In [1]:

    

from gensim.models import AuthorTopicModel

model = AuthorTopicModel.load('model.atmodel')


    

In [2]:

    

model.show_topics(num_topics=100)


    

    
Out[2]:





[(0,
  '0.017*"cdmx" + 0.013*"oaxaca" + 0.012*"katia" + 0.011*"video" + 0.011*"chiapas" + 0.010*"huracn" + 0.007*"veracruz" + 0.007*"epn" + 0.007*"personas" + 0.007*"irma"'),
 (1,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (2,
  '0.025*"chumel" + 0.021*"websanjuanamartinez" + 0.021*"pederasta" + 0.017*"papi" + 0.013*"cómico" + 0.013*"chacotero" + 0.013*"lafallaras" + 0.010*"Frente Amplio del PRD" + 0.009*"contratar" + 0.009*"cadillac"'),
 (3,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (4,
  '0.227*"enlared" + 0.025*"EnLaRed DiegoPetersen" + 0.025*"gilgamesx" + 0.012*"hermetismo" + 0.011*"botica" + 0.010*"hualgami" + 0.005*"transa" + 0.005*"elocuente" + 0.005*"convive" + 0.000*"culturizando"'),
 (5,
  '0.022*"PedroFerriz Por" + 0.022*"PedroFerriz Por EnfoqueNoticias" + 0.015*"JosefinaVM Por" + 0.015*"ecocidios" + 0.011*"desvían" + 0.011*"vulgar" + 0.008*"paulasoto" + 0.007*"ealy" + 0.002*"coaliciones" + 0.002*"menciona"'),
 (6,
  '0.069*"sdpnoticias" + 0.039*"this" + 0.028*"breakingnewsmx" + 0.019*"sasmex" + 0.019*"classes" + 0.019*"cancelled" + 0.019*"mxcity" + 0.019*"tzunami" + 0.013*"rain" + 0.009*"felt"'),
 (7,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (8,
  '0.005*"trasero" + 0.000*"comparezca" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"giran" + 0.000*"rihanna" + 0.000*"bsico"'),
 (9,
  '0.021*"gobierno" + 0.014*"país" + 0.014*"loúltimo" + 0.010*"candidato" + 0.010*"fiscalía" + 0.008*"enfoquenoticias" + 0.007*"futuro" + 0.007*"l" + 0.007*"ayotzinapa" + 0.007*"ricardo"'),
 (10,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (11,
  '0.069*"thenational" + 0.025*"itas" + 0.015*"autografiado" + 0.015*"The National" + 0.011*"vinilo" + 0.011*"tottenham" + 0.011*"bournemouth" + 0.011*"everton" + 0.010*"estrenaron" + 0.007*"pooh"'),
 (12,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (13,
  '0.024*"rupestres" + 0.019*"procesofoto" + 0.009*"prismainternacional" + 0.008*"amenazado" + 0.008*"guardin" + 0.007*"ídolo" + 0.007*"Amrica Móvil" + 0.007*"cofundador" + 0.007*"aprieta" + 0.005*"congresos"'),
 (14,
  '0.059*"matutinoeress" + 0.016*"enlasemana" + 0.011*"cerco" + 0.011*"Jeff Sessions MatutinoEress" + 0.010*"birmania" + 0.008*"enfermo" + 0.008*"apta" + 0.007*"arrasado" + 0.007*"digas" + 0.007*"valley"'),
 (15,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (16,
  '0.276*"laprimeramvs" + 0.080*"alaire_laprimeramvs" + 0.074*"travs_fm" + 0.051*"laprimeramvs_travs" + 0.009*"Kattislas FM" + 0.009*"kattislas" + 0.008*"mzavalag" + 0.008*"novena" + 0.004*"LaPrimeraMVS Escuchamos" + 0.004*"abanav"'),
 (17,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (18,
  '0.061*"canaloncetv" + 0.020*"fpaolib" + 0.020*"mediotiempo" + 0.019*"touchdownenelonce" + 0.018*"fb" + 0.016*"FB Live" + 0.015*"primerplano" + 0.015*"yanezlj" + 0.014*"salvajes" + 0.012*"píter"'),
 (19,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (20,
  '0.021*"entrevistamvs" + 0.017*"chcalo" + 0.016*"ezshabot" + 0.013*"brics" + 0.011*"laopinión" + 0.011*"sgarciasoto" + 0.010*"luiscardenasmx" + 0.010*"ptellovillagran" + 0.008*"potus" + 0.008*"cumbre"'),
 (21,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (22,
  '0.086*"aristegui" + 0.085*"aristeguienvivo" + 0.051*"msleídas" + 0.051*"msleídas_aristegui" + 0.031*"cartografíadelaviolencia" + 0.024*"sincensura" + 0.015*"AristeguiEnVivo …" + 0.010*"drlorenzomeyer" + 0.008*"resumendeportivo" + 0.008*"kmiret"'),
 (23,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (24,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (25,
  '0.035*"donvix" + 0.030*"zentradermx" + 0.023*"ursulacamba" + 0.016*"pinturas" + 0.014*"lizmenita" + 0.014*"ferrnanda" + 0.014*"danioska" + 0.013*"tradición" + 0.012*"alfonsozarate" + 0.009*"clausinea"'),
 (26,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (27,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (28,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (29,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (30,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (31,
  '0.015*"opinión" + 0.011*"corea" + 0.011*"norte" + 0.011*"años" + 0.010*"vivo" + 0.009*"Corea del Norte" + 0.008*"trump" + 0.008*"corea_norte" + 0.008*"escribe" + 0.006*"vida"'),
 (32,
  '0.069*"El Universal" + 0.058*"via_universal" + 0.053*"vocesendirecto" + 0.042*"Mxico Coface" + 0.042*"bart" + 0.042*"pattyn" + 0.042*"coface" + 0.036*"on" + 0.025*"platico" + 0.025*"Bart Pattyn"'),
 (33,
  '0.018*"cordiales" + 0.008*"savater" + 0.008*"poetry" + 0.008*"avecesprosa" + 0.008*"malvafg" + 0.000*"tapasdeciencia" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon"'),
 (34,
  '0.092*"informaciónw" + 0.058*"josalfredocdmx" + 0.049*"josalfredocdmx_Jos Alfredo Jimnez" + 0.022*"InformaciónW Reporte de sismo" + 0.020*"deporteswradio" + 0.016*"cmrivass" + 0.016*"alejandrogomeza" + 0.013*"enriqueenvivo" + 0.011*"marthadebayleenw" + 0.011*"elfutbolentusoídos"'),
 (35,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (36,
  '0.031*"news" + 0.028*"triplew" + 0.027*"asilascosasw" + 0.023*"wradiomexico" + 0.020*"lomejordetriplew" + 0.013*"sorpipo" + 0.013*"kiokloudcamp" + 0.013*"internacionalee" + 0.012*"almohadazo" + 0.011*"pos"'),
 (37,
  '0.012*"burbuja" + 0.008*"vacación" + 0.006*"huso" + 0.005*"antrarez" + 0.005*"luzmagcruz" + 0.002*"padecen" + 0.002*"contradice" + 0.002*"importan" + 0.000*"culturizando" + 0.000*"giran"'),
 (38,
  '0.086*"exclsiorinforma" + 0.054*"ExclsiorTv ️" + 0.052*"exclsiortv_ExclsiorTv ️" + 0.032*"adrenalina" + 0.027*"exclsior" + 0.021*"atalomo" + 0.018*"imagenclaudiam" + 0.018*"futenimagen" + 0.016*"titularesdelatarde" + 0.016*"gtlaseca"'),
 (39,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (40,
  '0.040*"impreso" + 0.018*"enportada" + 0.016*"ejecentral" + 0.015*"faustopretelin" + 0.014*"actualizamos" + 0.014*"latrastienda" + 0.013*"latentación" + 0.013*"analítica" + 0.012*"latres" + 0.012*"fpazoszarain"'),
 (41,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (42,
  '0.060*"eluniversalalcierre" + 0.044*"mochilazoeneltiempo" + 0.021*"chalancitos" + 0.019*"ElUniversalAlCierre No" + 0.019*"dossierseguridad" + 0.017*"Video  " + 0.014*"Plaza Ssamo" + 0.014*"ssamo" + 0.012*"desgaste" + 0.010*"artístico"'),
 (43,
  '0.176*"porlamañana" + 0.068*"alaire_porlamañana" + 0.040*"porlamañana_fm" + 0.036*"telefórmula" + 0.027*"imagennoticias" + 0.026*"lopezdoriga_fm" + 0.021*"fm_telefórmula" + 0.019*"ciroenimagen" + 0.015*"abriendolaconversación" + 0.014*"Imagen Noticias"'),
 (44,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (45,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (46,
  '0.022*"end" + 0.018*"El factor" + 0.018*"meschoulam" + 0.018*"dilemas" + 0.015*"tvdepaga" + 0.014*"calls" + 0.014*"manufacturage" + 0.014*"universal_El Universal" + 0.014*"publicamos" + 0.012*"App St"'),
 (47,
  '0.049*"columnadehoy" + 0.034*"todopersonal" + 0.020*"mosh" + 0.020*"códigotopo" + 0.020*"enredan" + 0.020*"imaginando" + 0.015*"Esta noche" + 0.015*"El Mosh" + 0.015*"puros" + 0.011*"bebes"'),
 (48,
  '0.219*"enfoque" + 0.215*"enfoque_noticias" + 0.169*"enfoquenoticias" + 0.025*"EnfoqueNoticias…" + 0.021*"alaire_entrevista" + 0.020*"leonardocurzio" + 0.016*"AlAire Entrevista" + 0.013*"Jorge Snchez" + 0.012*"Enfoque Noticias" + 0.010*"stereocienmx"'),
 (49,
  '0.033*"redesdepodermty" + 0.023*"redesdepoder" + 0.015*"ramonalberto" + 0.015*"pedropablotrev" + 0.013*"ideológico" + 0.011*"batalla en  El enemigo ideológico" + 0.008*"amanuevoleon" + 0.008*"afuentesgarza" + 0.008*"salidadeemergencia" + 0.007*"desdemipalco"'),
 (50,
  '0.016*"daca" + 0.013*"pan" + 0.011*"frente" + 0.011*"eu" + 0.011*"dreamers" + 0.011*"entrate" + 0.009*"prd" + 0.008*"pri" + 0.008*"mesa" + 0.007*"trump"'),
 (51,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (52,
  '0.039*"zor" + 0.039*"ez" + 0.018*"Deir ez Zor" + 0.015*"arden" + 0.015*"simples" + 0.012*"israelíes" + 0.012*"nocturna" + 0.012*"réplicas" + 0.011*"Entrate Osorio Chong" + 0.011*"Deir ez"'),
 (53,
  '0.160*"irma" + 0.132*"huracn" + 0.072*"huracn_irma" + 0.057*"florida" + 0.022*"cuba" + 0.017*"miami" + 0.011*"terremoto" + 0.010*"guillermo_toro" + 0.008*"Guillermo del Toro" + 0.007*"dejamos"'),
 (54,
  '0.075*"moneroslajornada" + 0.031*"galeríaslajornada" + 0.024*"lajornadaopina" + 0.016*"referendo" + 0.016*"C5_CDMX →" + 0.012*"fisgonmonero" + 0.012*"cafevega" + 0.012*"lasemanal" + 0.012*"LaJornada de" + 0.012*"ritcher"'),
 (55,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (56,
  '0.030*"noalfiscaldepeña" + 0.021*"gobiernoestafador" + 0.020*"bastadeimpunidad" + 0.020*"yorepudioapeñanieto" + 0.016*"nochixtlannoseolvida" + 0.015*"pasedelista" + 0.015*"noalaestafamaestra" + 0.015*"bastadecomplicidades" + 0.015*"peñanieto" + 0.011*"ayotzicrimendeestado"'),
 (57,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (58,
  '0.070*"bbcmundo" + 0.033*"is" + 0.029*"plumaje" + 0.015*"andreslajous" + 0.013*"and" + 0.013*"PaqueteEconómico2018 Puntos" + 0.012*"dactilares" + 0.012*"rubenaguilar" + 0.010*"tango" + 0.009*"dilogoseansión"'),
 (59,
  '0.021*"vervideo" + 0.021*"socavon" + 0.017*"meue" + 0.017*"eldiadespuesdemañana" + 0.017*"hijosdelachingada" + 0.012*"ataudes" + 0.012*"pobremexico" + 0.012*"nanita" + 0.012*"normalmente" + 0.010*"qro"'),
 (60,
  '0.084*"indicadorpolitico" + 0.053*"columna_indicadorpolitico" + 0.026*"beltrones" + 0.018*"nomenklatura" + 0.016*"Beltrones de reforma del rgimen…" + 0.014*"madrugadores" + 0.014*"Columna IndicadorPolitico" + 0.010*"deveras" + 0.010*"tapadera" + 0.010*"conspiracytheory"'),
 (61,
  '0.028*"engntate" + 0.020*"laveoonolaveo" + 0.019*"modareforma" + 0.019*"estcarbón" + 0.017*"msvalemaña" + 0.017*"pasaporte" + 0.016*"visitaguiada" + 0.016*"yvesklein" + 0.014*"glamhour" + 0.014*"decibel"'),
 (62,
  '0.045*"enpunto" + 0.015*"atandocabos" + 0.012*"despiertaconloret" + 0.011*"paolarojas" + 0.007*"leozuckermann" + 0.007*"unidad" + 0.006*"albergues" + 0.006*"bejarano" + 0.005*"fuerzas" + 0.005*"sesión"'),
 (63,
  '0.086*"chivas" + 0.052*"tuzos" + 0.019*"gilberto" + 0.016*"aira" + 0.015*"jesús" + 0.015*"sinoloviste" + 0.014*"exhorta" + 0.013*"informados" + 0.012*"listado" + 0.011*"Csar Aira"'),
 (64,
  '0.089*"foroglobal" + 0.071*"eslahoradeopinar" + 0.041*"forotv" + 0.037*"forotv_canal" + 0.037*"FOROtv Canal" + 0.029*"malalaenforoglobal" + 0.022*"luigi" + 0.022*"maccotta" + 0.020*"Luigi Maccotta" + 0.020*"sinfiltrotv"'),
 (65,
  '0.013*"ft" + 0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño"'),
 (66,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (67,
  '0.019*"defenddreamers" + 0.015*"future" + 0.014*"immigrants" + 0.013*"faces" + 0.013*"home" + 0.011*"debo" + 0.011*"reuters" + 0.010*"machixblue" + 0.010*"law" + 0.010*"suscríbanse"'),
 (68,
  '0.034*"teconectafm" + 0.020*"oncenoticiastv" + 0.005*"albarrn" + 0.000*"tapasdeciencia" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas"'),
 (69,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (70,
  '0.010*"gastarn" + 0.010*"inmixcoac" + 0.000*"giran" + 0.000*"rihanna" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"tapasdeciencia"'),
 (71,
  '0.036*"fm" + 0.022*"est" + 0.015*"gracias" + 0.013*"agendapública" + 0.011*"y" + 0.009*"matutinoeress" + 0.009*"quin" + 0.008*"pierdas" + 0.008*"entrevista" + 0.007*"travs"'),
 (72,
  '0.066*"astillero" + 0.017*"encabronados" + 0.013*"cn" + 0.013*"vicepresidencia" + 0.013*"calderonista" + 0.010*"cdedip" + 0.010*"entretelones" + 0.010*"enriquecrdenas" + 0.010*"agitados" + 0.007*"mussiocardenas"'),
 (73,
  '0.012*"PAN Anaya" + 0.000*"comparezca" + 0.000*"rihanna" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"giran" + 0.000*"tapasdeciencia"'),
 (74,
  '0.218*"exclsiortv" + 0.082*"atandocabos" + 0.019*"martinespinosa" + 0.014*"isabel" + 0.011*"msgrandequenunca" + 0.011*"imagen_radio" + 0.011*"informado" + 0.010*"Imagen Radio" + 0.010*"espía" + 0.008*"dariocelise"'),
 (75,
  '0.134*"vía_sdpnoticias" + 0.027*"ruizjosejaime" + 0.027*"rickypedraza" + 0.011*"fernandeznorona" + 0.011*"lillytellez" + 0.011*"encuestador" + 0.011*"farreola" + 0.011*"criptocracia" + 0.011*"jabón" + 0.005*"convive"'),
 (76,
  '0.009*"lt" + 0.009*"ceo" + 0.009*"edición" + 0.008*"crdito" + 0.008*"ligamx" + 0.007*"ventas" + 0.007*"autosef" + 0.007*"enportada" + 0.007*"interesa" + 0.006*"planta"'),
 (77,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (78,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (79,
  '0.146*"videontx" + 0.127*"audiontx" + 0.029*"Katia &" + 0.027*"infografíantx" + 0.011*"tortuga" + 0.010*"vestigios" + 0.010*"autosntx" + 0.010*"turismontx" + 0.008*"Irma &gt&gt" + 0.007*"hipodromomex"'),
 (80,
  '0.056*"Jos López Zamorano" + 0.050*"concluye_entrevista" + 0.034*"pagesbeatriz" + 0.027*"Xyoli Prez Campos" + 0.014*"elsillóndepensar" + 0.014*"Marcos Aguilar Vega" + 0.014*"luissotoagenda" + 0.010*"equivocado" + 0.010*"apareciendo" + 0.009*"fracción"'),
 (81,
  '0.021*"qu" + 0.016*"mil" + 0.015*"laestafamaestra" + 0.011*"vía" + 0.010*"a" + 0.010*"millones" + 0.009*"empresas" + 0.008*"estn" + 0.008*"epn" + 0.007*"pesos"'),
 (82,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (83,
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 (84,
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 (85,
  '0.066*"lordferrari" + 0.018*"autonomías" + 0.015*"khemvirg" + 0.015*"interminable" + 0.009*"tuviera" + 0.009*"liderazgos" + 0.008*"autónomas" + 0.007*"juanblondie" + 0.007*"legislador" + 0.007*"dificulta"'),
 (86,
  '0.018*"puntosycomas" + 0.018*"magazinesd" + 0.016*"Carlos Santamaría" + 0.011*"bicicleta" + 0.011*"cincdoque" + 0.011*"resndiz" + 0.011*"Luis Resndiz" + 0.010*"mundano" + 0.009*"evadir" + 0.008*"treviño"'),
 (87,
  '0.035*"opiniónlsr" + 0.022*"marta" + 0.015*"Marta Lamas AgendaPública" + 0.010*"nlida" + 0.009*"rfaga" + 0.009*"belinda" + 0.008*"súper" + 0.008*"montijo" + 0.008*"galilea" + 0.008*"adopción"'),
 (88,
  '0.010*"recordemos" + 0.010*"brenchocopastel" + 0.005*"variación" + 0.000*"giran" + 0.000*"bsico" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"aporta"'),
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  '0.121*"laaficion" + 0.040*"temblor_tenemosismo" + 0.032*"milenioforos" + 0.023*"retiro" + 0.022*"mileniohey" + 0.015*"jubilación" + 0.014*"cultencias" + 0.012*" Fotogalería" + 0.010*"tarjeta" + 0.010*"podcast"'),
 (90,
  '0.107*"laotraopinion" + 0.048*"laotraopinión" + 0.023*"encontraste" + 0.022*"pablohiriart" + 0.016*"federicoarreola" + 0.014*"coyotes" + 0.013*"arreola" + 0.012*"ejecentral" + 0.012*"ayudadememoria" + 0.011*"gubernatura"'),
 (91,
  '0.026*"pontifex" + 0.022*"juntospormxico" + 0.013*"seccionxxii" + 0.013*"his" + 0.012*"dubbia" + 0.012*"back" + 0.010*"mscaras" + 0.010*"caffarra" + 0.009*"círculo" + 0.008*"firmantes"'),
 (92,
  '0.022*"ópera" + 0.021*"olvidados" + 0.021*"elsabuesoap" + 0.018*"ancestrales" + 0.018*"eedienteanimal" + 0.018*"bioeticaunam" + 0.015*"oveja" + 0.014*"cmdpdh" + 0.011*"yotlacuila" + 0.011*"tangoterapia"'),
 (93,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (94,
  '0.038*"isaldelsol" + 0.038*"juanomarfierro" + 0.025*"códigos" + 0.025*"vidriloco" + 0.019*"librito" + 0.019*"sbrook" + 0.019*"kryptonite" + 0.013*"bici" + 0.013*"danielcubierto" + 0.013*"romperlo"'),
 (95,
  '0.049*"mxvscorrupcion" + 0.014*"jedi" + 0.014*"pbenaventeg" + 0.013*"ElFinanciero_Mx Buen" + 0.013*"laferia" + 0.012*"ganzom" + 0.012*"elijoanimal" + 0.010*"paciencia" + 0.010*"erendiraaquinoa" + 0.010*"inopportuna"'),
 (96,
  '0.081*"contraportada" + 0.064*"julioastillero" + 0.058*"lajornada" + 0.025*"alianza_pan" + 0.023*"diario" + 0.020*"hdemauleon" + 0.013*"rocha" + 0.013*"ahelguera" + 0.013*"we" + 0.013*"destape"'),
 (97,
  '0.000*"giran" + 0.000*"bsico" + 0.000*"aporta" + 0.000*"mariposas" + 0.000*"culturizando" + 0.000*"normalayon" + 0.000*"dutch" + 0.000*"óptimas" + 0.000*"ensueño" + 0.000*"comparezca"'),
 (98,
  '0.087*"papaencolombia" + 0.045*"lomsyi" + 0.019*"Entrate…" + 0.017*"LoMsYI COLUMNA" + 0.010*"vamosporunafiscalíaquesirva" + 0.009*"coberturaespecialyi" + 0.008*"montes" + 0.007*"LoMsYI POLÍTICA" + 0.007*"acnudh" + 0.006*"cartoncalderon"'),
 (99,
  '0.031*"leaks" + 0.015*"rusos" + 0.013*"robert" + 0.012*"opiniónuno" + 0.011*"ronda_tlcan" + 0.011*"cafreeland" + 0.010*"MINUTO A" + 0.009*"depilación" + 0.009*"saluddeuno" + 0.009*"ildefonsogv"')]

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]:





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  (46, 0.10698920677125927),
  (50, 0.20773422764406371),
  (62, 0.019665819726451973),
  (71, 0.11880881106218097),
  (81, 0.18703206451889054),
  (96, 0.031651245414446513)],
 'nexosmexico': [(0, 0.21125088958075466),
  (4, 0.095017117111754187),
  (9, 0.051271317329012162),
  (14, 0.016163430459793335),
  (31, 0.21397507523045345),
  (50, 0.061941299379000128),
  (62, 0.095872689574278386),
  (71, 0.10544571725639083),
  (76, 0.020779243882684602),
  (81, 0.082060889502807891),
  (99, 0.038335027093459852)],
 'panchogarfias': [(9, 0.11926732172988136),
  (31, 0.25288226251363327),
  (38, 0.1180961853841999),
  (50, 0.38184750104206477)],
 'politicomx': [(0, 0.19339078741689336),
  (9, 0.034465778649315916),
  (31, 0.11951833438300982),
  (50, 0.40904816625069101),
  (62, 0.024469436925437574),
  (71, 0.07763566834945039),
  (81, 0.11396027475941679),
  (96, 0.013878901766375424)],
 'puigcarlos': [(9, 0.98841287932423205)],
 'revistaproceso': [(0, 0.38956479514597225),
  (9, 0.091886908445002663),
  (13, 0.011336325376652452),
  (31, 0.13401784555190829),
  (50, 0.15434039045738634),
  (71, 0.029670270795692674),
  (81, 0.17635902368047005)],
 'rivapa': [(0, 0.34937434499050651),
  (6, 0.05974529992484142),
  (31, 0.034317274516532929),
  (50, 0.2565119766921013),
  (53, 0.055086953406572617),
  (58, 0.015011513112709502),
  (71, 0.05169131507889721),
  (81, 0.094695801457853737),
  (90, 0.037286873570219779)],
 'sacroprofano': [(0, 0.12624074524398965),
  (9, 0.027619594675621497),
  (31, 0.36991033241183052),
  (50, 0.09646399940134659),
  (62, 0.018461595292205066),
  (71, 0.049362326484886754),
  (76, 0.030285147271020066),
  (81, 0.1462817721634968),
  (91, 0.12862184195088389)],
 'sdpnoticias': [(0, 0.61350929563148748),
  (9, 0.042823631178515814),
  (31, 0.052892999430793064),
  (50, 0.089704581935761432),
  (53, 0.079271132584891921),
  (71, 0.032532165608762403),
  (81, 0.073577823747233026),
  (90, 0.010138841873936292)],
 'sergioaguayo': [(0, 0.086301603955646677),
  (9, 0.11611464047594772),
  (18, 0.19937576404468918),
  (22, 0.014306293173000082),
  (31, 0.069371874879729581),
  (48, 0.013887964338751314),
  (50, 0.09312625068808654),
  (61, 0.012219813060040521),
  (64, 0.014592174149874883),
  (71, 0.15764572253086961),
  (76, 0.053536371601436254),
  (81, 0.15922846270240495)],
 'sopitas': [(0, 0.25968184461009325),
  (11, 0.040601891456111733),
  (31, 0.095820637299970812),
  (50, 0.18820091566837849),
  (53, 0.01117488884674424),
  (71, 0.10785051398772845),
  (76, 0.20771593754020728),
  (81, 0.07423408883216763)],
 'soyfdelrincon': [(53, 0.98075416120960501)],
 'warkentin': [(0, 0.21740705067280969),
  (31, 0.2701697951077629),
  (37, 0.037873721262279315),
  (50, 0.056171043432971461),
  (71, 0.19757268722300181),
  (81, 0.2174996956064737)]}

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 2.49 s, sys: 240 ms, total: 2.73 s
Wall time: 2.42 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]: