In [1]:

    

from gensim.models import AuthorTopicModel

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


    

In [2]:

    

model.show_topics(num_topics=100)


    

    
Out[2]:





[(0,
  '0.029*"opiniónlsr" + 0.019*"yosoitu" + 0.008*"todopersonal" + 0.006*"LoMásYI COLUMNA" + 0.006*"columnadehoy" + 0.004*"FOTOS Así" + 0.004*"metrópoli" + 0.004*"chitlgalvez" + 0.003*"especialeslsr" + 0.003*"videocolumnalsr"'),
 (1,
  '0.014*"noticias" + 0.012*"fm" + 0.009*"enpunto" + 0.008*"cdmx" + 0.007*"tláhuac" + 0.007*"pri" + 0.006*"autoridades" + 0.006*"franklin" + 0.006*"gobierno" + 0.005*"duarte"'),
 (2,
  '0.009*"ligamxfemenil" + 0.006*"rudycoen" + 0.006*"mulsopolitico" + 0.005*"Rodolfo Higareda" + 0.005*"higareda" + 0.005*"Francisco Cárdenas Cruz" + 0.005*"aguilar" + 0.005*"Ángeles Aguilar" + 0.005*"mfloresarellano" + 0.005*"bibianabelsasso"'),
 (3,
  '0.005*"escobedo" + 0.004*"simpatía" + 0.004*"inmenso" + 0.003*"mannypacquiao" + 0.003*"Angélica Rivera" + 0.003*"daliakaki" + 0.003*"PorSiNoLoViste Así" + 0.003*"receso" + 0.002*"racistas" + 0.002*"jordan"'),
 (4,
  '0.011*"redesdepoder" + 0.011*"redesdepodermty" + 0.007*"cavernícola" + 0.007*"documentoíndigo" + 0.006*"Opinión de" + 0.006*"calentamiento" + 0.006*"opus" + 0.005*"tinnitus" + 0.004*"lewispugh" + 0.004*"reuters"'),
 (5,
  '0.038*"másleídas" + 0.037*"másleídas_aristegui" + 0.011*"AristeguiEnVivo …" + 0.007*"Javier Olmedo Titular Comipems" + 0.005*"drlorenzomeyer" + 0.005*"soypepemacias" + 0.004*"conferencias" + 0.004*"isrobles" + 0.004*"soyninonauta" + 0.004*"AristeguiEnVivo…"'),
 (6,
  '0.018*"años" + 0.016*"fotos" + 0.011*"vida" + 0.009*"rius" + 0.008*"mundo" + 0.007*"río" + 0.007*"política" + 0.006*"millones" + 0.006*"agosto" + 0.005*"mujeres"'),
 (7,
  '0.007*"sección" + 0.006*"pepe" + 0.005*"gilberto" + 0.004*"grillo" + 0.004*"Pepe Grillo" + 0.003*"ibetanzosmtdf" + 0.003*"debieron" + 0.003*"LoÚltimo  " + 0.003*"Gilberto Guevara" + 0.003*"nacionalcronicacommx"'),
 (8,
  '0.061*"epigmenioibarra" + 0.051*"pasedelista" + 0.043*"peñadebeserdespedidoya" + 0.037*"pasedelista_pm" + 0.019*"reglas" + 0.018*"verde" + 0.009*"fabriziomejia" + 0.009*"canallasforever" + 0.007*"molotovmx" + 0.006*"gabytrodea"'),
 (9,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (10,
  '0.012*"collado" + 0.012*"homozapp" + 0.011*"PRESTANOMBRES del" + 0.008*"veras" + 0.006*"sacados" + 0.006*"Entérate: WestHamUtd subasta playera firmada de CH14_" + 0.006*"Fernando del Collado" + 0.006*"FCBarcelona_es ante" + 0.006*"apobación" + 0.006*"la Ley de Vida Silvestre"'),
 (11,
  '0.018*"ciroenimagen" + 0.007*"paolavirrueta" + 0.006*"entrevistamos" + 0.005*"gob" + 0.005*"Gobernador de Quintana Roo" + 0.004*"fredy" + 0.004*"interactuar" + 0.003*"Fredy Sosa" + 0.003*"astray" + 0.003*"nicole"'),
 (12,
  '0.060*"aristegui" + 0.029*"president" + 0.021*"this" + 0.020*"as" + 0.019*"an" + 0.018*"what" + 0.018*"by" + 0.016*"us" + 0.014*"president_trump" + 0.011*"now"'),
 (13,
  '0.007*"Universidad de Sevilla" + 0.006*"Arquidiócesis Primada de México" + 0.006*"primada" + 0.006*"párroco" + 0.006*"nombrar" + 0.006*"Gloria Guevara" + 0.006*"ixtapan" + 0.006*"Gobierno de Morelos" + 0.006*"instalados" + 0.005*"movilizaciones"'),
 (14,
  '0.009*"euros" + 0.006*"ledezma" + 0.005*"millones_euros" + 0.005*"antonio_ledezma" + 0.005*"Antonio Ledezma" + 0.005*"alemania" + 0.005*"española" + 0.004*"revistaproceso" + 0.004*"arresto" + 0.004*"jenarovillamil"'),
 (15,
