In [1]:
from gensim.models import AuthorTopicModel
model = AuthorTopicModel.load('model.atmodel')
In [2]:
model.show_topics(num_topics=100)
Out[2]:
[(0,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(1,
'0.024*"años" + 0.014*"fotos" + 0.010*"rius" + 0.010*"vida" + 0.009*"despiertaconloret" + 0.008*"millones" + 0.008*"mundo" + 0.007*"mujer" + 0.007*"política" + 0.007*"río"'),
(2,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(3,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(4,
'0.164*"ntt" + 0.043*"rivapa" + 0.034*"porsinoloviste" + 0.023*"lt" + 0.021*"spinoso" + 0.018*"jairavalosl" + 0.012*"latentación" + 0.010*"impreso" + 0.009*"ampliamos" + 0.008*"ejecentral"'),
(5,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(6,
'0.029*"difem" + 0.029*"TomaNota Este de Agosto" + 0.016*"sancionarn" + 0.014*"Padre Jos Miguel Machorro" + 0.000*"conducen" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania"'),
(7,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(8,
'0.111*"mesaparatodos" + 0.085*"entrevistamvs" + 0.028*"marcaclaromvs" + 0.020*"mlopezsanmartin" + 0.020*"carloszup" + 0.018*"etorreblancaj" + 0.017*"LuisCardenasMx FM" + 0.015*"ensutinta" + 0.015*"Manuel Gómez" + 0.011*"charrosvsgangsters"'),
(9,
'0.019*"noticias" + 0.012*"fm" + 0.009*"enpunto" + 0.008*"cdmx" + 0.007*"tlhuac" + 0.006*"autoridades" + 0.006*"duarte" + 0.005*"unidos" + 0.005*"mil" + 0.005*"violencia"'),
(10,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(11,
'0.008*"niunfraudemasmx" + 0.004*"gobie" + 0.000*"conducen" + 0.000*"recibes" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"CarrilloPablo Javier_Alarcon"'),
(12,
'0.031*"opinión" + 0.017*"est" + 0.013*"qu" + 0.011*"a" + 0.010*"y" + 0.009*"gracias" + 0.008*"the" + 0.008*"travs" + 0.007*"pri" + 0.006*"aristeguienvivo"'),
(13,
'0.012*"bolsas" + 0.007*"suma" + 0.007*"videgaray" + 0.007*"tecnología" + 0.006*"asia" + 0.006*"migración" + 0.006*"trato" + 0.006*"dólares" + 0.005*"analistas" + 0.005*"reos"'),
(14,
'0.042*"traiciona" + 0.040*"jenarovillamil" + 0.038*"julioastillero" + 0.033*"lajornada" + 0.022*"embriones" + 0.014*"eponiatowska" + 0.014*"sobornos" + 0.013*"cre" + 0.013*"moneroslajornada" + 0.013*"donaldtrump"'),
(15,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(16,
'0.028*"laopinión" + 0.028*"osvaldomonos" + 0.024*"Eduardo Gómez" + 0.020*"cuidatudinero" + 0.020*"envideo" + 0.020*" Policiaca" + 0.016*"tormentafranklin" + 0.016*"Opinion " + 0.016*"megamarcha" + 0.016*"laprensaoem"'),
(17,
'0.242*"laprimeramvs" + 0.055*"alaire_laprimeramvs" + 0.040*"laprimeramvs_travs" + 0.029*"ptellovillagran" + 0.013*"sheilarenne" + 0.010*"patricioking" + 0.010*"gabycuevas" + 0.008*"primerasplanas" + 0.007*"kattislas" + 0.007*"micheel"'),
(18,
'0.118*"exclsiortv" + 0.050*"exclsiorinforma" + 0.020*"excelsior" + 0.020*"exclsior" + 0.015*"yuririasierra" + 0.013*"yazminjalil" + 0.012*"rubengomezcasas" + 0.011*"imagenclaudiam" + 0.010*"titularesdelanoche" + 0.009*"paobarquet"'),
(19,
'0.042*"enfoquedeporte" + 0.031*"Ciudad de Mxico Enfoque Noticias" + 0.021*"greg" + 0.021*"simularon" + 0.021*"cravioto" + 0.021*"Greg Miller" + 0.021*"miller" + 0.021*"desiree" + 0.021*"iab" + 0.021*"barboza"'),
(20,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(21,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(22,
'0.021*"El Universal" + 0.015*"lacronicadehoy" + 0.015*"Portada Milenio" + 0.013*"comando" + 0.012*"Portada Reforma" + 0.010*"desdeñan" + 0.009*"Portada Excelsior" + 0.007*"Mia Ash" + 0.007*"ash" + 0.007*"Morena est"'),
(23,
'0.036*"chcalo" + 0.015*"tomaprecauciones" + 0.013*"telfonorojo" + 0.013*"diseñado" + 0.012*"Ser…" + 0.012*"nykte" + 0.012*"rebasó" + 0.011*"gonmoc" + 0.011*"daniellemx" + 0.011*"adriantrejo"'),
(24,
'0.366*"enfoque_noticias" + 0.276*"enfoquenoticias" + 0.031*"EnfoqueNoticias…" + 0.030*"stereocienmx" + 0.026*"Enfoque Noticias" + 0.021*"carmonamartin" + 0.013*" Enfoque Noticias" + 0.013*"gercedillo" + 0.010*"aperezcanedo" + 0.010*"Finanzas Dólar"'),
(25,
'0.016*"arrasa" + 0.010*"internationalbeerday" + 0.009*"pedrerol" + 0.008*"corberó" + 0.008*"Úrsula Corberó" + 0.008*"úrsula" + 0.007*"Alberto Garzón" + 0.007*"carlotaeramirez" + 0.007*"alvaromenlon" + 0.006*"risa"'),
(26,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(27,
'0.021*"redesdepodermty" + 0.021*"redesdepoder" + 0.014*"cavernícola" + 0.014*"documentoíndigo" + 0.014*"medallas" + 0.013*"Opinión de" + 0.011*"opus" + 0.011*"ramonalberto" + 0.011*"tinnitus" + 0.010*"Baja California Sur"'),
(28,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(29,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(30,
'0.050*"imagen_radio" + 0.044*"Imagen Radio" + 0.032*"msgrandequenunca" + 0.030*"conduce" + 0.027*"imageninformativa" + 0.013*"imagennews" + 0.012*"preguntadeldía" + 0.010*"palabradeldepor" + 0.010*"CarrilloPablo Javier_Alarcon" + 0.008*"quiniela"'),
(31,
'0.080*"lasnoticiascondanielle" + 0.070*"enpunto_denisemaerker" + 0.032*"mendezraq" + 0.029*"lrubin" + 0.021*"afcvcfc" + 0.018*"enlared" + 0.016*"DeniseMaerker…" + 0.014*"francocasella" + 0.014*"EnPunto DeniseMaerker" + 0.012*"EnPunto…"'),
(32,
'0.034*"malamadremx" + 0.029*"gaelgarciab" + 0.018*"suena" + 0.011*"lujambioalberto" + 0.010*"laferia" + 0.010*"pongan" + 0.010*"cucaracha" + 0.009*"vivan" + 0.008*"adversarios" + 0.007*"publicamos"'),
(33,
'0.075*"opiniónlsr" + 0.048*"yosoitu" + 0.012*"FOTOS Así" + 0.012*"metrópoli" + 0.010*"chitlgalvez" + 0.009*"fdodiaznaranjo" + 0.008*"especialeslsr" + 0.008*"mhestucasa" + 0.008*"videocolumnalsr" + 0.007*"negarse"'),
(34,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(35,
'0.039*"losniñosdelaguerradelsur" + 0.017*"bajoreserva" + 0.015*"dossierseguridad" + 0.014*"mochilazoeneltiempo" + 0.012*"pacas" + 0.011*"xhani" + 0.009*"lujosa" + 0.009*"acosada" + 0.008*"repost" + 0.008*"educal"'),
(36,
'0.044*"jorgeandresmx" + 0.039*"PRI Asamblea" + 0.016*"ganzom" + 0.013*"ño" + 0.012*"pasotti" + 0.008*"compraron" + 0.007*"weeeeeeenas" + 0.006*"paw" + 0.005*"laclau" + 0.005*"lorenaeme"'),
(37,
'0.058*"laotraopinión" + 0.045*"contraste" + 0.030*"plumasinvitadas" + 0.024*"EN CONTRASTE" + 0.011*"eedientepolítico" + 0.011*"idiotas" + 0.010*"eriista" + 0.010*"PAN-" + 0.009*"rigo" + 0.009*"comentamos"'),
(38,
'0.018*"virtud" + 0.018*"perseguidos" + 0.016*"transformar" + 0.014*"alternativo" + 0.009*"monroy" + 0.008*"opinar" + 0.008*"repensar" + 0.008*"contraria" + 0.008*"legalización" + 0.008*"agotado"'),
(39,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(40,
'0.021*"saluddeuno" + 0.021*"opiniónuno" + 0.013*"ánimo" + 0.011*"anti" + 0.011*"escobedo" + 0.010*"rose" + 0.009*"Xóchitl N" + 0.008*"donaenvida" + 0.008*"exhiban" + 0.007*"sevideo"'),
(41,
'0.043*"tamaravargasof" + 0.033*"rodrigoorenday" + 0.033*"frankymostro" + 0.033*"drdesconocido" + 0.028*"comscore" + 0.022*"flickr" + 0.022*"RodrigoOrenday Me" + 0.022*"facufacundo" + 0.022*"seleneavilatv" + 0.022*"votoinformado"'),
(42,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(43,
'0.066*"bbcmundo" + 0.017*"hoyenanimal" + 0.013*"ciudad_niños" + 0.012*"eedienteanimal" + 0.012*"eleccionesymas" + 0.011*"lujambioalberto" + 0.010*"betoborge" + 0.008*"pamelarogue" + 0.008*"San Miguel de Allende" + 0.008*"uanl"'),
(44,
'0.107*"alaire" + 0.047*"porlamañana" + 0.024*"encontexto" + 0.024*"carlosramirezh" + 0.023*"travs_fm" + 0.019*"paraescuchar" + 0.017*"arturozamora" + 0.016*"pagesbeatriz" + 0.015*"cirogomezl" + 0.013*"ruizmassieu"'),
(45,
'0.032*"tapiafernanda" + 0.020*"asilascosasw" + 0.019*"jrisco" + 0.018*"sandoval" + 0.017*"informaciónw" + 0.016*"desobediencia" + 0.014*"sbados" + 0.012*"magdaleno" + 0.011*"wradiomexico" + 0.010*"villoro"'),
(46,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(47,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(48,
'0.018*"smoda" + 0.018*"verne" + 0.015*"olivares" + 0.012*"ee" + 0.012*"uu" + 0.010*"Melanie Olivares" + 0.010*"buenavidaep" + 0.009*"solucionó" + 0.009*"EE UU" + 0.009*"sentarse"'),
(49,
'0.144*"lomsyi" + 0.068*"notieress" + 0.023*"LoMsYI COLUMNA" + 0.016*"padremachorro" + 0.014*"mazapereda" + 0.014*"TU VOZ" + 0.014*"Mxico Entrate" + 0.014*"libertadreligiosa" + 0.011*"COLUMNA " + 0.011*"CRISIS VENEZUELA"'),
(50,
'0.095*"askmenlatam" + 0.095*"vía_askmenlatam" + 0.043*"autosrpmoficial" + 0.022*"empadron" + 0.015*"infiniti" + 0.012*"aficionado" + 0.011*"fansdemiyagi" + 0.010*"abrazos" + 0.010*"juanterrazas" + 0.009*"hzagal"'),
(51,
'0.067*"epigmenioibarra" + 0.058*"pasedelista" + 0.051*"noalsilencio" + 0.048*"peñadebeserdespedidoya" + 0.041*"pasedelista_pm" + 0.023*"hekglez" + 0.016*"rcanudasg" + 0.015*"esuncrimendeestado" + 0.013*"erendiritas" + 0.011*"exigimos"'),
(52,
'0.017*"moreira" + 0.016*"bala" + 0.014*"yarrington" + 0.014*"Eruviel Ávila" + 0.013*"eruviel" + 0.013*"priista" + 0.013*"Universidad de Sevilla" + 0.012*"ombudsman" + 0.012*"asesinadas" + 0.011*"amp"'),
(53,
'0.011*"urged" + 0.007*"marcelí" + 0.003*"Mexican president to end his public defiance on border" + 0.003*"border" + 0.003*"end" + 0.003*"defiance" + 0.003*"transcript" + 0.003*"reveals" + 0.000*"relatan" + 0.000*"conmovedor"'),
(54,
'0.009*"euros" + 0.006*"ledezma" + 0.005*"adolescente" + 0.005*"revistaproceso" + 0.005*"millones_euros" + 0.005*"antonio_ledezma" + 0.005*"mensaje" + 0.004*"Antonio Ledezma" + 0.004*"alemania" + 0.004*"communityshield"'),
(55,
'0.056*"marthareyesb" + 0.042*"ntt_marthareyesb" + 0.028*"efektonacional" + 0.027*"izz" + 0.027*"tp" + 0.027*"tp_megacable" + 0.027*"izz_sky" + 0.025*"efektoentuvida" + 0.023*"vladimirgaleana" + 0.023*"danycarvallo"'),
(56,
'0.030*"aristeguionline" + 0.028*"alfredolecona" + 0.019*"arnemx" + 0.015*"openculture" + 0.014*"monicamateosv" + 0.014*"americans" + 0.010*"kbandersen" + 0.010*"stephenking" + 0.010*"Todays daily cartoon by" + 0.010*"todays"'),
(57,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(58,
'0.014*"beso" + 0.013*"San Juan Aragón" + 0.013*"enimagenes" + 0.013*"sangriento" + 0.012*"liniomexico" + 0.011*"when" + 0.009*"justinbieber" + 0.008*"english" + 0.008*"basic" + 0.008*"porn"'),
(59,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(60,
'0.015*"venezuela" + 0.009*"cdmx" + 0.007*"maduro" + 0.006*"constituyente" + 0.006*"asamblea" + 0.005*"columna" + 0.005*"entrate" + 0.005*"tlcan" + 0.004*"escribe" + 0.004*"trump"'),
(61,
'0.051*"indicadorpolitico" + 0.017*"noticiasmvs" + 0.015*"das" + 0.015*"paradisus" + 0.015*"atn" + 0.014*"Estado en Casa Blanca" + 0.012*"apontedavid" + 0.011*"motörhead" + 0.011*"David Bowie" + 0.010*"vernos"'),
(62,
'0.017*"fincalacarrodilla" + 0.011*"Valle de Guadalupe" + 0.011*"sen" + 0.006*"ames" + 0.006*"masoquismo" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar"'),
(63,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(64,
'0.055*"lasnoticiascondanielle" + 0.046*"matutinoeress" + 0.035*"eslahoradeopinar" + 0.027*"foroglobal" + 0.020*"sky" + 0.017*"forotv" + 0.016*"forotv_canal" + 0.016*"FOROtv Canal" + 0.016*"izzi_sky" + 0.016*"izzi"'),
(65,
'0.029*"trump" + 0.027*"enfoque" + 0.018*"epn" + 0.016*"franklin" + 0.013*"peña" + 0.010*"eu" + 0.009*"tormenta" + 0.008*"gobierno" + 0.008*"país" + 0.007*"campeche"'),
(66,
'0.010*"ciudad" + 0.010*"entrevista" + 0.010*"norte" + 0.008*"mil" + 0.007*"corea" + 0.006*"corea_norte" + 0.006*"pesos" + 0.006*"Corea del Norte" + 0.006*"paso" + 0.006*"mazo"'),
(67,
'0.128*"videontx" + 0.126*"audiontx" + 0.032*"infografíantx" + 0.013*"adóndeir" + 0.012*"turismontx" + 0.011*"autosntx" + 0.009*"Franklin &" + 0.007*"undato" + 0.006*"corteinformativo" + 0.006*"UNAM_MX >>"'),
(68,
'0.019*"sissicancino" + 0.019*"campal" + 0.013*"Batalla campal" + 0.013*"modersmex" + 0.012*"condesa" + 0.009*"absurdo" + 0.009*"once mil" + 0.008*"servando" + 0.008*"regidora" + 0.008*"modifican"'),
(69,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(70,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(71,
'0.029*"juntospormxico" + 0.010*"síntesis" + 0.010*"cempasúchil" + 0.010*"frankporver" + 0.007*"frustración" + 0.005*"convienen" + 0.004*"euestas" + 0.003*"únete" + 0.003*"habl" + 0.003*"escúchanos"'),
(72,
'0.019*"sección" + 0.016*"pepe" + 0.013*"gilberto" + 0.011*"grillo" + 0.009*"radioactivo" + 0.009*"ibetanzosmtdf" + 0.008*"LoÚltimo " + 0.008*"Pepe Grillo" + 0.008*"Gilberto Guevara" + 0.006*"evalerob"'),
(73,
'0.087*"soyfdelrincon" + 0.047*"cnnee" + 0.035*"conclualcaldes" + 0.029*"conclusiones" + 0.024*"via" + 0.023*"beatrizportega" + 0.020*"antoniomarvel" + 0.017*"concluonu" + 0.013*"nemexico" + 0.012*"antonieta"'),
(74,
'0.105*"aristegui" + 0.048*"reglas" + 0.044*"verde" + 0.029*"gdehoyoswalther" + 0.021*"juanpablopinak" + 0.020*"discutir" + 0.017*"rubenbarreradc" + 0.015*"trafico" + 0.014*"legislatura" + 0.014*"tomenota"'),
(75,
'0.015*"lasagaoficial" + 0.013*"visualización" + 0.013*"rozones" + 0.010*"Portada de este día No se la pierdan" + 0.010*"tierramojada" + 0.010*"Mauricio Flores" + 0.010*"mfloresarellano" + 0.010*"higareda" + 0.010*"Rodolfo Higareda" + 0.010*"Francisco Crdenas Cruz"'),
(76,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(77,
'0.006*"vervideo" + 0.003*"fiera" + 0.000*"automtico" + 0.000*"patricia" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"conducen" + 0.000*"achiquini"'),
(78,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(79,
'0.053*"ms_leaks" + 0.019*"serpienyescaler" + 0.017*"presidenciables" + 0.016*"jmcartoon" + 0.013*"cínica" + 0.012*"visióndefuturo" + 0.012*"candado" + 0.011*"gangrena" + 0.011*"indignidad" + 0.011*"ocupamos"'),
(80,
'0.224*"peñafarsante" + 0.114*"bastadementiras" + 0.043*"sdpnoticias" + 0.040*"vía_sdpnoticias" + 0.024*"jorgeramosnews" + 0.024*"sanjuanamtz" + 0.020*"nvergaraleon" + 0.013*"Encuesta de Facebook" + 0.013*"carlosl" + 0.013*"christiant"'),
(81,
'0.019*"chiautla" + 0.011*"Chiautla de Tapia" + 0.006*" Museo Nacional de Arte de Cataluña" + 0.006*"pere" + 0.006*"taüll" + 0.006*"mari" + 0.006*"gochoalavidava" + 0.006*"gerardofragosom" + 0.006*"discúlpelo" + 0.006*"gótico"'),
(82,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(83,
'0.046*"lanotadura" + 0.019*"elfinancierotv" + 0.017*"rigobertosalgado" + 0.011*"interbancario" + 0.010*"asilascosasw" + 0.008*"ruidoenlared" + 0.008*"adrianrubalcava" + 0.005*"culero" + 0.005*"tuitazo" + 0.005*"gregpmiller"'),
(84,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(85,
'0.050*"oncenoticiastv" + 0.041*"mexicosocial" + 0.030*"effipn" + 0.028*"nayaroldan" + 0.024*"jorgeisraelh" + 0.022*"albertoserdan" + 0.019*"enriquegraue" + 0.016*"relatosdemujeres" + 0.014*"mrselfridge" + 0.014*"pitaamor"'),
(86,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(87,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(88,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(89,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(90,
'0.018*"forestales" + 0.006*"aeromexico" + 0.003*"genialmente" + 0.003*"imperfecto" + 0.000*"pañales" + 0.000*"agencias" + 0.000*"conducen" + 0.000*"vacunar" + 0.000*"EnLaOpinión de Rodpac" + 0.000*"mascotas"'),
(91,
'0.037*"puntosycomas" + 0.019*"mundano" + 0.018*"Video Una" + 0.017*"paezvarela" + 0.015*"columnadecolumnas" + 0.014*"sinembargotv" + 0.014*"lavan" + 0.010*"adelanavarro" + 0.010*"calvillo" + 0.010*"pinfra"'),
(92,
'0.058*"gcerveravalee" + 0.035*"roycampos" + 0.022*"fdvg" + 0.022*"sesuscraiz" + 0.022*"collado" + 0.021*"federicopatino" + 0.017*"gabytrodea" + 0.016*"clausgr" + 0.013*"vocesendirecto" + 0.012*"fmi"'),
(93,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(94,
'0.092*"teconectafm" + 0.046*"arrobafm" + 0.007*"lazo" + 0.000*"conducen" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania"'),
(95,
'0.235*"vía" + 0.037*"Jorge Snchez" + 0.036*"pri" + 0.024*"amlo" + 0.019*"leozuckermann" + 0.018*"decide" + 0.017*"morena" + 0.017*"aprueba" + 0.014*"vemos" + 0.014*"live"'),
(96,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(97,
'0.000*"conducen" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"martibatres" + 0.000*"automtico"'),
(98,
'0.050*"autosef" + 0.037*"monerosfinancieros" + 0.036*"todopersonal" + 0.025*"columnadehoy" + 0.018*"ruiztorre" + 0.017*"garcimonero" + 0.017*"brilla" + 0.017*"plaguicidas" + 0.014*"reflector" + 0.011*"ferrari"'),
(99,
'0.104*"msleídas" + 0.101*"msleídas_aristegui" + 0.030*"AristeguiEnVivo …" + 0.019*"Javier Olmedo Titular Comipems" + 0.014*"soypepemacias" + 0.014*"drlorenzomeyer" + 0.011*"isrobles" + 0.011*"conferencias" + 0.011*"SoyPepeMacias " + 0.011*"soyninonauta"')]
In [3]:
aut_top = {}
for key, value in model.id2author.items():
aut_top[value] = model.get_author_topics(value)
In [4]:
aut_top
Out[4]:
{'ADNPolitico': [(1, 0.03389455564465485),
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'ActualidadRT': [(1, 0.095935198260091337),
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'Adela_Micha': [(1, 0.14620347240794149),
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'Amsalazar': [(1, 0.027161830463997172),
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'sopitas': [(1, 0.11318712858371929),
(9, 0.030050967041885181),
(12, 0.030798222103722437),
(31, 0.034457991862453262),
(54, 0.035035200163096442),
(60, 0.28654663646656614),
(65, 0.041945255040358086),
(66, 0.41503900314256298)],
'soyfdelrincon': [(1, 0.042199025361841842),
(9, 0.069444962456754147),
(12, 0.071855974562781963),
(54, 0.014567759452904613),
(60, 0.21213765438178914),
(65, 0.057989236083217835),
(66, 0.14281859491542057),
(73, 0.36604101830293539)],
'warkentin': [(1, 0.10406030893316946),
(9, 0.013064626689110731),
(12, 0.46605771713683242),
(45, 0.11028837511015406),
(60, 0.09298244151825763),
(65, 0.051704198229377898),
(66, 0.15156624943953856)]}
In [5]:
%%time
from sklearn.manifold import TSNE
tsne = TSNE(n_components=2, random_state=0)
smallest_author = 0 # Ignore authors with documents less than this.
authors = [model.author2id[a] for a in model.author2id.keys() if len(model.author2doc[a]) >= smallest_author]
_ = tsne.fit_transform(model.state.gamma[authors, :]) # Result stored in tsne.embedding_
CPU times: user 1.18 s, sys: 32 ms, total: 1.21 s
Wall time: 609 ms
In [6]:
from bokeh.io import output_file
output_file('grafica.html')
In [7]:
from bokeh.models import HoverTool
from bokeh.plotting import figure, show, ColumnDataSource
x = tsne.embedding_[:, 0]
y = tsne.embedding_[:, 1]
author_names = [model.id2author[a] for a in authors]
scale = 0.01
author_sizes = [len(model.author2doc[a]) for a in author_names]
radii = [size * scale for size in author_sizes]
source = ColumnDataSource(
data=dict(
x=x,
y=y,
author_names=author_names,
author_sizes=author_sizes,
radii=radii,
)
)
hover = HoverTool(
tooltips=[
("author", "@author_names"),
("size", "@author_sizes"),
]
)
p = figure(tools=[hover, 'crosshair,pan,wheel_zoom,box_zoom,reset,save,lasso_select'])
p.scatter('x', 'y', radius='radii', source=source, fill_alpha=0.6, line_color=None)
show(p)
In [8]:
Content source: jadm333/aut-top
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