, -115.56137084960938, -118.33968353271484, -49.2655029296875, 22.94977378845215, 155.7124786376953, 135.84115600585938, 13.765169143676758, -115.6401138305664, -42.14924240112305, 4.158802509307861, 8.001197814941406, 74.32657623291016, 26.052593231201172, -56.54188919067383, -49.79469680786133, -76.98381042480469, 105.50750732421875, -48.273929595947266, -13.309582710266113, -64.3836669921875, 97.7649917602539, 18.5790958404541, -29.74118995666504, 41.126869201660156, 68.83246612548828, 101.4638442993164, -14.7644681930542, -39.4510498046875, 14.40773868560791, -36.559303283691406, -45.56497573852539, -42.71733856201172, 26.460033416748047, -8.071578979492188, -24.908679962158203, 3.189957618713379, 30.885717391967773, -0.5135141611099243, 61.540687561035156, 30.753244400024414, -13.676539421081543, -53.61648178100586, 67.45612335205078, 35.181156158447266, 130.3779754638672, -159.37489318847656, 41.64444351196289, 52.10800552368164, 21.99623680114746, 183.70135498046875, 20.31516456604004, 155.823486328125, -90.72151947021484, -33.71664810180664, 94.9346923828125, -55.01057815551758, 49.34053421020508, -77.67586517333984, -33.20191955566406, -91.31660461425781, 2.9874136447906494, 126.26587677001953, -42.86299133300781, -108.70100402832031, 51.253990173339844, 66.23765563964844, 32.107177734375, 5.67094612121582, -73.12728881835938, -67.09603881835938, 34.40166473388672, -56.56827163696289, -95.77090454101562, -158.3676300048828, 52.70404815673828, 10.778063774108887, 75.85089874267578, 28.781970977783203, -165.1072540283203, 23.861616134643555, 105.43534851074219, 69.26889038085938, 114.667236328125, -47.19947052001953, -109.88676452636719, 71.31853485107422, -4.014266490936279, -28.433692932128906, 57.947025299072266, -114.63077545166016, 47.03759002685547, -3.561701774597168, 15.509936332702637, -37.160499572753906, 91.97168731689453, -79.92547607421875, -51.946754455566406, 147.9521484375, -157.33726501464844, 15.817951202392578, 5.170164585113525, -56.03291702270508, -52.23008346557617, -82.02351379394531, 112.68571472167969, -80.80409240722656, 109.68865966796875, 54.73191833496094, -98.35549926757812, -24.82659149169922, 135.20108032226562, -97.8453369140625, -20.952293395996094, -22.346935272216797, 111.40657806396484, 93.34764099121094, -125.76612854003906, -34.950096130371094, -88.9451904296875, -10.091232299804688, 31.4905948638916, -114.73466491699219, -56.09080505371094, 113.46375274658203, 134.17955017089844, 16.547515869140625, 141.87350463867188, 50.04093933105469, -17.168149948120117, 67.22322845458984, 91.1488265991211, -36.88087844848633, -114.5633316040039, -92.21959686279297, 7.880579471588135, 7.397122859954834, 64.20193481445312, 58.013065338134766, 25.359922409057617, -74.34972381591797, -61.8327751159668, 23.625225067138672, -33.16234588623047, -6.390431880950928, -104.54612731933594, -70.38385772705078, 58.286033630371094, -4.667383193969727, -24.757583618164062, 5.830064296722412, 32.79875564575195, -18.125490188598633, 131.16799926757812, 66.03948211669922, -115.68576049804688, 46.039981842041016, 5.537995338439941, 165.3592529296875, 97.35022735595703, 124.68181610107422, 0.8852908611297607, 95.38002014160156, 15.170676231384277, -92.55269622802734, 42.444671630859375, 55.13953399658203, -22.20895004272461, -11.00372314453125, -80.41570281982422, -92.67330169677734, -1.3883863687515259, -97.69728088378906, -81.15138244628906, -165.42630004882812, 54.64664840698242, 95.98280334472656, 110.10579681396484, -69.11431121826172, -10.750785827636719, 134.30853271484375, -86.63599395751953, -76.29617309570312, 22.3193302154541, -8.261984825134277, 131.1809539794922, -127.12822723388672, 0.9723290205001831, 135.62506103515625, 71.80213928222656, 59.38279724121094, -125.58634185791016, -45.057796478271484, 41.82514953613281, -71.83277130126953, 23.498939514160156, 76.8568344116211, -78.74545288085938, 49.066123962402344, 12.567875862121582, -60.79820251464844, -3.2693381309509277, -109.50985717773438, -28.261720657348633, 13.438199043273926], \"type\": \"scatter3d\", \"uid\": \"83b96d9e-a07a-11e8-8604-8c8590672924\"}],\n",