  '0.009*"lasagaoficial" + 0.006*"sagalive" + 0.006*"sigas" + 0.004*"dormido" + 0.004*"richiesgenial" + 0.004*"mercadillo" + 0.003*"ardiendo" + 0.003*"romerocoello" + 0.002*"haré" + 0.002*"tendrían"'),
 (16,
  '0.099*"lomásyi" + 0.047*"notieress" + 0.011*"padremachorro" + 0.009*"México Entérate" + 0.009*"mazapereda" + 0.009*"libertadreligiosa" + 0.009*"TU VOZ" + 0.008*"siredingv" + 0.008*"laicos" + 0.008*"LoMásYI CRISIS"'),
 (17,
  '0.009*"paradisus" + 0.009*"atn" + 0.006*"cd" + 0.005*"_TripleW Vicio" + 0.003*"solidario" + 0.003*"mande" + 0.003*"Federico Arreola" + 0.003*"ramonbecerra" + 0.003*"creando" + 0.003*"arreola"'),
 (18,
  '0.030*"mexicosocial" + 0.022*"effipn" + 0.014*"enriquegraue" + 0.010*"mrselfridge" + 0.008*"MexicoSocial_ La educación superior" + 0.008*"MexicoSocial_" + 0.008*"Rector de la UNAM_MX" + 0.006*"chueca" + 0.006*"cordiales" + 0.006*"detrásdeunclick"'),
 (19,
  '0.011*"jorgeandresmx" + 0.010*"PRI Asamblea" + 0.006*"cric" + 0.006*"monicamateosv" + 0.006*"hectorchavezgr" + 0.005*"octavo" + 0.004*"ño" + 0.004*"endilguemos" + 0.004*"nimio" + 0.004*"esrfmx"'),
 (20,
  '0.037*"matutinoeress" + 0.028*"eslahoradeopinar" + 0.021*"foroglobal" + 0.014*"forotv" + 0.013*"forotv_canal" + 0.013*"FOROtv Canal" + 0.012*"izzi_sky" + 0.012*"izzi" + 0.012*"sky" + 0.010*"eslahoradeopinar_leozuckermann"'),
 (21,
  '0.024*"cnnee" + 0.017*"conclualcaldes" + 0.011*"President Trump" + 0.011*"south" + 0.011*"become" + 0.010*"hard" + 0.010*"were" + 0.009*"morning" + 0.007*"market" + 0.006*"hours"'),
 (22,
  '0.010*"fdodiaznaranjo" + 0.001*"ventanilla" + 0.000*"homófobo" + 0.000*"Willy Toledo" + 0.000*"bryant" + 0.000*"kobe" + 0.000*"PERO MUCHO" + 0.000*"Kobe Bryant" + 0.000*"Conoces todas las películas…" + 0.000*"willy"'),
 (23,
  '0.008*"Uber_MEX Fuiste" + 0.005*"porras" + 0.004*"irosasr" + 0.004*"datosabiertos" + 0.004*"infotecmexico" + 0.004*"Jajaja Muy" + 0.004*"DatosAbiertos y la transparencia de la información" + 0.004*"leernos" + 0.004*"preocupado" + 0.004*"Drdesconocido Es Flickr"'),
 (24,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (25,
  '0.014*"moreira" + 0.010*"policia" + 0.008*"Los Duarte Borge Yarrington Moreira Siguieran" + 0.008*"ayotzinapaesuncrimendeestado" + 0.008*"JUSTICIA VERDAD" + 0.008*"perpetre" + 0.008*"disfrace" + 0.007*"yarrington" + 0.006*"gangrena" + 0.006*"presidenciables"'),
 (26,
  '0.039*"traiciona" + 0.026*"finge" + 0.013*"impunemente" + 0.013*"OHL HIGA Oderbrecht Saquean" + 0.013*"Duarte Peña" + 0.013*"oderbrecht" + 0.004*"satírica" + 0.003*"acucioso" + 0.003*"mrkompa" + 0.003*"El Poli"'),
 (27,
  '0.034*"marthareyesb" + 0.025*"ntt_marthareyesb" + 0.017*"efektonacional" + 0.016*"tp" + 0.016*"tp_megacable" + 0.016*"izz_sky" + 0.016*"izz" + 0.015*"efektoentuvida" + 0.014*"danycarvallo" + 0.014*"vladimirgaleana"'),
 (28,
  '0.016*"federicopatino" + 0.009*"vocesendirecto" + 0.008*"lipton" + 0.008*"fmi" + 0.008*"David Lipton" + 0.006*"FedericoPatino_" + 0.005*"demasiados" + 0.005*"made" + 0.005*"group" + 0.005*"pareció"'),
 (29,
  '0.006*"laopinión" + 0.006*"osvaldomonos" + 0.005*"Eduardo Gómez" + 0.004*"envideo" + 0.004*" Policiaca" + 0.004*"cuidatudinero" + 0.003*"heraldocuu" + 0.003*"megamarcha" + 0.003*"caosvial" + 0.003*"laprensaoem"'),
 (30,
  '0.005*"Jesús Corona" + 0.005*"Alerta Se" + 0.005*"imagendeldía" + 0.003*"irresponsables" + 0.002*"obesas" + 0.002*"FelizLunes BuenInicioDeSemana" + 0.002*"bueniniciodesemana" + 0.002*"cantará" + 0.002*"Trump”" + 0.002*"incrementan"'),
 (31,
  '0.007*"fincalacarrodilla" + 0.006*"compartan" + 0.005*"pasadita" + 0.005*"sen" + 0.005*"Valle de Guadalupe" + 0.004*"periodístico" + 0.002*"sillon" + 0.002*"6K Favorited See" + 0.002*"Xóchilt El Universal" + 0.002*"raulmorono"'),
 (32,
  '0.048*"encontexto" + 0.038*"paraescuchar" + 0.007*"ParaEscuchar Que" + 0.006*"kilo" + 0.006*"poli" + 0.005*"ferreyra" + 0.005*"agronoticiasmx" + 0.004*"asíderápido" + 0.004*"Edomex Morena" + 0.004*"Carlos Ferreyra"'),
 (33,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (34,
  '0.012*"beatrizportega" + 0.012*"sesuscraiz" + 0.012*"fdvg" + 0.009*"clausgr" + 0.006*"feravedoy" + 0.006*"Presidencial de PRI_Nacional" + 0.006*"Vía osoweb" + 0.006*"tssss" + 0.006*"osoweb" + 0.006*"antonieta"'),
 (35,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (36,
  '0.008*"arrasa" + 0.005*"pedrerol" + 0.004*"corberó" + 0.004*"Úrsula Corberó" + 0.004*"úrsula" + 0.004*"abrazos" + 0.004*"risa" + 0.004*"carlotaeramirez" + 0.004*"alvaromenlon" + 0.004*"Alberto Garzón"'),
 (37,
  '0.027*"alynmon" + 0.009*"actualidadrt" + 0.006*"destituya" + 0.006*"Todo México" + 0.006*"represor" + 0.006*"indignos" + 0.005*"generalizada" + 0.004*"traidor" + 0.004*"noveno" + 0.003*"niunfraudemasmx"'),
 (38,
  '0.014*"magdaleno" + 0.014*"sistemática" + 0.010*"lanotadura" + 0.010*"espuma" + 0.009*"Venezuela Video" + 0.007*"sábados" + 0.007*"atónica" + 0.006*"balístico" + 0.006*"gobierna" + 0.006*"Francesco Totti"'),
 (39,
  '0.073*"alaire" + 0.018*"cirogomezl" + 0.012*"telefórmula" + 0.011*"pdte" + 0.010*"espectáculos" + 0.010*"fm_telefórmula" + 0.008*"abriendolaconversación" + 0.008*"cirogomezl_porlamañana" + 0.007*"Padre Machorro" + 0.006*"seria"'),
 (40,
  '0.037*"teconectafm" + 0.031*"oncenoticiastv" + 0.018*"arrobafm" + 0.005*"Lourdes Almeida" + 0.003*"La Razón de Roberto Diego Ortega" + 0.003*"Toño Valdés" + 0.003*"Areli Cano" + 0.003*"contestario" + 0.003*"maricopa" + 0.003*"exalguacil"'),
 (41,
  '0.002*"marthaanaya" + 0.002*"cómico" + 0.002*"componenda" + 0.002*"fijados" + 0.002*"distracción" + 0.002*"filipoocadiz" + 0.002*"joseenriquerovirosapriego" + 0.002*"legitima" + 0.002*"rainmanware" + 0.002*"trollhusbandgina"'),
 (42,
  '0.042*"soyfdelrincon" + 0.014*"conclusiones" + 0.008*"concluonu" + 0.007*"vicepresidencia" + 0.007*"atraviesa" + 0.006*"perseguidos" + 0.006*"ohio" + 0.006*"boliviano" + 0.006*"vzla" + 0.006*"sabian"'),
 (43,
  '0.018*"peñafarsante" + 0.017*"aristeguienvivo" + 0.016*"sistema" + 0.012*"finanzas" + 0.011*"nicolás_maduro" + 0.011*"nicolás" + 0.011*"Nicolás Maduro" + 0.011*"falleció" + 0.009*"bastadementiras" + 0.009*"penal"'),
 (44,
  '0.011*"losniñosdelaguerradelsur" + 0.010*"smartphone" + 0.005*"allison" + 0.004*"cejas" + 0.004*"arriban" + 0.004*"carnaval" + 0.004*"ssa" + 0.003*"niñosdelaguerradelsur" + 0.003*"mantenga" + 0.003*"pasoeres"'),
 (45,
  '0.035*"trump" + 0.021*"enfoque" + 0.019*"méxico" + 0.017*"epn" + 0.012*"franklin" + 0.012*"peña" + 0.009*"eu" + 0.009*"tormenta" + 0.007*"eeuu" + 0.007*"puebla"'),
 (46,
  '0.011*"one" + 0.008*"asia" + 0.007*"arturozamora" + 0.006*"reos" + 0.006*"analistas" + 0.005*"artistas" + 0.005*"suma" + 0.005*"claudiashein" + 0.005*"El Chapo" + 0.004*"desarrollo"'),
 (47,
  '0.020*"jorgeramosnews" + 0.013*"GaelGarciaB DemianBichir diegoluna_" + 0.010*"CarlosL César ChristianA" + 0.010*"gaelgarciab" + 0.010*"carlosl" + 0.010*"Antonio Benjamin Bernardo" + 0.010*"benjamin" + 0.010*"christiana" + 0.010*"christiant" + 0.010*"carlosiván"'),
 (48,
  '0.010*"cover" + 0.008*"marianruzzi" + 0.006*"openculture" + 0.006*"eternidad" + 0.005*"Mr Robot" + 0.005*"globo" + 0.005*"Festival Internacional del Globo de León" + 0.005*"excusas" + 0.005*"peeeero" + 0.005*"aliens"'),
 (49,
  '0.049*"mesaparatodos" + 0.038*"entrevistamvs" + 0.012*"marcaclaromvs" + 0.009*"carloszup" + 0.008*"fansdemiyagi" + 0.008*"etorreblancaj" + 0.007*"LuisCardenasMx FM" + 0.007*"Manuel Gómez" + 0.007*"ensutinta" + 0.005*"charrosvsgangsters"'),
 (50,
  '0.055*"alaireconpaola" + 0.020*"imagen_radio" + 0.017*"Imagen Radio" + 0.013*"másgrandequenunca" + 0.012*"conduce" + 0.011*"imageninformativa" + 0.006*"radioactiva" + 0.006*"parodia" + 0.005*"pañales" + 0.005*"egresados"'),
 (51,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (52,
  '0.022*"afcvcfc" + 0.012*"nayaroldan" + 0.010*"jorgeisraelh" + 0.008*"trailer" + 0.007*"relatosdemujeres" + 0.007*"elicación" + 0.006*"wtf" + 0.005*"sead" + 0.005*"mertesacker" + 0.005*"ternura"'),
 (53,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (54,
  '0.040*"sdpnoticias" + 0.037*"vía_sdpnoticias" + 0.013*"Encuesta de Facebook" + 0.010*"comscore" + 0.008*"federicoarreola" + 0.007*"fantoche" + 0.006*"confirmada" + 0.005*"vasconcelos" + 0.005*"rickypedraza" + 0.005*"senamest"'),
 (55,
  '0.009*"verne" + 0.009*"smoda" + 0.007*"olivares" + 0.006*"uu" + 0.006*"ee" + 0.005*"Melanie Olivares" + 0.005*"buenavidaep" + 0.004*"sentarse" + 0.004*"cincodiascom" + 0.004*"solucionó"'),
 (56,
  '0.012*"chécalo" + 0.010*"gcerveravalee" + 0.004*"teléfonorojo" + 0.004*"obligaba" + 0.004*"mosca" + 0.004*"davidsanchezca" + 0.004*"nykte" + 0.003*"adriantrejo" + 0.003*"locartoon" + 0.003*"enlasemana"'),
 (57,
  '0.011*"pitaamor" + 0.009*"selfridges" + 0.009*"tablerodeajedrez" + 0.007*"cinedelonce" + 0.007*"factorciencia" + 0.007*"inmunológico" + 0.004*"Dr Enrique Graue" + 0.004*"Saludos cordiales" + 0.004*"agradecemos" + 0.004*"canalonce"'),
 (58,
  '0.004*"entendido" + 0.004*"maelvallejo" + 0.004*"misskarrusel" + 0.003*"evaden" + 0.002*"encontré" + 0.002*"aprovechando" + 0.002*"devuelvan" + 0.002*"jeffking" + 0.002*"drkevorkian" + 0.002*"paolaugalde"'),
 (59,
  '0.007*"manzanares" + 0.007*"vendedor" + 0.005*"parezca" + 0.005*"desacreditar" + 0.000*"encendida" + 0.000*"Conoces todas las películas…" + 0.000*"Willy Toledo" + 0.000*"estalla" + 0.000*"willy" + 0.000*"PERO MUCHO"'),
 (60,
  '0.026*"carlosramirezh" + 0.022*"indicadorpolitico" + 0.007*"noticiasmvs" + 0.006*"Estado en Casa Blanca" + 0.006*"Ciudad Universitaria de UNAM_MX" + 0.005*"das" + 0.005*"motörhead" + 0.005*"David Bowie" + 0.005*"werakuri" + 0.004*"apontedavid"'),
 (61,
  '0.025*"fernandozarates" + 0.017*"lajornada" + 0.017*"gdehoyoswalther" + 0.013*"fiorillo" + 0.013*"Carlos Fiorillo" + 0.011*"fitchratings" + 0.007*"astillero" + 0.006*"eponiatowska" + 0.006*"robertoborge" + 0.006*"cachorro"'),
 (62,
  '0.094*"despiertaconloret" + 0.052*"lasnoticiascondanielle" + 0.030*"enpunto_denisemaerker" + 0.016*"mendezraq" + 0.012*"lrubin" + 0.008*"EnPunto DeniseMaerker…" + 0.008*"EnPunto…" + 0.006*"francocasella" + 0.005*"despiertacondeportes" + 0.005*"trafico"'),
 (63,
  '0.051*"excélsiortv" + 0.021*"excélsiorinforma" + 0.009*"excélsior" + 0.009*"excelsior" + 0.008*"tamaravargasof" + 0.006*"yuririasierra" + 0.006*"esperanzas" + 0.006*"drdesconocido" + 0.006*"rodrigoorenday" + 0.006*"frankymostro"'),
 (64,
  '0.006*"genarolozano" + 0.003*"anapordorica" + 0.000*"Willy Toledo" + 0.000*"willy" + 0.000*"kobe" + 0.000*"homófobo" + 0.000*"irreconocible" + 0.000*"pardo" + 0.000*"encendida" + 0.000*"Conoces todas las películas…"'),
 (65,
  '0.008*"engéntate" + 0.008*"apellidos" + 0.007*"arternativo" + 0.007*"modareforma" + 0.007*"visitaguiada" + 0.006*"másvalemaña" + 0.005*"changarreandocdmx" + 0.005*"laveoonolaveo" + 0.005*"enhebracolectiv" + 0.005*"favorece"'),
 (66,
  '0.003*"fiera" + 0.003*"negrete" + 0.003*"precisa" + 0.000*"Willy Toledo" + 0.000*"kobe" + 0.000*"homófobo" + 0.000*"bryant" + 0.000*"Conoces todas las películas…" + 0.000*"encendida" + 0.000*"PERO MUCHO"'),
 (67,
  '0.014*"El Universal" + 0.005*"Portada Excelsior" + 0.002*"Jorge A Chávez Presa" + 0.002*"fiabilidad" + 0.002*"Método Aloha" + 0.002*"Jean Meyer" + 0.002*"apresen" + 0.002*"Fractura ‘" + 0.002*"Francisco Valdés Ugalde" + 0.002*"compranet"'),
 (68,
  '0.005*"who" + 0.005*"white" + 0.004*"their" + 0.004*"said" + 0.004*"change" + 0.004*"house" + 0.003*"been" + 0.003*"climate" + 0.003*"americans" + 0.002*"report"'),
 (69,
  '0.036*"bbcmundo" + 0.009*"hoyenanimal" + 0.008*"condenó" + 0.007*"eedienteanimal" + 0.006*"lujambioalberto" + 0.005*"eleccionesymas" + 0.005*"betoborge" + 0.004*"pamelarogue" + 0.004*"San Miguel de Allende" + 0.004*"uanl"'),
 (70,
  '0.104*"enfoque_noticias" + 0.079*"enfoquenoticias" + 0.010*"EnfoqueNoticias…" + 0.008*"stereocienmx" + 0.007*"Enfoque Noticias" + 0.006*"carmonamartin" + 0.006*"puntosycomas" + 0.004*"soriana" + 0.004*" Enfoque Noticias" + 0.004*"gercedillo"'),
 (71,
  '0.024*"video" + 0.014*"venezuela" + 0.008*"cdmx" + 0.007*"méxico" + 0.007*"vía" + 0.007*"años" + 0.006*"maduro" + 0.005*"constituyente" + 0.005*"columna" + 0.004*"asamblea"'),
 (72,
  '0.005*"bueh" + 0.005*"risa" + 0.005*"previsor" + 0.005*"preguntaban" + 0.005*"Hasta los polis preguntaban" + 0.005*"desorganizado" + 0.005*"Hay…" + 0.005*"polis" + 0.000*"pasadizos" + 0.000*"primark"'),
 (73,
  '0.017*"alfredolecona" + 0.017*"albertoserdan" + 0.012*"arnemx" + 0.003*"alarmismo" + 0.003*"satisfechos" + 0.003*"rips" + 0.003*"conste" + 0.003*"edymex" + 0.003*"bebido" + 0.003*"In a Swimmer’s Two-Year Quest"'),
 (74,
  '0.008*"reivindica" + 0.006*"mandara" + 0.005*"bonitos" + 0.005*"reivindicar" + 0.004*"fascismo" + 0.004*"Augusto Pinochet" + 0.003*"beba" + 0.003*"engañaron" + 0.002*"ÚLTIMA HORA  La Fiscalía" + 0.002*"apoyes"'),
 (75,
  '0.019*"time" + 0.015*"get" + 0.013*"power" + 0.012*"him" + 0.010*"nothing" + 0.009*"between" + 0.009*"episode" + 0.008*"war" + 0.007*"takes" + 0.007*"died"'),
 (76,
  '0.001*"fmf" + 0.000*"bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (77,
  '0.025*"laotraopinión" + 0.019*"contraste" + 0.013*"plumasinvitadas" + 0.012*"EN CONTRASTE" + 0.005*"eedientepolítico" + 0.005*"idiotas" + 0.004*"ItinerarioPolítico  " + 0.004*"rigo" + 0.004*"comentamos" + 0.004*"romo"'),
 (78,
  '0.007*"estaré" + 0.005*"bitácora" + 0.005*"obtenida" + 0.005*"regidoras" + 0.005*"aeromexico" + 0.005*"leerla" + 0.004*"igualmente" + 0.004*"comentarla" + 0.003*"Museo Nacional de Arte de Cataluña" + 0.002*"populismo"'),
 (79,
  '0.019*"autosef" + 0.014*"monerosfinancieros" + 0.009*"rivapa" + 0.007*"monerorictus" + 0.006*"ruiztorre" + 0.005*"reflector" + 0.004*"pyme" + 0.004*"alejo" + 0.004*"ferrari" + 0.003*"ginamorettc"'),
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  '0.016*"sandoval" + 0.012*"informaciónw" + 0.009*"dossierseguridad" + 0.009*"asilascosasw" + 0.007*"pacas" + 0.005*"lujosa" + 0.005*"asísopitas" + 0.005*"wradiomexico" + 0.005*"marthadebayleenw" + 0.004*"marchapormorelos"'),
 (81,
  '0.003*"presijajajajajaja" + 0.000*"encendida" + 0.000*"willy" + 0.000*"homófobo" + 0.000*"Willy Toledo" + 0.000*"bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Kobe Bryant" + 0.000*"Conoces todas las películas…"'),
 (82,
  '0.011*"trenes" + 0.008*"platico" + 0.007*"quiroz" + 0.007*"deberíamos" + 0.005*"volveré" + 0.004*"fblive" + 0.004*"atributos" + 0.004*"feroces" + 0.004*"amos" + 0.004*"cirogomezl"'),
 (83,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (84,
  '0.000*"bryant" + 0.000*"Kobe Bryant" + 0.000*"estalla" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"willy" + 0.000*"encendida" + 0.000*"Willy Toledo" + 0.000*"homófobo" + 0.000*"kobe"'),
 (85,
  '0.032*"askmenlatam" + 0.032*"vía_askmenlatam" + 0.014*"autosrpmoficial" + 0.007*"empadron" + 0.004*"aficionado" + 0.004*"infiniti" + 0.003*"¡ATENCIÓN" + 0.003*"juanterrazas" + 0.003*"queridísima" + 0.002*"publimetrodominical"'),
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 (87,
  '0.130*"laprimeramvs" + 0.030*"alaire_laprimeramvs" + 0.024*"laprimeramvs_fm" + 0.015*"ptellovillagran" + 0.007*"mesamvs" + 0.007*"sheilarenne" + 0.005*"patricioking" + 0.005*"gabycuevas" + 0.005*"primerasplanas" + 0.004*"pabloescuderom"'),
 (88,
  '0.016*"gaelgarciab" + 0.003*"gochoalavidava" + 0.003*"gerardofragosom" + 0.003*"discúlpelo" + 0.001*"sirviente" + 0.001*"regente" + 0.001*"elige" + 0.001*"sirvienta" + 0.001*"imagenlaguna" + 0.001*"FMF Apoyarlo"'),
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  '0.039*"opinión" + 0.037*"the" + 0.022*"of" + 0.020*"to" + 0.016*"in" + 0.014*"a" + 0.011*"y" + 0.011*"and" + 0.010*"gracias" + 0.008*"is"'),
 (90,
  '0.040*"from" + 0.036*"how" + 0.026*"most" + 0.019*"in_the" + 0.019*"via" + 0.019*"by" + 0.019*"could" + 0.014*"day" + 0.013*"here" + 0.012*"she"'),
 (91,
  '0.003*"toño" + 0.003*"rana" + 0.003*"aristeguiemilio" + 0.003*"AristeguiEmilio Tú di rana" + 0.001*"Piedras Negras" + 0.001*"masacre de Allende" + 0.001*"muer" + 0.001*"Nuevo documental" + 0.001*"dtvetv" + 0.001*"gerónimo"'),
 (92,
  '0.020*"barrazaadriana" + 0.011*"abel" + 0.011*"abelardo" + 0.008*"Abel Abelardo Adán Alexander BastaDeMentiras" + 0.007*"nemexico" + 0.006*"ioaan" + 0.005*"rflorianov" + 0.004*"vinomexicano" + 0.004*"ironía" + 0.004*"aclu"'),
 (93,
  '0.005*"Ernesto_MDiaz ManceraMiguelMX No va a decir" + 0.002*"O sea" + 0.002*"enterado" + 0.000*"Willy Toledo" + 0.000*"encendida" + 0.000*"kobe" + 0.000*"PERO MUCHO" + 0.000*"Conoces todas las películas…" + 0.000*"irreconocible" + 0.000*"willy"'),
 (94,
  '0.007*"Portada Milenio" + 0.006*"Portada Reforma" + 0.005*"desdeñan" + 0.004*"arropada" + 0.004*"Frente Amplio “" + 0.004*"Diputados dan luz" + 0.004*"Régimen de Jubilaciones y Pensiones" + 0.004*"jubilaciones" + 0.004*"visitadores" + 0.004*"sntss"'),
 (95,
  '0.008*"juntosporméxico" + 0.008*"early" + 0.008*"secciones" + 0.004*"gifted" + 0.004*"liniomexico" + 0.004*"biyectedprays" + 0.004*"cuellarcamarena" + 0.004*"trust" + 0.004*"datacivica" + 0.003*"síntesis"'),
 (96,
  '0.044*"videontx" + 0.043*"audiontx" + 0.011*"infografíantx" + 0.004*"turismontx" + 0.004*"adóndeir" + 0.004*"autosntx" + 0.003*"Franklin &" + 0.003*"undato" + 0.002*"Abierto Los Cabos" + 0.002*"elaboración"'),
 (97,
  '0.047*"noalsilencio" + 0.042*"x" + 0.021*"hekglez" + 0.015*"rcanudasg" + 0.014*"esuncrimendeestado" + 0.012*"erendiritas" + 0.011*"exigimos" + 0.009*"demianbichir" + 0.009*"residente" + 0.009*"comoleerenbici"'),
 (98,
  '0.111*"ntt" + 0.030*"rivapa" + 0.016*"lt" + 0.014*"spinoso" + 0.012*"jairavalosl" + 0.008*"latentación" + 0.007*"impreso" + 0.006*"ampliamos" + 0.006*"ejecentral" + 0.005*"efemerides"'),
 (99,
  '0.025*"enlared" + 0.006*"igualitario" + 0.004*"space" + 0.003*"albertossaurio" + 0.003*"lovienunotv" + 0.003*"alertaran" + 0.003*"puntas" + 0.003*"montando" + 0.003*"vaciar" + 0.003*"acalorada"')]

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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 'lydiacachosi': [(1, 0.062030824069886456),
  (6, 0.04946941627143054),
  (45, 0.047313277413208954),
  (47, 0.36501873352337594),
  (71, 0.1776892600158021),
  (86, 0.067144497549540605),
  (89, 0.20642160724479494)],
 'macariomx': [(1, 0.023550033611235394),
  (6, 0.022568349204394881),
  (12, 0.3199789742086811),
  (45, 0.28889701048996774),
  (71, 0.029492242763497691),
  (86, 0.053404225504234119),
  (89, 0.25707598517960817)],
 'mariocampos': [(12, 0.98884395423130944)],
 'maurimm': [(6, 0.093880541962668193),
  (47, 0.20085348867979758),
  (71, 0.20085878341457963),
  (86, 0.20785645056781926),
  (89, 0.20085867050668918)],
 'mileniotv': [(1, 0.039022057375894988),
  (6, 0.017450507926660058),
  (71, 0.78397975298465861),
  (86, 0.13246205685429896)],
 'nacholozano': [(1, 0.098837841339753346),
  (6, 0.054047175081347057),
  (12, 0.017580950869763981),
  (45, 0.1089031748516411),
  (71, 0.23679940707308059),
  (86, 0.049711525302241211),
  (89, 0.1869774467319846),
  (99, 0.23384306688405571)],
 'nexosmexico': [(1, 0.064240548722539703),
  (6, 0.13205860437424252),
  (45, 0.080808518638669974),
  (71, 0.15180904003761916),
  (86, 0.1577241608612778),
  (89, 0.15287260973389105),
  (99, 0.25190552665531663)],
 'nytimes': [(12, 0.089510816509087224),
  (21, 0.014292735758127515),
  (45, 0.062051740514533674),
  (46, 0.020322342053740994),
  (68, 0.3915563931717298),
  (71, 0.01954945014208645),
  (86, 0.037030664480680264),
  (89, 0.30371253204453952),
  (90, 0.039665018524677007)],
 'panchogarfias': [(1, 0.079089502637976997),
  (6, 0.17192243309695185),
  (43, 0.072742309551877701),
  (46, 0.07274230927871321),
  (63, 0.24615930051937293),
  (71, 0.094957790972933803),
  (86, 0.1908478544363211)],
 'politicomx': [(1, 0.19066488087875888),
  (6, 0.10341714647110235),
  (12, 0.037103966876039764),
  (25, 0.10117370528848864),
  (43, 0.033945670659564171),
  (45, 0.070075815867427671),
  (71, 0.29791038547994819),
  (86, 0.13957489537920309),
  (89, 0.025709421330301258)],
 'puigcarlos': [(1, 0.11966943083944279),
  (6, 0.030200900812886677),
  (12, 0.021355666877215546),
  (14, 0.011040766991108937),
  (45, 0.071458016324824333),
  (71, 0.15725998531988222),
  (86, 0.17050057006104599),
  (87, 0.25437635151736632),
  (89, 0.13177442305846024)],
 'revistaproceso': [(1, 0.18537577986638426),
  (6, 0.069857428157474352),
  (14, 0.017984915735720027),
  (29, 0.077662180383643545),
  (43, 0.04785225358813306),
  (45, 0.082372401643873897),
  (46, 0.01713218126467423),
  (71, 0.23300514608610162),
  (86, 0.24519537960496138),
  (89, 0.014420353281015574)],
 'rivapa': [(1, 0.069521162366390638),
  (6, 0.1026457601338676),
  (43, 0.010634129360831669),
  (45, 0.090305471492817355),
  (68, 0.21523738490028682),
  (71, 0.14344198013323314),
  (86, 0.048317970906651721),
  (89, 0.23133810410055552),
  (90, 0.032704568743871523),
  (98, 0.041728779025505251)],
 'sacroprofano': [(1, 0.089116389867508999),
  (6, 0.086921477724825211),
  (23, 0.021389345575877416),
  (43, 0.019551819949925157),
  (45, 0.069906500320912029),
  (46, 0.050290074656971356),
  (56, 0.16534541204965558),
  (71, 0.35888928541427201),
  (86, 0.10914119594951259)],
 'sdpnoticias': [(1, 0.35901931427491535),
  (6, 0.08871905137920244),
  (43, 0.076813329845745223),
  (45, 0.036024183857535884),
  (69, 0.055974760200399133),
  (71, 0.20865612157948241),
  (86, 0.17199768539870544)],
 'sergioaguayo': [(1, 0.14946700304479971),
  (6, 0.1148686813105384),
  (14, 0.020983112522594719),
  (26, 0.01867541997341262),
  (45, 0.01122986245799415),
  (54, 0.40890898945912557),
  (65, 0.022601946339504183),
  (71, 0.12292880087016432),
  (89, 0.096256632512536744)],
 'sopitas': [(1, 0.027471101641889789),
  (6, 0.0603386940924346),
  (14, 0.01928970197158978),
  (43, 0.038098642712066422),
  (45, 0.032853054301943477),
  (52, 0.078660739678279953),
  (71, 0.23114982407346471),
  (86, 0.46828408989903492),
  (89, 0.036500145825901345)],
 'soyfdelrincon': [(1, 0.067709652148035204),
  (6, 0.035250055784691058),
  (14, 0.011566032118559921),
  (21, 0.15239108804905716),
  (42, 0.34263593141551213),
  (45, 0.019506534248790099),
  (71, 0.17997335566509079),
  (86, 0.1286313132937644),
  (89, 0.03611674564185953)],
 'warkentin': [(1, 0.078178114889964234),
  (6, 0.078250526276712695),
  (19, 0.30273842551604624),
  (43, 0.079568961421160989),
  (45, 0.016924462857458095),
  (71, 0.079220661753635707),
  (80, 0.031607356478820854),
  (86, 0.12616699127477674),
  (89, 0.20461847064593858)]}

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 1.1 s, sys: 24 ms, total: 1.13 s
Wall time: 596 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]:

    

from gensim.similarities import MatrixSimilarity


index = MatrixSimilarity(model[list(model.id2author.values())])


    

In [9]:

    

from gensim import matutils
import pandas as pd


author_vecs = [model.get_author_topics(author) for author in model.id2author.values()]

def similarity(vec1, vec2):
    dist = matutils.hellinger(matutils.sparse2full(vec1, model.num_topics), \
                              matutils.sparse2full(vec2, model.num_topics))
    sim = 1.0 / (1.0 + dist)
    return sim

def get_sims(vec):
    sims = [similarity(vec, vec2) for vec2 in author_vecs]
    return sims

def get_table(name, top_n=10, smallest_author=1):
    sims = get_sims(model.get_author_topics(name))


    table = []
    for elem in enumerate(sims):
        author_name = model.id2author[elem[0]]
        sim = elem[1]
        author_size = len(model.author2doc[author_name])
        if author_size >= smallest_author:
            table.append((author_name, sim, author_size))
            

    df = pd.DataFrame(table, columns=['Author', 'Score', 'Size'])
    df = df.sort_values('Score', ascending=False)[:top_n]
    
    return df


    

In [10]:

    

get_table('Pajaropolitico',top_n=136)


    

    
Out[10]:







  

    

      

      
Author
      
Score
      
Size
    
  
  

    

      
43
      
Pajaropolitico
      
1.000000
      
726
    
    

      
111
      
sdpnoticias
      
0.776769
      
53
    
    

      
77
      
elsolde_mexico
      
0.723255
      
721
    
    

      
93
      
lacronicadehoy
      
0.719705
      
699
    
    

      
96
      
lopezdoriga
      
0.719275
      
658
    
    

      
6
      
AztecaNoticias
      
0.718762
      
197
    
    

      
35
      
MarioBeteta
      
0.717402
      
439
    
    

      
39
      
NoticiasMVS
      
0.714790
      
1040
    
    

      
108
      
revistaproceso
      
0.712646
      
386
    
    

      
49
      
Reforma
      
0.704470
      
827
    
    

      
73
      
diario24horas
      
0.702018
      
1099
    
    

      
5
      
AristeguiOnline
      
0.701630
      
604
    
    

      
38
      
NTelevisa_com
      
0.700831
      
1205
    
    

      
4
      
AnaPOrdorica
      
0.700791
      
46
    
    

      
40
      
Notimex
      
0.699078
      
865
    
    

      
19
      
El_Universal_Mx
      
0.698804
      
1354
    
    

      
106
      
politicomx
      
0.698494
      
352
    
    

      
30
      
JoseCardenas1
      
0.696553
      
313
    
    

      
44
      
PaolaRojas
      
0.696436
      
53
    
    

      
66
      
alvaro_delgado
      
0.696098
      
29
    
    

      
31
      
LaRazon_mx
      
0.694148
      
624
    
    

      
25
      
Foro_TV
      
0.692183
      
1039
    
    

      
90
      
julioastillero
      
0.689855
      
156
    
    

      
47
      
PublimetroMX
      
0.688801
      
749
    
    

      
0
      
ADNPolitico
      
0.688771
      
313
    
    

      
57
      
SinEmbargoMX
      
0.686000
      
935
    
    

      
76
      
eleconomista
      
0.685202
      
420
    
    

      
36
      
MexicanTimes
      
0.683557
      
353
    
    

      
21
      
Excelsior
      
0.683493
      
647
    
    

      
22
      
ExpansionMx
      
0.681674
      
1073
    
    

      
...
      
...
      
...
      
...
    
    

      
18
      
ElHuffPost
      
0.627080
      
1092
    
    

      
97
      
lydiacachosi
      
0.627069
      
54
    
    

      
63
      
YuririaSierra
      
0.626882
      
49
    
    

      
101
      
mileniotv
      
0.626031
      
122
    
    

      
46
      
Pizu
      
0.622440
      
42
    
    

      
3
      
Amsalazar
      
0.622039
      
30
    
    

      
79
      
esquivelgerardo
      
0.621907
      
13
    
    

      
54
      
SalCamarena
      
0.620386
      
11
    
    

      
84
      
jairocalixto
      
0.620270
      
94
    
    

      
105
      
panchogarfias
      
0.620264
      
2
    
    

      
32
      
LeonKrauze
      
0.620151
      
82
    
    

      
14
      
E_Q_
      
0.618054
      
9
    
    

      
100
      
maurimm
      
0.616878
      
1
    
    

      
80
      
estarc62
      
0.611935
      
11
    
    

      
114
      
soyfdelrincon
      
0.609417
      
21
    
    

      
98
      
macariomx
      
0.605256
      
350
    
    

      
2
      
Adela_Micha
      
0.598946
      
32
    
    

      
112
      
sergioaguayo
      
0.589735
      
14
    
    

      
89
      
jshm00
      
0.586475
      
9
    
    

      
12
      
DeniseMaerker
      
0.576207
      
358
    
    

      
13
      
DiegoEOsorno
      
0.574173
      
5
    
    

      
83
      
informador
      
0.571574
      
209
    
    

      
37
      
Milenio
      
0.564325
      
803
    
    

      
72
      
caudillomx
      
0.563151
      
1
    
    

      
104
      
nytimes
      
0.561261
      
545
    
    

      
91
      
karlaiberia
      
0.542091
      
47
    
    

      
56
      
SergioSarmiento
      
0.541619
      
14
    
    

      
7
      
Canal22
      
0.522724
      
281
    
    

      
85
      
javieraparicio
      
0.501041
      
9
    
    

      
99
      
mariocampos
      
0.500708
      
12
    
  

116 rows × 3 columns

In [ ]: