In [1]:
from gensim.models import AuthorTopicModel
model = AuthorTopicModel.load('model.atmodel')
In [2]:
model.show_topics(num_topics=100)
Out[2]:
[(0,
'0.041*"telfonorojo" + 0.036*"adriantrejo" + 0.024*"nykte" + 0.022*"uganda" + 0.020*"juliopilotzi" + 0.019*"legitimidad" + 0.016*"arruine" + 0.012*"xóchilt" + 0.012*"xóchilt_tress" + 0.011*"hechosysusurros"'),
(1,
'0.058*"virginiasendell" + 0.024*"Leticia Calderón Chelius" + 0.024*"chelius" + 0.019*"Marta Lamas AgendaPública" + 0.016*"Luis Manuel García Moreno" + 0.016*"erizosmx" + 0.015*"MariodelaRosa EsLaHoraDeOpinar" + 0.011*"Terremoto…" + 0.011*"Luis Miguel Prez" + 0.010*"anaordonana"'),
(2,
'0.145*"leaks" + 0.130*"ms_leaks" + 0.032*"Ms leaks:" + 0.022*"Te contamos:" + 0.016*"jmcartoon" + 0.011*"EPN Lozoya" + 0.010*"lomsyi" + 0.008*"resurgimiento" + 0.008*"washingtondc" + 0.007*"Ms moneros aquí :"'),
(3,
'0.024*"conversa" + 0.021*"extras" + 0.016*"cide" + 0.014*"indicaciones" + 0.012*"ocasiona" + 0.011*"adquisiciones" + 0.010*"vespertinas" + 0.009*"uckermann" + 0.009*"Christopher Uckermann" + 0.009*"NoEsBroma En"'),
(4,
'0.023*"Caso Narvarte" + 0.023*"sinhambremx" + 0.021*"etorreblancaj" + 0.012*"ratajkowski" + 0.011*"saldada" + 0.011*"Alejandro Vera" + 0.011*"reunirme" + 0.010*"incauta" + 0.009*"E_Q_" + 0.009*"coberturas"'),
(5,
'0.008*"anamaalvarado" + 0.008*"pierdas_opinión" + 0.007*"Mxico >>" + 0.006*"estima" + 0.006*"madero" + 0.005*"silva" + 0.005*"luzmadelamora" + 0.005*"olvides" + 0.004*"felizlunes" + 0.004*"exclsior"'),
(6,
'0.036*"impreso" + 0.026*"Gobierno del presidente Enrique Peña Nieto" + 0.014*"motivó" + 0.013*"reconocimientos" + 0.013*"dispares" + 0.013*"ginamorettc" + 0.012*"mxulysses" + 0.011*"repost" + 0.011*"alfiles" + 0.011*"Jos Machorro"'),
(7,
'0.372*"exclsiortv" + 0.088*"dparamooficial" + 0.039*"exclsiortv_ExclsiorTv ️" + 0.011*"Primera Emisión de Imagen_Mx" + 0.011*"lopezolvera" + 0.009*"ciani" + 0.008*"sucedería" + 0.008*"tranquilamente" + 0.008*"PaqueteEconómico2018 Puntos" + 0.005*"marvanmaria"'),
(8,
'0.025*"bernldez" + 0.025*"cannon" + 0.024*"suscríbete" + 0.022*"suscríbete_rt" + 0.021*"yugoslavia" + 0.021*"ofua" + 0.021*"freyermuth" + 0.017*"RT Play" + 0.017*"EPN Peña" + 0.017*"honour"'),
(9,
'0.015*"indicador" + 0.013*"legítimo" + 0.009*"copiar" + 0.009*"rodriguezmonos" + 0.008*"Dorian Grey" + 0.008*"imparte" + 0.007*"lavarse" + 0.006*"empecemos" + 0.006*"discapacitados" + 0.005*"arishapiro"'),
(10,
'0.050*"amyr" + 0.033*"fgeguerrero" + 0.032*"lopezdoriga_fm" + 0.025*"Jos Manuel Delgadillo" + 0.024*"fm_telefórmula" + 0.020*"cite" + 0.019*"durón" + 0.019*"Karla de los Ángeles" + 0.017*"cirogomezl_fm" + 0.011*"pozaenformula"'),
(11,
'0.015*"epn" + 0.011*"qu" + 0.010*"gobierno" + 0.009*"est" + 0.008*"harvey" + 0.006*"pri" + 0.006*"presidente" + 0.005*"noticias" + 0.005*"a" + 0.005*"fiscal"'),
(12,
'0.073*"ejecentral" + 0.018*"preocupaba" + 0.017*"jonathanjnd" + 0.016*"gt_rivapa" + 0.015*"latentación" + 0.012*"ayudadememoria" + 0.009*"jairavalosl" + 0.009*"latrastienda" + 0.008*"financiamientos" + 0.008*"gosimai"'),
(13,
'0.095*"lnzate" + 0.024*"diplomado" + 0.024*"quedaremos" + 0.019*"Remigio Ángel Gonzlez" + 0.017*"Crtel de Guadalajara" + 0.014*"sudafricana" + 0.014*"herbicidas" + 0.014*"enamorarse" + 0.013*"boliviano" + 0.012*"índole"'),
(14,
'0.016*"wyoming" + 0.015*"rperezgay" + 0.012*"cordera" + 0.011*"salman" + 0.011*"Revolución Industrial" + 0.011*"JTejado AgendaPública" + 0.011*"Entrate Sismo" + 0.009*"Hay fallecidos Se" + 0.009*"Adrin Rubalcava" + 0.009*"Entrate Hasta"'),
(15,
'0.222*"bbcmundo" + 0.060*"hoyenanimal" + 0.036*"eedienteanimal" + 0.030*"blogs" + 0.029*"blogs_columnas" + 0.024*"animalgourmet" + 0.022*"voces_selva" + 0.020*"bioeticaunam" + 0.019*"elimonpartido" + 0.014*"pajarits"'),
(16,
'0.050*"cjamesbarousse" + 0.030*"Fer_Caso CJamesBarousse" + 0.025*"gibranrr" + 0.020*"MalalaenForoGlobal ForoGlobal" + 0.020*"Jeff Sessions MatutinoEress" + 0.020*"Fer_Caso CJamesBarousse Anaya" + 0.020*"Katia AgendaPública" + 0.016*"canaloncetv" + 0.011*"laveoonolaveo" + 0.010*"MalalaenForoGlobal ForoGlobal…"'),
(17,
'0.027*"gobiernoespía" + 0.024*"vivircomoreina" + 0.012*"tragaluzentv" + 0.011*"Harvey Texas" + 0.011*"milenionegocios" + 0.010*"amoreterno" + 0.010*"suburbios" + 0.008*"massive" + 0.008*"conferencia de" + 0.008*"rocknfut"'),
(18,
'0.067*"nombre_completo" + 0.016*"amg" + 0.012*"comercializan" + 0.012*"cuent" + 0.012*"convencidos" + 0.011*"cilindro" + 0.011*"vendimias" + 0.010*"elote" + 0.009*"interamericana" + 0.009*"Luis Carlos Ugalde"'),
(19,
'0.039*"EnfoqueNoticias…" + 0.035*"Jorge Snchez" + 0.034*"AlAire Entrevista" + 0.032*"vía_jorge" + 0.024*"stereocienmx" + 0.021*"emisión_enfoquenoticias" + 0.019*" Enfoque Noticias" + 0.019*"gercedillo" + 0.017*"enfoquenoticias_EnfoqueNoticias…" + 0.016*"enfoquenoticias_stereocienmx"'),
(20,
'0.053*"ipgr" + 0.015*"juanomarfierro" + 0.015*"isaldelsol" + 0.010*"leosangal" + 0.010*"vidriloco" + 0.010*"epura" + 0.008*"mlmlog" + 0.008*"kryptonite" + 0.008*"monicamateosv" + 0.005*"danielcubierto"'),
(21,
'0.074*"promxico" + 0.068*"mauricio_merino" + 0.047*"abud" + 0.041*"Enrique Abud" + 0.039*"darte_instrucciones" + 0.039*"correo_telfono" + 0.039*"ganaste" + 0.036*"Envíanos por mensaje privado tu nombre" + 0.036*"ganaste_envíanos" + 0.036*"mensaje_privado"'),
(22,
'0.048*"agendapública" + 0.034*"laestafamaestra" + 0.021*"enfoque_noticias" + 0.013*"via" + 0.012*"cardonarafael" + 0.010*"enportada" + 0.009*"lean" + 0.008*"crdito" + 0.007*"contratos" + 0.007*"empresas_fantasma"'),
(23,
'0.040*"is" + 0.030*"mil MDP" + 0.024*"ednajaime" + 0.020*"dabdoub" + 0.016*"hectorchavezgr" + 0.016*"portada_reforma" + 0.015*"ddeliberada" + 0.015*"fnxfamilia" + 0.013*"gilgamesx" + 0.013*"conversamos"'),
(24,
'0.029*"paraderos" + 0.023*"Mauricio Toledo" + 0.022*"Sergio Escamilla" + 0.016*"homenaje_jos" + 0.016*"esger" + 0.016*"alfredo_jimnez" + 0.016*"disponibles" + 0.015*"mamíferos" + 0.015*"Col Pensador Mexicano" + 0.014*"josalfredocdmx"'),
(25,
'0.000*"Acuerdo Político" + 0.000*"store" + 0.000*"escucharemos" + 0.000*"timón" + 0.000*"eei" + 0.000*"impediremos" + 0.000*"Presupuesto Participativo" + 0.000*"galopante" + 0.000*"Feria de las culturas indígenas" + 0.000*"combata"'),
(26,
'0.019*"simplii" + 0.015*"insuficiencia" + 0.015*"densímetro" + 0.014*"PorSiNoLoViste Joven" + 0.011*"elpreciodelafama" + 0.010*"twiter" + 0.010*"reallity" + 0.010*"Raúl Escobar" + 0.009*"radioactivo" + 0.009*"24Viral Joven"'),
(27,
'0.078*"from" + 0.012*"brazil" + 0.006*"eluden" + 0.004*"share" + 0.004*"monopolio" + 0.004*"tamaravargasof" + 0.004*"therealvalverde" + 0.004*"historiasperdidas" + 0.003*"frankymostro" + 0.003*"tercos"'),
(28,
'0.000*"delegacionbj_christianvonroe" + 0.000*"djenseahí" + 0.000*"tachonauta" + 0.000*"arexmonster" + 0.000*"laescultora" + 0.000*"DelegacionBJ Christianvonroe" + 0.000*"jumellemauvais" + 0.000*"karltiga" + 0.000*"karennkiowa" + 0.000*"martyyo"'),
(29,
'0.059*"todopersonal" + 0.043*"comparto_columnadehoy" + 0.043*"columnadehoy" + 0.037*"invito_leer" + 0.022*"códigotopo" + 0.009*"Columna de la semana" + 0.005*"mtorquintanilla" + 0.005*"Madrazo Morena" + 0.004*"muypersonal" + 0.004*"losimpresentables"'),
(30,
'0.035*"itinerariopolítico" + 0.027*"ftmercados" + 0.011*"liquida" + 0.009*"primeroscapítulos" + 0.009*"blancarte" + 0.009*"chichaus" + 0.009*"Estado Fallido]" + 0.008*"locaciones" + 0.008*"Jos de la Colina" + 0.007*"El libro de AMLO"'),
(31,
'0.090*"lajornada" + 0.041*"portada_lajornada" + 0.023*"galvanochoa" + 0.021*"cartón_ahelguera" + 0.017*"fisgonmonero" + 0.017*"cartón_fisgonmonero" + 0.015*"cartón_magumonero" + 0.013*"enmedio" + 0.011*"LaJornada de" + 0.009*"meschoulam"'),
(32,
'0.008*"charlottesville" + 0.005*"arte" + 0.005*"lee" + 0.004*"mauricio" + 0.004*"tendremos" + 0.004*"infografía" + 0.003*"eledece" + 0.003*"siria" + 0.003*"condenado" + 0.003*"historias"'),
(33,
'0.126*"estrictamente_personal" + 0.114*"ESTRICTAMENTE PERSONAL" + 0.014*"Harvey AgendaPública" + 0.013*"El exgobernador" + 0.012*"VInforme EPN" + 0.011*"aguantara" + 0.010*"Soledad Loaeza…" + 0.010*"obtenidos" + 0.007*"aplaudieron" + 0.007*"El Hispano News"'),
(34,
'0.044*"adquisición" + 0.021*"tun" + 0.019*"antoine" + 0.018*"chalancitos" + 0.017*"fertilizantes" + 0.014*"sinfónico" + 0.012*"planeabas" + 0.008*"morganna" + 0.007*"recargado" + 0.006*"Ins Gómez"'),
(35,
'0.029*"eluniversalalcierre" + 0.022*"arausergio" + 0.017*"Marisol Rojas" + 0.017*"Doris Brandon" + 0.016*"Entrate Donald Trump" + 0.013*"cinema" + 0.011*"Juan Gabriel de la casa del" + 0.011*"resignación" + 0.011*"Sessions pasó del amor" + 0.011*"Cuajimalpa CDMX"'),
(36,
'0.023*"uaemorelos" + 0.020*"dejes_leer" + 0.014*"ubica" + 0.009*"pagar_muro" + 0.009*"nikkei" + 0.008*"alejo" + 0.006*"ancira" + 0.006*"carlosurdiales" + 0.006*"miguelmarquezm" + 0.006*"hombre_armado"'),
(37,
'0.028*"dactilares" + 0.024*"La balada del caf triste" + 0.020*"resndiz" + 0.020*"Luis Resndiz" + 0.020*"abrazodealita" + 0.020*"LaEstafaMaestra de Pemex" + 0.016*"Carlos Santamaría" + 0.016*"trimestrales" + 0.016*"cincdoque" + 0.014*"sekisui"'),
(38,
'0.222*"matutinoeress" + 0.142*"eslahoradeopinar" + 0.040*"eslahoradeopinar_leozuckermann" + 0.039*"genarolozano" + 0.036*"sinfiltrotv" + 0.033*"forotv_canal" + 0.033*"FOROtv Canal" + 0.025*"agendapública_mariocampos" + 0.023*"despejandodudas" + 0.015*"foroglobal_genarolozano"'),
(39,
'0.098*"amarcovich" + 0.017*"aprecio" + 0.015*"psicosis" + 0.013*"clauditaeileen" + 0.012*"alfredolecona" + 0.012*"albertoserdan" + 0.012*"depa" + 0.010*"El Libro de la" + 0.009*"sereno" + 0.009*"nubarrones"'),
(40,
'0.054*"aristeguienvivo" + 0.030*"calls" + 0.024*"msleídas" + 0.024*"msleídas_aristegui" + 0.012*"AristeguiEnVivo …" + 0.010*"primeroscapítulos" + 0.009*"dinero_galvanochoa" + 0.007*"Jorge Ramos" + 0.007*"deportes_aristegui" + 0.006*"postulaciones"'),
(41,
'0.060*"finamex" + 0.060*"guillermo_aboumrad" + 0.060*"aboumrad" + 0.043*"lipton" + 0.042*"Finamex >>" + 0.041*"David Lipton" + 0.031*"Guillermo Aboumrad" + 0.013*"momentsmx" + 0.013*"Odebrecht >>" + 0.010*"win"'),
(42,
'0.037*"informamos" + 0.017*"servín" + 0.016*"atandocabos" + 0.016*"guillermo_padrs" + 0.014*"dagnino" + 0.011*"Video…" + 0.011*"Guillermo Padrs Dagnino" + 0.011*"chikungunya" + 0.010*"mena" + 0.010*"Universidad Angelópolis de Puebla"'),
(43,
'0.038*"via_nytimes" + 0.036*"presidenciamx" + 0.025*"platico" + 0.024*"imagentvmex" + 0.011*"candidat" + 0.011*"snow" + 0.010*"mande" + 0.010*"presidium" + 0.010*"terciarias" + 0.009*"an"'),
(44,
'0.030*"Mónica Uribe" + 0.020*"concluye_entrevista" + 0.014*"Jos López Zamorano" + 0.012*"Marilú Rojas" + 0.012*"marilú" + 0.008*"pagesbeatriz" + 0.007*"zamorano_fm" + 0.006*"Líderes Mexicanos" + 0.006*"costeros" + 0.006*"venadito"'),
(45,
'0.027*"itinerariopolítico" + 0.019*"coleman" + 0.019*"Christian Coleman" + 0.017*"Miguel Machorro" + 0.015*"milenioporlasalud" + 0.015*"Magistrados de Panam" + 0.013*"celebraron" + 0.012*"guajolota" + 0.010*"Capítulo del TLCAN" + 0.009*"vivircomoreina"'),
(46,
'0.058*"losniñosdelaguerradelsur" + 0.016*"mototaxis_chimilco" + 0.014*"denominación" + 0.009*"LosNiñosdelaGuerradelSur De" + 0.007*"niñosdelaguerradelsur" + 0.005*"kgb" + 0.005*"sorprendern" + 0.005*"digestión" + 0.005*"LosNiñosdelaGuerradelSur Jorge" + 0.005*"barrabrava"'),
(47,
'0.131*"enlared" + 0.026*"copia" + 0.023*"premiere" + 0.016*"atlapulco" + 0.016*"San Gregorio Atlapulco" + 0.015*"vaga" + 0.015*"enlared_aguilarcamin" + 0.015*"enlared_gilgamesx" + 0.014*"EnLaRed DiegoPetersen" + 0.014*"enlared_diegopetersen"'),
(48,
'0.027*"murcilagos" + 0.020*"minorista" + 0.018*"salvadores" + 0.014*"Enfoque Noticias" + 0.013*"eandiendo" + 0.013*"alcanzados" + 0.010*"Refinería de Salina Cruz" + 0.010*"magnates" + 0.010*"transcurrido" + 0.009*"450 millones"'),
(49,
'0.024*"zendejas" + 0.024*"Fernando Zendejas" + 0.015*"aira" + 0.013*"proporción" + 0.012*"theshapeofwater" + 0.012*"rezos" + 0.012*"Csar Aira" + 0.009*"licenciaturas" + 0.008*"Rezos en Corzo" + 0.008*"cazatormentas"'),
(50,
'0.031*"lexiaglobal" + 0.030*"with" + 0.026*"laydanegrete" + 0.025*"dejamos" + 0.024*"Juan Dabdoub" + 0.021*"monsivis" + 0.015*"bondad" + 0.011*"Salomón Chertorivski" + 0.011*"we" + 0.010*"espinosasilis"'),
(51,
'0.018*"semforoeconómico" + 0.015*"panchkula" + 0.012*"cideppd" + 0.012*"ramrahim" + 0.011*"captarn" + 0.011*"HoyEnAnimal La PGR_mx" + 0.011*"Wonder Woman’" + 0.011*"documentarlo" + 0.011*"leyvasergio" + 0.010*"calóricos"'),
(52,
'0.010*"cdmx" + 0.008*"trump" + 0.006*"años" + 0.006*"eu" + 0.005*"tlcan" + 0.005*"mil" + 0.004*"opinión" + 0.004*"vivo" + 0.004*"personas" + 0.004*"morena"'),
(53,
'0.093*"exclsiorinforma" + 0.044*"ExclsiorTv ️" + 0.030*"exclsiorinforma_exclsiortv" + 0.025*"envivo_exclsiortv" + 0.023*"paobarquet" + 0.021*"imagenclaudiam" + 0.019*"yazminjalil" + 0.016*"gtlaseca" + 0.015*"noticias_exclsiorinforma" + 0.014*"ladeocho"'),
(54,
'0.074*"laprimeramvs" + 0.021*"Emilio_Gamboa_" + 0.020*"celis" + 0.018*"cevallos" + 0.017*"diego_fernndez" + 0.013*"divagastelum" + 0.012*"regístrate" + 0.011*"bajoreserva" + 0.009*"negrete" + 0.009*"Jorge Ríos"'),
(55,
'0.056*"milenioforos" + 0.040*"CdMx " + 0.026*" Fotogalería" + 0.023*"escribe_ricardoalemanmx" + 0.017*"ochocolumnas" + 0.016*"vía_mileniolaguna" + 0.016*"mileniolaguna" + 0.016*"dudarazonable" + 0.015*"escribe_puigcarlos" + 0.012*"rocampo"'),
(56,
'0.048*"contraportada" + 0.005*"Te quiero mucho" + 0.005*"US-Mxico Futures Forum" + 0.005*"futures" + 0.005*"cuidadoso" + 0.004*"silvestrelpv" + 0.003*"YuririaSierra Te" + 0.003*"ivangidi" + 0.003*"resbalones" + 0.002*"qubonito"'),
(57,
'0.023*"opiniónuno" + 0.018*"saluddeuno" + 0.015*"humillaciones" + 0.007*"nacholozano" + 0.007*"checando" + 0.007*"anapaulacinta" + 0.006*"davidrubi" + 0.006*"gabycalzadao" + 0.006*"denunciaenuno" + 0.004*"Titulares de los periódicos"'),
(58,
'0.022*"leozuckermann" + 0.009*"dólar" + 0.009*"rubenaguilar" + 0.008*"maurimm" + 0.007*"enpunto" + 0.007*"colonias" + 0.005*"mazatepec" + 0.005*"col" + 0.004*"dengue" + 0.004*"alcalde_mazatepec"'),
(59,
'0.024*"adicto" + 0.024*"medusas" + 0.023*"Bolsa Mexicana" + 0.020*"berthahistoria" + 0.018*"compiten" + 0.016*"inhabilitaron" + 0.013*"pats" + 0.012*"parrillada" + 0.010*"rebajas" + 0.010*"repartirn"'),
(60,
'0.020*"aparato" + 0.019*"nutrimental" + 0.018*"arregla" + 0.018*"doris" + 0.017*"algodón" + 0.013*"castigan" + 0.013*"acumulado" + 0.013*"utópica" + 0.012*"separadas" + 0.012*"textil"'),
(61,
'0.030*"telescopio" + 0.023*"hubble" + 0.021*"bombardeo" + 0.019*"Telescopio Espacial Hubble" + 0.013*"museo Universum" + 0.013*"Instituto de Astronomía de la UNAM" + 0.012*"acervo" + 0.008*"mig" + 0.008*"DACA Mxico" + 0.006*"moquillo"'),
(62,
'0.175*"alaire_porlamañana" + 0.104*"ciroenimagen" + 0.063*"imagen_noticias" + 0.055*"informamos_porlamañana" + 0.040*"Imagen Noticias" + 0.036*"paolavirrueta" + 0.023*"imagennoticias" + 0.010*"enmomentos" + 0.010*"telefórmula" + 0.008*"porlamañana_fm"'),
(63,
'0.209*"paraescuchar" + 0.191*"encontexto" + 0.029*"agronoticiasmx" + 0.025*"ferreyra" + 0.018*"ParaEscuchar Que" + 0.016*"sobrelamarcha" + 0.016*"ramss" + 0.013*"Carlos Ferreyra" + 0.011*"asíderpido" + 0.011*"gómora"'),
(64,
'0.044*"ciudad_niños" + 0.028*"endeudamiento" + 0.014*"noam" + 0.013*"somosmascdmx" + 0.013*"Mafia Mexicana" + 0.013*"Plumaje ⬇️⬇️⬇️" + 0.013*"obtuvieran" + 0.013*"Robocup a alumnos" + 0.012*"emmys" + 0.010*"Noam Chomsky"'),
(65,
'0.055*"travs_fm" + 0.048*"alaire_laprimeramvs" + 0.038*"laprimeramvs_travs" + 0.010*"Darío Oscós" + 0.005*"ptellovillagran_consultor" + 0.005*"laprimeramvs_escuchamos" + 0.004*"LaPrimeraMVS Escuchamos" + 0.002*"Kattislas FM" + 0.002*"Óscar Huerta" + 0.002*"kattislas"'),
(66,
'0.153*"vía_sdpnoticias" + 0.026*"laferia" + 0.018*"ElFinanciero_Mx Buen" + 0.016*"rickypedraza" + 0.015*"julio_astillero" + 0.013*"ruizjosejaime" + 0.013*"ElFinanciero_mx Buen" + 0.011*"violado" + 0.009*"Encuesta de Facebook" + 0.007*"comscore"'),
(67,
'0.000*"Acuerdo Político" + 0.000*"store" + 0.000*"escucharemos" + 0.000*"timón" + 0.000*"eei" + 0.000*"impediremos" + 0.000*"Presupuesto Participativo" + 0.000*"galopante" + 0.000*"Feria de las culturas indígenas" + 0.000*"combata"'),
(68,
'0.044*"martinespinosa" + 0.027*"gritaron" + 0.025*"angelverdugob" + 0.022*"seguirlos" + 0.020*"escogidos" + 0.020*"soymarianah" + 0.019*"imagenhector" + 0.019*"dariocelise" + 0.014*"bloquearía" + 0.013*"fabiguarneros"'),
(69,
'0.019*"entrate" + 0.016*"porlamañana" + 0.006*"pierdas" + 0.005*"puedes" + 0.005*"quenosetepase" + 0.005*"loúltimo" + 0.004*"justicia" + 0.004*"porsinoloviste" + 0.004*"debes" + 0.004*"contamos"'),
(70,
'0.037*"juanizavala" + 0.027*"narrados" + 0.022*"seguirlo" + 0.020*"Generación Smartphone Esto" + 0.019*"panchogarfias" + 0.016*"cirogomezl" + 0.015*"escribe_beltrandelrio" + 0.014*"estrenón" + 0.013*"protegieron" + 0.013*"escribe_panchogarfias"'),
(71,
'0.007*"Padre Meño" + 0.005*"María Luisa" + 0.004*" Lee" + 0.004*"escandalosa" + 0.003*"ocultando" + 0.003*"narcoabogado" + 0.001*"epigmenio" + 0.001*"jyri" + 0.001*"bety" + 0.001*"accionlsr"'),
(72,
'0.016*"documentan" + 0.015*"breakingnewsmx" + 0.015*"morning" + 0.012*"today" + 0.011*"MINUTO A MINUTO Crdito" + 0.009*"elmundoseguntrump" + 0.008*"Edomex SÍ" + 0.008*"racists" + 0.007*"livinginmexico" + 0.007*"tzunami"'),
(73,
'0.036*"consulta_opinión" + 0.035*"grillo" + 0.031*"gilberto_guevara" + 0.031*"Pepe Grillo" + 0.027*"revisa_sección" + 0.027*"opinión_pepe" + 0.023*"aurelio_ramos" + 0.016*"nacionalcronicacommx" + 0.016*"Gilberto Guevara Niebla" + 0.016*"ulisescasal"'),
(74,
'0.114*"vocesendirecto" + 0.046*"TLCAN >>" + 0.033*"finanzaspersonales" + 0.026*" EnPortada" + 0.025*"políticaee" + 0.024*"tecnoee" + 0.022*"internacionalee" + 0.021*"nodejesdeleer" + 0.020*"perujo" + 0.020*"nerilicón"'),
(75,
'0.025*"morenovalleespia" + 0.021*"lordferrari" + 0.015*"Terremoto MatutinoEress" + 0.012*"elestanquillo" + 0.012*"Donald J Trump" + 0.010*"restrinja" + 0.008*"myweather" + 0.008*"Periscope Redes" + 0.008*"larebeliondelasaudiencias" + 0.008*"melndez"'),
(76,
'0.019*"sergioaguayo" + 0.016*"drlorenzomeyer" + 0.014*"reformaopinion" + 0.008*"senamest" + 0.006*"saguayocolmexmx" + 0.006*"polimatiaonline" + 0.006*"enterar" + 0.004*"ayotzicrimendeestado" + 0.004*"CDMX Indicó" + 0.004*"juanbonet"'),
(77,
'0.087*"enlasemana" + 0.022*"elpreciodelafama" + 0.013*"ureña" + 0.013*"Jos Ureña" + 0.012*"QueNoSeTePase Esto" + 0.011*"deúltimahora" + 0.011*"IndicadoresEconómicos Dólar" + 0.011*"indicadoreseconómicos" + 0.011*"Ana María Alvarado" + 0.009*"convalida"'),
(78,
'0.000*"Acuerdo Político" + 0.000*"store" + 0.000*"escucharemos" + 0.000*"timón" + 0.000*"eei" + 0.000*"impediremos" + 0.000*"Presupuesto Participativo" + 0.000*"galopante" + 0.000*"Feria de las culturas indígenas" + 0.000*"combata"'),
(79,
'0.132*"via_universal" + 0.041*"Portada Milenio" + 0.041*"portada_milenio" + 0.039*"lacronicadehoy" + 0.039*"portada_lacronicadehoy" + 0.038*"Portada Reforma" + 0.033*"Portada Excelsior" + 0.025*"elizondo" + 0.016*"Por EnfoqueNoticias" + 0.013*"Encuesta El_Universal_Mx"'),
(80,
'0.008*"Canal_Estrellas NTelevisa_com" + 0.006*"Katia enPunto" + 0.006*"guillermopadres" + 0.006*"laperlanegra" + 0.003*"jason" + 0.003*"Jason Vzquez" + 0.003*"Harvey enPunto" + 0.003*"Claudiashein RicardoMonrealA Claudiashein" + 0.003*"Irma enPunto" + 0.003*"flive"'),
(81,
'0.090*"autosef" + 0.066*"monerosfinancieros" + 0.031*"garcimonero" + 0.019*"ginamorettc" + 0.016*"E_Q_…" + 0.012*"lkourchenko" + 0.012*"finanzasparami" + 0.010*"bwmx" + 0.010*"bloombergbusinessweek" + 0.009*"enefyporadela"'),
(82,
'0.024*"bajoreserva" + 0.016*"pacas" + 0.012*"elcaballito" + 0.011*"Andrs Antonius EsLaHoraDeOpinar" + 0.011*"agropecuaria" + 0.010*"losniñosdelaguerradelsur" + 0.010*"xhani" + 0.008*"Tormenta Tropical Franklin" + 0.008*"ptalo" + 0.008*"Sandoval Castañeda"'),
(83,
'0.036*"bajoterapiamex" + 0.030*"portada_excelsior" + 0.020*"combating" + 0.020*"theroarsports" + 0.020*"pains" + 0.020*"growing" + 0.014*"immigrants" + 0.014*"Combating Force India’s" + 0.014*"ValeriaMoy hola" + 0.012*"donvix"'),
(84,
'0.270*"enfoquenoticias" + 0.037*"duqueroquero" + 0.014*"denisedresserg" + 0.014*"pacorubioo" + 0.014*"stefyagv" + 0.011*"acompañado" + 0.010*"tec" + 0.010*"grandestransformacionesdemxico" + 0.009*"sirva" + 0.008*"curioso"'),
(85,
'0.071*"ganaste_envíanos" + 0.071*"ganaste" + 0.057*"mensaje_directo" + 0.037*"correo_telfono" + 0.033*"darte_instrucciones" + 0.033*"Envíanos por mensaje directo tu nombre completo" + 0.019*"correo_darte" + 0.014*"inversionista" + 0.011*"telfono_darte" + 0.011*"consultamitofsky"'),
(86,
'0.017*"relanzó" + 0.014*"papafrancisco" + 0.013*"davidlachapelle" + 0.013*"tambaleante" + 0.011*"semejante" + 0.008*"cabellera" + 0.008*"El Padre Meño" + 0.008*"pugilismo" + 0.008*"Uber daba" + 0.008*"Gaga: Five foot"'),
(87,
'0.017*"oveja" + 0.015*"cinesincortes" + 0.014*"productos_hechos" + 0.014*"oveja_elctrica" + 0.014*"dichosa" + 0.013*"dichosa_palabra" + 0.013*"apptit" + 0.013*"bon_apptit" + 0.011*"andr_rieu" + 0.011*"rieu"'),
(88,
'0.073*"paso_ers" + 0.067*"Paso Ers" + 0.034*"Ricardo Núñez" + 0.018*"elwesomx" + 0.015*"luiscarlos" + 0.013*"adygogonzalez" + 0.012*"velocista" + 0.011*"extorsionador" + 0.010*"bailó" + 0.009*"enriqueenvivo"'),
(89,
'0.197*"alaire" + 0.063*"vinforme" + 0.019*"coneval" + 0.015*"edgartungui" + 0.014*"Ser…" + 0.013*"inemexico" + 0.013*"graciela" + 0.012*"alaire_entrevista" + 0.010*"ley_seguridad" + 0.007*"mariodelarosa"'),
(90,
'0.064*"eluniversalalcierre" + 0.050*"EmilioLozoyaAus Pemex" + 0.032*"Emilio Lozoya…" + 0.021*"ElUniversalAlCierre No" + 0.017*"atendiendo" + 0.016*"grandestransformaciones" + 0.012*"Octavio Paz…" + 0.011*"Aquí estoy" + 0.011*"elpais" + 0.011*"cristinadegetau"'),
(91,
'0.041*"dejamos" + 0.025*"mochilazoeneltiempo" + 0.015*"dossierseguridad" + 0.012*"Ariel Moutsatsos" + 0.012*"moutsatsos" + 0.012*"huracnharvey" + 0.010*"certificada" + 0.009*"palmarejo" + 0.009*"acasico" + 0.009*"️…"'),
(92,
'0.130*"informaciónw" + 0.038*"deportesw" + 0.026*"asísopitas" + 0.026*"marthadebayleenw" + 0.021*"elfutbolentusoídos" + 0.014*"deporteswradio" + 0.013*"triplew" + 0.011*"asfixiada" + 0.008*"pasionw" + 0.007*"InformaciónW Se"'),
(93,
'0.014*"rfaga" + 0.009*"Daniela Escobar" + 0.009*"Abogado del Comandante Emilio" + 0.009*"Frente de Transporte Alternativo" + 0.009*"Video Eiza Gonzlez" + 0.009*"Conferencia Nacional" + 0.009*"seahawks" + 0.009*"beetle" + 0.009*"eneltorbellino" + 0.009*"Senado de la República…"'),
(94,
'0.078*"ganaste" + 0.076*"ganaste_envíanos" + 0.074*"nombre_telfono" + 0.074*"correo_darte" + 0.046*"mensaje_directo" + 0.032*"Envíanos por mensaje directo tu nombre" + 0.029*"mensaje_privado" + 0.027*"relatos" + 0.018*"huapango" + 0.012*"adversidad"'),
(95,
'0.017*"designó" + 0.011*"Marcha del Mundial de Atletismo" + 0.011*"Enrique Vargas" + 0.010*"paypal" + 0.010*"Salario Minino" + 0.010*"asesinando" + 0.005*"puntadas" + 0.005*"Chabelo Karla Cruz" + 0.005*"Video Esta" + 0.005*"AlertaAmber Se"'),
(96,
'0.018*"pronina" + 0.014*"simmons" + 0.014*"Olga Pronina" + 0.013*"gene" + 0.012*"lynch" + 0.010*"alfrente" + 0.009*"Gene Simmons de Kiss Encuentra" + 0.009*"Coyoacn CdMx" + 0.009*"cuca" + 0.007*"cuidatusalud"'),
(97,
'0.114*"audiontx" + 0.104*"videontx" + 0.042*"linonava" + 0.039*"hectorlupe" + 0.032*"lalupitaoficial" + 0.023*"infografíantx" + 0.023*"malayn" + 0.011*"turismontx" + 0.010*"ForoGlobal Eduardo Malayn" + 0.010*"Eduardo Malayn de"'),
(98,
'0.048*"balada" + 0.019*"enlasemana" + 0.013*"valealazraki" + 0.012*"calentura" + 0.012*"maldad" + 0.011*"Los Arellano Flix" + 0.010*"área" + 0.009*"realgdt" + 0.009*"Narro Robles" + 0.008*"camry"'),
(99,
'0.033*"heather" + 0.025*"comedias" + 0.024*"heyer" + 0.019*"Heather Heyer" + 0.014*"disfrútalo" + 0.014*"brigadistas" + 0.012*"entenderlo" + 0.011*"cotización" + 0.011*"temprana" + 0.009*"enemistad"')]
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': [(11, 0.34446485555951994),
(24, 0.023567165748704256),
(32, 0.011888274150411226),
(52, 0.53413375632999072),
(69, 0.085480614858942205)],
'ActualidadRT': [(11, 0.31269067164655545),
(22, 0.019131128760117466),
(32, 0.028553645756288326),
(52, 0.53864105987305622),
(58, 0.01088985085275402),
(69, 0.05170376687881683),
(86, 0.022288522957446141)],
'Adela_Micha': [(11, 0.51626996289775107),
(22, 0.11253785060892957),
(32, 0.029227959018688198),
(39, 0.037929869965915054),
(41, 0.039423102717278349),
(50, 0.025110382850224103),
(52, 0.13030959196521449),
(59, 0.031783991533409009),
(69, 0.046693254081443515)],
'Amsalazar': [(11, 0.15720470811683446),
(22, 0.15063377001768272),
(23, 0.089036325973304714),
(27, 0.019183806431209195),
(32, 0.035789522119196983),
(41, 0.010368029918935351),
(43, 0.025545690952374901),
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(52, 0.20921497617356771),
(69, 0.11645162015652558),
(72, 0.13197627414557697),
(89, 0.014629004096823084)],
'AnaPOrdorica': [(11, 0.38410015249354024),
(17, 0.012723804595799431),
(22, 0.017927995522884356),
(36, 0.015957883910364172),
(52, 0.46759647889329947),
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'AristeguiOnline': [(11, 0.26200156388755114),
(22, 0.025079411184536413),
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(69, 0.083037967184432307)],
'AztecaNoticias': [(11, 0.39983619134169285),
(22, 0.014380315058831744),
(52, 0.50240483337078956),
(69, 0.069273801020715883)],
'Canal22': [(5, 0.013941019304578316),
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(69, 0.12666071580928884),
(84, 0.012961278695900691),
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(94, 0.011579897607993647)],
'CanalOnceTV': [(11, 0.30877877389000269),
(16, 0.051752109748050189),
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(52, 0.34356753170601184),
(69, 0.066443700506700953),
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(94, 0.1379975189837907)],
'CarlosLoret': [(11, 0.38950704069648456),
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(58, 0.047365744362601298),
(69, 0.022690643983283652)],
'CiroGomezL': [(5, 0.010489764145342962),
(11, 0.33972453022948579),
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(52, 0.51356546995873564),
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'DeniseDresserG': [(11, 0.44786955139504575),
(22, 0.031526522834160825),
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'DeniseMaerker': [(11, 0.3527505242736812),
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'DiegoEOsorno': [(5, 0.011391465738431684),
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'E_Q_': [(11, 0.27651408915584574),
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'EfektoNoticias': [(11, 0.15400618513546624),
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'EjeCentral': [(6, 0.010891031121070817),
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'ElFinanciero_Mx': [(5, 0.019332731769292823),
(11, 0.25942954909265442),
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(81, 0.020905847707285291)],
'ElHuffPost': [(11, 0.1925485865134135),
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'El_Universal_Mx': [(11, 0.32475341920317247),
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'EnfoqueNoticias': [(11, 0.44254458344064801),
(19, 0.01873358729021302),
(22, 0.12032658685291446),
(52, 0.35824214408661936),
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'Excelsior': [(5, 0.033827916327831317),
(7, 0.016806732117297277),
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'ExpansionMx': [(11, 0.28235912771494581),
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'FedericoArreola': [(5, 0.020226538851275032),
(11, 0.42501561612594163),
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'FernandoDworak': [(11, 0.40315822365308207),
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(93, 0.088031103224618767)],
'Foro_TV': [(11, 0.24237321540662804),
(32, 0.032874039296232387),
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'Imagen_Mx': [(11, 0.2671421971617477),
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'J_Fdz_Menendez': [(11, 0.34008581405116417),
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'JavierSolorzano': [(11, 0.31687211239063079),
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'JoseCardenas1': [(11, 0.33889906582053403),
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'LaRazon_mx': [(11, 0.45754867909111513),
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'LeonKrauze': [(11, 0.27059492186748763),
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'LeonardoCurzio': [(11, 0.41344986336077022),
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'LuisCardenasMx': [(11, 0.43867198296060161),
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'MarioBeteta': [(11, 0.2711629773165759),
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'MexicanTimes': [(11, 0.44098045156541138),
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'Milenio': [(11, 0.54575491470450133),
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'NTelevisa_com': [(11, 0.33301204025924247),
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'NoticiasMVS': [(4, 0.069030618937474017),
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'Notimex': [(5, 0.010387509050192822),
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'PPmerino': [(11, 0.28900690243711996),
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'rivapa': [(5, 0.014676674701444488),
(11, 0.34973609364401159),
(22, 0.069458279581323473),
(23, 0.031666267075037807),
(32, 0.035685906933788772),
(43, 0.022406189826528016),
(50, 0.010039401268711482),
(52, 0.27778517653460466),
(58, 0.011480297960451835),
(69, 0.10785812478798444),
(83, 0.011432889268832029),
(89, 0.030279667342956368)],
'sacroprofano': [(5, 0.10955413941918313),
(11, 0.22125315497568485),
(22, 0.030100084053276809),
(31, 0.040280127214128499),
(32, 0.072417624678839054),
(52, 0.44013201273398095),
(69, 0.070692361768990269)],
'sdpnoticias': [(11, 0.3138030429086609),
(22, 0.029849817841515563),
(32, 0.013446497140658988),
(52, 0.58131512443540456),
(69, 0.047621124360706056)],
'sergioaguayo': [(11, 0.3252323061274508),
(16, 0.033510414008390034),
(22, 0.039910652879529468),
(32, 0.033128433958230584),
(52, 0.24971223704533296),
(69, 0.055435679245789314),
(76, 0.110196181354348),
(84, 0.080733966052260075),
(94, 0.048734682105601619)],
'sopitas': [(5, 0.047135181796915657),
(11, 0.25350559722646482),
(22, 0.021304042766585703),
(32, 0.035753721532930272),
(52, 0.57306452212657766),
(69, 0.019616155094621085),
(91, 0.023524110992992318),
(96, 0.012752502862098667)],
'soyfdelrincon': [(11, 0.36102612306610943),
(22, 0.031062777538083598),
(50, 0.08119070742002045),
(52, 0.44314842475630967),
(58, 0.018376113510199868),
(69, 0.037081987416377533)],
'warkentin': [(11, 0.43072984100704759),
(22, 0.089868952274061081),
(32, 0.10627258667326726),
(39, 0.047863268432079865),
(50, 0.016677831001535907),
(52, 0.29456233340308735),
(69, 0.013161002437772348)]}
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 2.81 s, sys: 248 ms, total: 3.06 s
Wall time: 3.09 s
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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