" {\"title\": \"Ok Computer lyrics\"},\n",
" {\"showLink\": true, \"linkText\": \"Export to plot.ly\"}\n",
" ).then(function () {return Plotly.addFrames('ee092938-8c2f-48c9-a368-1dc57c8792dd',{});}).then(function(){Plotly.animate('ee092938-8c2f-48c9-a368-1dc57c8792dd');})\n",
" });</script>"
],
"text/vnd.plotly.v1+html": [
"<div id=\"ee092938-8c2f-48c9-a368-1dc57c8792dd\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";\n",
" Plotly.plot(\n",
" 'ee092938-8c2f-48c9-a368-1dc57c8792dd',\n",
" [{\"hoverinfo\": \"text\", \"marker\": {\"opacity\": 0.8, \"size\": 5}, \"mode\": \"markers+text\", \"text\": [\"\", \"'til\", \"-\", \"...Let\", \"3\", \"Fifteen\", \"God\", \"Head\", \"Hitler\", \"I\", \"I'd\", \"I'll\", \"I'm\", \"IMFI\", \"In\", \"It's\", \"Sarah\", \"State\", \"You\", \"a\", \"a-flowingNo\", \"ability\", \"aboveAliens\", \"afraid\", \"again\", \"againIn\", \"againLet\", \"againYou\", \"against\", \"airI\", \"airbag\", \"aircrashPull\", \"alarm\", \"alarms\", \"all\", \"allWhat's\", \"aloneSing..\", \"also\", \"always\", \"am\", \"amazed\", \"an\", \"and\", \"and...Let\", \"androidAmbition\", \"androidWhat's\", \"androidWhen\", \"animals\", \"antibioticsKarma\", \"antscar\", \"are\", \"aroundCrushed\", \"aroundI'm\", \"aroundLet\", \"aroundShell\", \"arrest\", \"as\", \"ask\", \"associate\", \"at\", \"awayBut\", \"baby\", \"back\", \"backAnd\", \"backwards\", \"bad\", \"bank\", \"barks\", \"basement.And\", \"be\", \"beautiful\", \"believe\", \"bellyache\", \"best\", \"better\", \"blows\", \"board\", \"boiling\", \"born\", \"bottlesAnd\", \"bouncing\", \"breaks\", \"breath\", \"breathingDon't\", \"breathingI\", \"bug\", \"burstI\", \"businessCattle\", \"but\", \"buzzes\", \"by\", \"cageon\", \"calculatedno\", \"called\", \"can\", \"can't\", \"canBut\", \"canIt's\", \"candle's\", \"car\", \"carI'm\", \"carbon\", \"cattied\", \"chance\", \"changeKill\", \"changePull\", \"check\", \"chemical\", \"chicken\", \"childishat\", \"children\", \"chill\", \"chillYou\", \"choke\", \"chokeWe\", \"chokemore\", \"clinging\", \"collapsingFloating\", \"comes\", \"completelyI'd\", \"consequence\", \"contact\", \"contemporariesat\", \"could\", \"country\", \"crackle\", \"cracks\", \"crashed\", \"creaturesWho\", \"credit\", \"cries\", \"cry\", \"cupboard.I've\", \"darkor\", \"day\", \"day....I\", \"dayI\", \"dayPull\", \"days\", \"deep\", \"desperatenothing\", \"detuned\", \"die.And\", \"dinners\", \"disappointingLet\", \"do\", \"does....Rain\", \"don't\", \"dow\", \"down\", \"downCome\", \"downHey\", \"downI\", \"downIdiot\", \"downSometimes\", \"dreamsno\", \"dressedBefore\", \"drink\", \"drinking\", \"drivelOne\", \"driven\", \"drivera\", \"drivingTake\", \"drying\", \"dust\", \"easeeating\", \"economicsIt's\", \"edgeA\", \"edgeThe\", \"edgeWe\", \"either\", \"electioneeringI\", \"else\", \"employee\", \"empowered\", \"emptiest\", \"empty\", \"ends\", \"enjoy\", \"enoughI've\", \"escape\", \"escapePack..\", \"escapenow\", \"everlasting\", \"exercise\", \"eyes\", \"far\", \"fast\", \"father\", \"fatsa\", \"favoursfond\", \"feel\", \"feeling.That\", \"feelingsDisappointed\", \"feet\", \"feetFor\", \"filmstill\", \"final\", \"finally\", \"first\", \"fit\", \"flowingWings\", \"folks\", \"for\", \"forgettingThe\", \"forwards\", \"franticlike\", \"frequently\", \"fridgeHe's\", \"friends\", \"friendsBut\", \"from\", \"full\", \"gardenNo\", \"german\", \"get\", \"getThis\", \"ghostI\", \"girlHer\", \"given\", \"glorious\", \"go\", \"going\", \"goingAt\", \"goingDon't\", \"gonna\", \"good\", \"got\", \"governmentThey\", \"great\", \"grip\", \"groundLet\", \"grow\", \"gucci\", \"guess\", \"gym\", \"hairdo\", \"handshake\", \"hanging\", \"has\", \"have\", \"he\", \"head\", \"headWhat's\", \"healYou\", \"healthier\", \"hears\", \"heart\", \"height...\", \"height...Rain\", \"heightFrom\", \"hell\", \"her\", \"hereNo\", \"herePlease\", \"himIt's\", \"his\", \"hit\", \"hole\", \"holes\", \"home\", \"homeOf\", \"hope\", \"house\", \"houseThat\", \"hoverMaking\", \"ice.Do\", \"idealismwill\", \"if\", \"illAnd\", \"illnesstires\", \"in\", \"informed\", \"innocentI\", \"insideYou'll\", \"interstellar\", \"intofrozen\", \"is\", \"isMaking\", \"it\", \"it's\", \"itI'd\", \"jackknifed\", \"job\", \"juggernaut\", \"juices\", \"just\", \"keep\", \"keeps\", \"key\", \"kids\", \"kill\", \"killing\", \"kills\", \"king\", \"kisses\", \"know\", \"knowHey\", \"lake'Cause\", \"landfillA\", \"landingThe\", \"laneLate\", \"laugh\", \"laughA\", \"laughWe\", \"leavingThe\", \"legs\", \"let\", \"lifeA\", \"lifeIn\", \"lifeThey'd\", \"light\", \"like\", \"little\", \"live\", \"local\", \"lock\", \"loneliest\", \"longer\", \"look\", \"looseBreathe\", \"lose\", \"lost\", \"love\", \"loveIt's\", \"lovecharity\", \"loves\", \"luck\", \"makes\", \"man\", \"manHe\", \"manOff\", \"manWho's\", \"manWhy\", \"mathsHe\", \"may\", \"me\", \"meFrom\", \"meLike\", \"meThat's\", \"meThey'd\", \"meaning\", \"meetRiot\", \"meetWake..\", \"member\", \"memorystill\", \"mess\", \"microwave\", \"midday\", \"mind.So\", \"minute\", \"monoxideNo\", \"moral\", \"more\", \"morningI\", \"moths\", \"motorways\", \"moviesFor\", \"muchregular\", \"my\", \"myself\", \"myselfFor\", \"myselfPhew\", \"myselfTransport\", \"name?I\", \"name?Off\", \"nameBut\", \"neon\", \"nerveBreathe\", \"networkingThe\", \"never\", \"next\", \"night\", \"no\", \"noise\", \"not\", \"nothingSay\", \"now\", \"of\", \"off\", \"old\", \"on\", \"one\", \"only\", \"opinion\", \"or\", \"orderson\", \"out\", \"outside.Fifteen\", \"overchargedThat's\", \"paceslower\", \"panic\", \"paranoiacareful\", \"paranoid\", \"partyThis\", \"patient\", \"pavementUp\", \"payrollThis\", \"peaceWe\", \"people\", \"per\", \"pick\", \"piggyYou\", \"pigin\", \"pigskinThe\", \"please\", \"pleaseSuch\", \"plugholekeep\", \"police\", \"policeI've\", \"powerlessan\", \"pragmatism\", \"pretty\", \"prods\", \"productivea\", \"productivecomfortablenot\", \"publicless\", \"putting\", \"quiet\", \"radioKarma\", \"rain\", \"reactionHysterical\", \"reflection.It's\", \"rely\", \"remember\", \"rememberWhy\", \"rememberYou\", \"restFrom\", \"ridiculously\", \"right\", \"right..I'm\", \"rightAll\", \"ring\", \"road\", \"roll\", \"rollThis\", \"rules\", \"safe\", \"safer\", \"salivano\", \"saturated\", \"save\", \"saved\", \"screamingThe\", \"seata\", \"seatsleeping\", \"secondHey\", \"secretsThey're\", \"see\", \"seen\", \"self-employedconcerned\", \"sentimentalIt\", \"shadowsnothing\", \"shieldsVoodoo\", \"shipShow\", \"shit\", \"shot\", \"show\", \"shut\", \"signScrolling\", \"silentThis\", \"sirYou're\", \"skull\", \"skullI'll\", \"sleep\", \"sleepThe\", \"slow\", \"slowly\", \"smashed\", \"smell\", \"smiling\", \"so\", \"society\", \"some\", \"somewhere\", \"song\", \"songA\", \"sparks\", \"sparksYou\", \"speak\", \"spiders\", \"spineless\", \"spiritsDrill\", \"squealing\", \"standing\", \"starsAnd\", \"stickthat's\", \"still\", \"stop\", \"stopI\", \"stoppingTaking\", \"strapped\", \"such\", \"summer\", \"sundays\", \"sundaysno\", \"superheroWe\", \"supermarketno\", \"surprises\", \"surprisesNo\", \"surprisesSilent\", \"survivedAn\", \"swoop\", \"take\", \"talks\", \"tearsToday\", \"teenage\", \"tell\", \"that\", \"that's\", \"that...?\", \"the\", \"their\", \"them\", \"themselvesAnd\", \"then\", \"thenwill\", \"there\", \"thereClimbing\", \"thereOpen\", \"these\", \"they\", \"they'd\", \"thingYou\", \"thingsWhen\", \"think\", \"this\", \"thousand\", \"time\", \"tired\", \"to\", \"tonightAnd\", \"too\", \"townWhere\", \"toys\", \"tramlinesStarting\", \"trust\", \"trying\", \"turnI'll\", \"turns\", \"twitch\", \"uglyKicking\", \"unborn\", \"unhappyBring\", \"universeI\", \"universeIn\", \"up\", \"uptightUptight..I\", \"uptightUptight..It\", \"us\", \"usBefore\", \"usFor\", \"usI'll\", \"usKarma\", \"uselessHysterical\", \"voices\", \"vomitGod\", \"vomitThe\", \"voteWhen\", \"wallWith\", \"wallfavours\", \"wallsClimbing\", \"wallsI\", \"wallsIt's\", \"warIn\", \"warm\", \"warmThere's\", \"wash\", \"washing\", \"watch\", \"water\", \"way\", \"we\", \"we're\", \"weaknesscalmfitter\", \"weekgetting\", \"weird\", \"well\", \"wet\", \"what\", \"when\", \"where\", \"which\", \"will\", \"wingsA\", \"winter\", \"wisdom\", \"wish\", \"with\", \"withFloor\", \"withNo\", \"withYou\", \"won't\", \"world\", \"would\", \"yeah!The\", \"you\", \"youBruises\", \"youNow\", \"your\", \"yuppies\"], \"textposition\": \"bottom center\", \"x\": [66.10957336425781, 82.80529022216797, -91.1533432006836, 28.98600196838379, -145.2285919189453, 68.11355590820312, -144.0179901123047, -117.40491485595703, -92.36351013183594, 60.027984619140625, -91.73701477050781, 49.677188873291016, 107.95362091064453, -171.5957794189453, -119.44102478027344, -107.6045913696289, 75.74678039550781, -118.6805191040039, 169.0722198486328, -44.656982421875, -123.61548614501953, -80.44786071777344, -12.236028671264648, -163.50633239746094, -78.00577545166016, -50.714813232421875, -54.55847930908203, -164.7311553955078, 15.0380277633667, -61.28605270385742, -46.717166900634766, -39.08362579345703, -38.22987747192383, -104.38654327392578, -80.11951446533203, -39.17429733276367, -48.613040924072266, 158.64488220214844, 21.642059326171875, 103.32249450683594, 12.121835708618164, 82.61365509033203, 130.0743865966797, 116.4757308959961, -56.78977584838867, -0.3525288701057434, 130.4263458251953, -125.89896392822266, 53.78695297241211, 141.094482421875, -54.45175552368164, -37.973419189453125, 171.77340698242188, 154.12120056152344, 24.125858306884766, 28.755617141723633, 77.59487915039062, 93.54098510742188, 65.81700134277344, -9.027551651000977, -83.33341217041016, 53.22700119018555, 124.61630249023438, -16.132204055786133, 133.21990966796875, -58.90498352050781, -12.58751392364502, 30.715282440185547, -13.683696746826172, 59.59294509887695, 63.99247360229492, 134.2845458984375, -9.533417701721191, 27.218263626098633, -109.89923095703125, 33.294063568115234, 23.52923583984375, 34.51073455810547, 95.20530700683594, 50.78334426879883, 80.43209838867188, -83.78334045410156, -9.590200424194336, -70.77701568603516, 29.68011474609375, 19.364614486694336, 38.613834381103516, -24.947725296020508, 111.99759674072266, -69.99040985107422, -72.24893188476562, 77.5087890625, -6.2805705070495605, 40.458805084228516, -3.370541572570801, -44.93511962890625, 97.29005432128906, 84.77297973632812, -144.93240356445312, 28.972352981567383, -40.296329498291016, -62.92051315307617, 68.09795379638672, 3.9595394134521484, -0.21410411596298218, 71.93553161621094, -132.46688842773438, 16.581361770629883, 2.0939416885375977, -39.0504264831543, 33.8091926574707, -4.266290187835693, -121.5545425415039, -146.15939331054688, 14.883001327514648, -60.63249969482422, 8.22107219696045, -14.386914253234863, -99.35602569580078, -2.799069881439209, -38.525943756103516, -35.95969772338867, 51.06728744506836, 70.01988220214844, 21.232648849487305, -39.02085876464844, -21.03653907775879, 90.6810302734375, -119.90528106689453, 13.734075546264648, 64.4686279296875, -81.48684692382812, 36.401912689208984, -84.25374603271484, 21.70472526550293, -87.52369689941406, 29.321369171142578, 123.0343017578125, -41.48969268798828, 107.68939971923828, 150.00982666015625, 16.16876792907715, 94.53520965576172, 27.177064895629883, -62.829925537109375, 161.3528594970703, 125.21343231201172, 118.8525390625, -70.47602081298828, 4.0194525718688965, -144.8275146484375, -0.4669579863548279, 99.51354217529297, 23.093168258666992, -142.1610565185547, 64.77787780761719, 46.14261245727539, 30.04051399230957, 5.675271987915039, -131.29258728027344, 56.344390869140625, -3.844564199447632, 0.9634596705436707, -17.738174438476562, -61.01886749267578, 53.530757904052734, -39.89093780517578, 36.03070831298828, -96.49475860595703, -1.1176074743270874, -19.00058937072754, -47.81829071044922, -56.14808654785156, -17.46019172668457, -121.77686309814453, 175.86756896972656, 85.79251861572266, 109.0657958984375, -99.38452911376953, 80.96979522705078, 133.0749969482422, 116.2287368774414, -121.52241516113281, -34.72014236450195, 42.659202575683594, 23.35906410217285, 0.4029672145843506, 26.367416381835938, -129.9329376220703, -123.87580871582031, -78.56158447265625, 32.217777252197266, -42.48982620239258, 66.58303833007812, 2.577430248260498, -108.02808380126953, -13.38192367553711, -153.8913116455078, -50.79302978515625, -81.12164306640625, 55.0489387512207, 45.317604064941406, 18.98958969116211, -27.335071563720703, -26.773719787597656, -42.85009002685547, -116.23662567138672, 98.3966293334961, 136.717041015625, 69.73998260498047, -51.44060134887695, -26.857532501220703, -45.06207275390625, 138.938232421875, -36.115867614746094, -26.928604125976562, -75.26358032226562, 35.709503173828125, -106.6220474243164, 98.72356414794922, -24.322641372680664, 15.82960319519043, 97.53170776367188, 71.53282165527344, 51.167449951171875, 57.7206916809082, 125.46052551269531, -76.20645904541016, 16.282716751098633, -99.27313232421875, -26.877147674560547, -32.94643020629883, 52.712406158447266, -75.68323516845703, 78.39115142822266, -180.20181274414062, 27.598934173583984, 65.25393676757812, 249.56520080566406, 56.37543869018555, 64.07936096191406, 77.78665161132812, -103.19876098632812, -92.80843353271484, 58.31661605834961, 2.4844326972961426, -18.510528564453125, 30.50250244140625, 9.674872398376465, -75.727294921875, 103.26374053955078, -29.94289207458496, 74.44464111328125, -133.2616424560547, -113.4012680053711, -92.83356475830078, -142.42784118652344, -163.56883239746094, 29.71832847595215, -24.212947845458984, -88.79641723632812, -23.336416244506836, -52.77965545654297, 14.899344444274902, 107.36656188964844, -94.9976806640625, -7.689514636993408, 125.51528930664062, -41.04127502441406, -71.35789489746094, -60.33823776245117, -0.9774345755577087, 14.073175430297852, 77.40850067138672, -156.34500122070312, -86.76517486572266, -52.48356246948242, -70.49703979492188, -62.95215606689453], \"y\": [-35.420013427734375, -24.640338897705078, 58.277069091796875, -105.56278228759766, 54.77317810058594, 54.82481002807617, 87.12104797363281, 32.16779327392578, 41.890602111816406, -63.2731819152832, 97.12749481201172, 109.86626434326172, -41.28573989868164, 51.92900085449219, -140.6970977783203, -13.84994888305664, 11.331548690795898, -121.23436737060547, 19.88006019592285, 112.287353515625, -36.71235275268555, -30.191377639770508, 136.93157958984375, -9.151535987854004, -88.81399536132812, -19.832351684570312, 89.30925750732422, -133.5053253173828, -140.5636749267578, 5.126904487609863, -44.65509796142578, -5.664889335632324, 34.30667495727539, -62.18564987182617, 63.035491943359375, -23.437353134155273, -42.221168518066406, 69.11504364013672, -23.564252853393555, 18.614147186279297, 136.11802673339844, 59.4953727722168, -40.26644515991211, 105.36454010009766, 161.80479431152344, 1.4540148973464966, 1.7860833406448364, 54.679962158203125, 23.02083396911621, -80.44551849365234, -55.542903900146484, -121.0820541381836, -16.231082916259766, 90.93425750732422, -174.66436767578125, 9.507905960083008, -110.96956634521484, 34.61491775512695, -63.109195709228516, -24.84377098083496, -106.16978454589844, 105.29985809326172, -35.55481719970703, 6.900524139404297, -74.89888763427734, 146.99069213867188, -69.66935729980469, -6.171609401702881, 50.200382232666016, 50.6436882019043, 24.260107040405273, 15.514387130737305, 62.67536163330078, 105.05833435058594, 144.77413940429688, -26.081632614135742, -48.60363006591797, -63.16336441040039, -23.567668914794922, 75.05257415771484, 34.08747482299805, -10.507535934448242, 5.230576515197754, -134.3634796142578, 28.3206844329834, 62.48566818237305, -32.95022201538086, -2.06115984916687, -115.35736846923828, 44.250099182128906, 9.057438850402832, 73.28673553466797, -50.9139404296875, -99.88370513916016, 105.85682678222656, -29.76169204711914, 88.60240936279297, -52.77507781982422, 1.0261188745498657, -71.1451644897461, -128.8770751953125, 75.2998046875, -148.09170532226562, -130.77047729492188, 76.94061279296875, -90.63184356689453, 101.7576675415039, -37.14688491821289, -22.456539154052734, 33.91913986206055, -53.76670837402344, 88.12898254394531, 22.702171325683594, -87.92327117919922, -11.072548866271973, 6.523736953735352, -154.55172729492188, -163.18589782714844, 127.05240631103516, -65.3975830078125, 63.148162841796875, 128.4733123779297, 153.7073211669922, 26.142366409301758, 18.73897933959961, -71.77233123779297, -26.552358627319336, 115.72464752197266, 53.923988342285156, -96.24800109863281, 145.89071655273438, -155.92776489257812, 47.89443588256836, -42.40814971923828, 30.173173904418945, -120.52986145019531, 110.5864028930664, 111.1313705444336, -68.22433471679688, -118.25706481933594, 48.06727600097656, -83.6148452758789, -97.71588134765625, -105.8869400024414, 98.06128692626953, -29.27692413330078, 26.573640823364258, 21.073143005371094, 14.957329750061035, 168.36322021484375, 124.66040802001953, 104.6237564086914, 125.15423583984375, 24.20469093322754, 49.31836700439453, 27.65765953063965, 36.91352844238281, -26.18058967590332, 34.40401840209961, -4.950345516204834, -142.57000732421875, 19.645442962646484, -111.65413665771484, -30.06940460205078, -118.44855499267578, 94.05577087402344, -123.73686218261719, 118.28556060791016, 11.379180908203125, -43.44675827026367, 72.28923034667969, -13.512130737304688, -59.87138366699219, 1.5258026123046875, -21.340436935424805, 36.8773078918457, 67.70946502685547, -18.551780700683594, -24.111581802368164, -26.91463851928711, -62.08671951293945, 44.374366760253906, 75.1700439453125, 131.75914001464844, 66.31288146972656, 45.53696823120117, 98.76107025146484, 7.808567047119141, -88.5465316772461, -65.67080688476562, 15.710735321044922, 63.16756057739258, 75.05796813964844, -71.37757873535156, -175.96737670898438, -68.13988494873047, 54.7401008605957, 6.148255348205566, 73.94696044921875, -107.6826171875, -5.870034694671631, -5.546528339385986, 58.07965087890625, -81.49725341796875, 13.651012420654297, 92.10826110839844, -20.391515731811523, -102.7435302734375, -33.139556884765625, -59.2186279296875, -172.45864868164062, -80.52306365966797, -63.40982437133789, -76.61534118652344, -115.04823303222656, -96.0461654663086, 354.796142578125, -30.706161499023438, 58.56150817871094, 65.69171905517578, 26.42779541015625, -120.66548156738281, 148.52597045898438, 98.49085235595703, -119.40768432617188, -107.09917449951172, 70.04076385498047, -22.033702850341797, 132.51959228515625, 24.883426666259766, 61.02667236328125, 164.29486083984375, -50.84297561645508, -65.78284454345703, -49.48176193237305, -2.624730110168457, 63.656951904296875, 66.29174041748047, 30.73244857788086, -56.701438903808594, -6.645915508270264, -7.601183891296387, 109.86583709716797, -98.74422454833984, -143.0264892578125, -60.2586669921875, -154.65318298339844, 92.06244659423828, 67.827880859375, 83.14805603027344, 7.497511386871338, -64.54660034179688, 13.370914459228516, -43.869415283203125, 13.308993339538574, 117.0272445678711, -75.95758819580078, -71.43527221679688, 156.1895751953125, 121.59817504882812, 75.25239562988281, 74.48258972167969, 25.10392951965332, 10.224340438842773, -37.87540817260742, -53.11223602294922, -3.1220407485961914, 46.83698272705078, -46.908905029296875, 47.42866897583008, 42.58340072631836, -64.18879699707031, 28.273122787475586, -158.93624877929688, -26.6164493560791, -61.876564025878906, 31.386425018310547, -90.20433044433594, 97.76039123535156], \"z\": [-67.72464752197266, -100.66553497314453, -72.68536376953125, -126.44063568115234, -83.11302185058594, -154.68692016601562, 15.108940124511719, 65.78845977783203, 40.1329231262207, -151.02130126953125, 87.4488296508789, -126.00232696533203, -141.91661071777344, -16.98786163330078, -29.232725143432617, 93.97814178466797, -133.50665283203125, 43.98407745361328, -89.943115234375, -27.24310302734375, 59.03469467163086, 59.179962158203125, -29.645559310913086, 91.59729766845703, 37.91087341308594, -118.90824127197266, -115.50657653808594, 262.7812805175781, 120.362548828125, 45.98865509033203, -164.7172088623047, 180.4099578857422, 3.3463659286499023, -54.049598693847656, 155.09449768066406, -10.931914329528809, 18.256912231445312, -58.12378692626953, -166.70082092285156, 53.38591384887695, -82.72532653808594, 59.70545196533203, 124.6064453125, 79.77961730957031, -50.415924072265625, 140.01113891601562, 25.729402542114258, 99.46532440185547, -110.29694366455078, -29.086563110351562, -38.880069732666016, 44.79545974731445, -33.651817321777344, 24.3974552154541, 34.66804122924805, 95.9105453491211, 105.12397766113281, -0.5005964636802673, 84.36348724365234, -85.4893798828125, 78.38128662109375, 86.06787872314453, -12.335593223571777, 115.09320831298828, 82.80294036865234, 82.87105560302734, -154.23916625976562, -67.991943359375, 92.19889831542969, -42.65886306762695, -34.19239044189453, -15.42110538482666, 152.02667236328125, -27.31630516052246, -35.004791259765625, -115.56137084960938, -118.33968353271484, -49.2655029296875, 22.94977378845215, 155.7124786376953, 135.84115600585938, 13.765169143676758, -115.6401138305664, -42.14924240112305, 4.158802509307861, 8.001197814941406, 74.32657623291016, 26.052593231201172, -56.54188919067383, -49.79469680786133, -76.98381042480469, 105.50750732421875, -48.273929595947266, -13.309582710266113, -64.3836669921875, 97.7649917602539, 18.5790958404541, -29.74118995666504, 41.126869201660156, 68.83246612548828, 101.4638442993164, -14.7644681930542, -39.4510498046875, 14.40773868560791, -36.559303283691406, -45.56497573852539, -42.71733856201172, 26.460033416748047, -8.071578979492188, -24.908679962158203, 3.189957618713379, 30.885717391967773, -0.5135141611099243, 61.540687561035156, 30.753244400024414, -13.676539421081543, -53.61648178100586, 67.45612335205078, 35.181156158447266, 130.3779754638672, -159.37489318847656, 41.64444351196289, 52.10800552368164, 21.99623680114746, 183.70135498046875, 20.31516456604004, 155.823486328125, -90.72151947021484, -33.71664810180664, 94.9346923828125, -55.01057815551758, 49.34053421020508, -77.67586517333984, -33.20191955566406, -91.31660461425781, 2.9874136447906494, 126.26587677001953, -42.86299133300781, -108.70100402832031, 51.253990173339844, 66.23765563964844, 32.107177734375, 5.67094612121582, -73.12728881835938, -67.09603881835938, 34.40166473388672, -56.56827163696289, -95.77090454101562, -158.3676300048828, 52.70404815673828, 10.778063774108887, 75.85089874267578, 28.781970977783203, -165.1072540283203, 23.861616134643555, 105.43534851074219, 69.26889038085938, 114.667236328125, -47.19947052001953, -109.88676452636719, 71.31853485107422, -4.014266490936279, -28.433692932128906, 57.947025299072266, -114.63077545166016, 47.03759002685547, -3.561701774597168, 15.509936332702637, -37.160499572753906, 91.97168731689453, -79.92547607421875, -51.946754455566406, 147.9521484375, -157.33726501464844, 15.817951202392578, 5.170164585113525, -56.03291702270508, -52.23008346557617, -82.02351379394531, 112.68571472167969, -80.80409240722656, 109.68865966796875, 54.73191833496094, -98.35549926757812, -24.82659149169922, 135.20108032226562, -97.8453369140625, -20.952293395996094, -22.346935272216797, 111.40657806396484, 93.34764099121094, -125.76612854003906, -34.950096130371094, -88.9451904296875, -10.091232299804688, 31.4905948638916, -114.73466491699219, -56.09080505371094, 113.46375274658203, 134.17955017089844, 16.547515869140625, 141.87350463867188, 50.04093933105469, -17.168149948120117, 67.22322845458984, 91.1488265991211, -36.88087844848633, -114.5633316040039, -92.21959686279297, 7.880579471588135, 7.397122859954834, 64.20193481445312, 58.013065338134766, 25.359922409057617, -74.34972381591797, -61.8327751159668, 23.625225067138672, -33.16234588623047, -6.390431880950928, -104.54612731933594, -70.38385772705078, 58.286033630371094, -4.667383193969727, -24.757583618164062, 5.830064296722412, 32.79875564575195, -18.125490188598633, 131.16799926757812, 66.03948211669922, -115.68576049804688, 46.039981842041016, 5.537995338439941, 165.3592529296875, 97.35022735595703, 124.68181610107422, 0.8852908611297607, 95.38002014160156, 15.170676231384277, -92.55269622802734, 42.444671630859375, 55.13953399658203, -22.20895004272461, -11.00372314453125, -80.41570281982422, -92.67330169677734, -1.3883863687515259, -97.69728088378906, -81.15138244628906, -165.42630004882812, 54.64664840698242, 95.98280334472656, 110.10579681396484, -69.11431121826172, -10.750785827636719, 134.30853271484375, -86.63599395751953, -76.29617309570312, 22.3193302154541, -8.261984825134277, 131.1809539794922, -127.12822723388672, 0.9723290205001831, 135.62506103515625, 71.80213928222656, 59.38279724121094, -125.58634185791016, -45.057796478271484, 41.82514953613281, -71.83277130126953, 23.498939514160156, 76.8568344116211, -78.74545288085938, 49.066123962402344, 12.567875862121582, -60.79820251464844, -3.2693381309509277, -109.50985717773438, -28.261720657348633, 13.438199043273926], \"type\": \"scatter3d\", \"uid\": \"83b96d9e-a07a-11e8-8604-8c8590672924\"}],\n",
" {\"title\": \"Ok Computer lyrics\"},\n",
" {\"showLink\": true, \"linkText\": \"Export to plot.ly\"}\n",
" ).then(function () {return Plotly.addFrames('ee092938-8c2f-48c9-a368-1dc57c8792dd',{});}).then(function(){Plotly.animate('ee092938-8c2f-48c9-a368-1dc57c8792dd');})\n",
" });</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with open('ok_computer.txt', 'r') as f:\n",
" data = f.read()\n",
" \n",
"words = np.unique(data.replace('\\n', '').replace(',', ' ').replace('(','').replace(')','').split(' '))\n",
"ok_computer = [word for word in words if word not in stopwords.words('english')]\n",
"\n",
"x, y, z = get_coordinates(model, ok_computer)\n",
"\n",
"plot = [go.Scatter3d(x = x,\n",
" y = y,\n",
" z = z,\n",
" mode = 'markers+text',\n",
" text = words,\n",
" textposition='bottom center',\n",
" hoverinfo = 'text',\n",
" marker=dict(size=5,opacity=0.8))]\n",
"\n",
"layout = go.Layout(title='Ok Computer lyrics')\n",
"fig = go.Figure(data=plot, layout=layout)\n",
"plt.iplot(fig) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment