In [1]:
from gensim.models import AuthorTopicModel
model = AuthorTopicModel.load('model.atmodel')
In [2]:
model.show_topics(num_topics=100)
Out[2]:
[(0,
'0.016*"sección" + 0.014*"pepe" + 0.014*"radiactivo" + 0.011*"gilberto" + 0.010*"ip" + 0.010*"grillo" + 0.008*"portilla" + 0.008*"león_portilla" + 0.008*"lenguas" + 0.008*"traducir"'),
(1,
'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"'),
(2,
'0.143*"lomsyi" + 0.067*"notieress" + 0.022*"LoMsYI COLUMNA" + 0.016*"padremachorro" + 0.013*"libertadreligiosa" + 0.013*"Mxico Entrate" + 0.013*"TU VOZ" + 0.013*"mazapereda" + 0.011*"COLUMNA " + 0.011*"LoMsYI CRISIS"'),
(3,
'0.055*"ms_leaks" + 0.030*"PRI Asamblea" + 0.020*"serpienyescaler" + 0.018*"presidenciables" + 0.016*"jmcartoon" + 0.012*"dictaminar" + 0.012*"visióndefuturo" + 0.012*"candado" + 0.009*"Ms leaks:" + 0.008*"pontifica"'),
(4,
'0.024*"arnemx" + 0.018*"monicamateosv" + 0.012*"nimio" + 0.012*"esrfmx" + 0.012*"endilguemos" + 0.011*"gobernante" + 0.008*"amplias" + 0.008*"controlando" + 0.008*"poderosos" + 0.006*"chupa"'),
(5,
'0.027*"juntospormxico" + 0.021*"El Universal" + 0.015*"lacronicadehoy" + 0.015*"Portada Milenio" + 0.014*"Prensa La llamada de Trump" + 0.014*"Donald J Trump" + 0.012*"Portada Reforma" + 0.009*"síntesis" + 0.009*"frankporver" + 0.009*"Portada Excelsior"'),
(6,
'0.059*"oncenoticiastv" + 0.048*"mexicosocial" + 0.035*"effipn" + 0.022*"enriquegraue" + 0.019*"relatosdemujeres" + 0.016*"mrselfridge" + 0.016*"pitaamor" + 0.013*"tablerodeajedrez" + 0.013*"selfridges" + 0.013*"Rector de la UNAM_MX"'),
(7,
'0.036*"trump" + 0.021*"epn" + 0.018*"franklin" + 0.015*"peña" + 0.011*"eu" + 0.010*"tormenta" + 0.009*"alerta" + 0.008*"gobierno" + 0.008*"puebla" + 0.007*"campeche"'),
(8,
'0.083*"soyfdelrincon" + 0.046*"cnnee" + 0.036*"via" + 0.033*"conclualcaldes" + 0.028*"conclusiones" + 0.017*"concluonu" + 0.013*"mexico" + 0.013*"anti" + 0.013*"by" + 0.011*"clandestinidad"'),
(9,
'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"'),
(10,
'0.060*"autosef" + 0.044*"monerosfinancieros" + 0.021*"ruiztorre" + 0.020*"garcimonero" + 0.016*"reflector" + 0.013*"ferrari" + 0.013*"alejo" + 0.013*"pyme" + 0.011*"bentleymotors" + 0.010*"ginamorettc"'),
(11,
'0.061*"pasedelista" + 0.054*"noalsilencio" + 0.051*"peñadebeserdespedidoya" + 0.044*"pasedelista_pm" + 0.024*"hekglez" + 0.017*"rcanudasg" + 0.016*"esuncrimendeestado" + 0.014*"erendiritas" + 0.012*"exigimos" + 0.011*"fabriziomejia"'),
(12,
'0.063*"julioastillero" + 0.045*"galvanochoa" + 0.042*"lajornada" + 0.027*"ciroenimagen" + 0.021*"enfrentamientos" + 0.020*"fisgonmonero" + 0.018*"eponiatowska" + 0.014*"astillero" + 0.013*"tamayo" + 0.012*"sosa"'),
(13,
'0.054*"indicadorpolitico" + 0.016*"das" + 0.016*"paradisus" + 0.016*"atn" + 0.015*"Estado en Casa Blanca" + 0.013*"apontedavid" + 0.012*"escuchó" + 0.009*"Estado salinista" + 0.009*"Columna IndicadorPolitico Trump" + 0.009*"salinista"'),
(14,
'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*"danycarvallo" + 0.023*"vladimirgaleana"'),
(15,
'0.109*"mesaparatodos" + 0.084*"entrevistamvs" + 0.028*"marcaclaromvs" + 0.019*"mlopezsanmartin" + 0.019*"carloszup" + 0.018*"etorreblancaj" + 0.017*"LuisCardenasMx FM" + 0.015*"Manuel Gómez" + 0.015*"ensutinta" + 0.011*"charrosvsgangsters"'),
(16,
'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"'),
(17,
'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"'),
(18,
'0.026*"baia" + 0.015*"ño" + 0.008*"weeeeeeenas" + 0.005*"panaclo" + 0.005*"laclau" + 0.005*"duverman" + 0.005*"lorenaeme" + 0.005*"BAIA BAIA" + 0.003*"ciberfan" + 0.000*"automtico"'),
(19,
'0.036*"malamadremx" + 0.017*"agregar" + 0.017*"andan" + 0.012*"pongan" + 0.009*"estadísticas" + 0.007*"etorremolina" + 0.007*"wa" + 0.007*"ysusi" + 0.007*"zote" + 0.007*"lujambioalberto"'),
(20,
'0.019*"openculture" + 0.017*"americans" + 0.012*"stephenking" + 0.012*"who" + 0.012*"historicalpics" + 0.012*"kbandersen" + 0.012*"todays" + 0.012*"Todays daily cartoon by" + 0.007*"planet" + 0.007*"bill"'),
(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,
'0.350*"enfoque_noticias" + 0.264*"enfoquenoticias" + 0.030*"EnfoqueNoticias…" + 0.028*"stereocienmx" + 0.025*"Enfoque Noticias" + 0.020*"carmonamartin" + 0.013*" Enfoque Noticias" + 0.013*"gercedillo" + 0.009*"aperezcanedo" + 0.009*"Finanzas Dólar"'),
(23,
'0.020*"sissicancino" + 0.019*"campal" + 0.018*"absurdo" + 0.013*"Batalla campal" + 0.013*"modersmex" + 0.013*"Frozen Zoo" + 0.009*"once mil" + 0.009*"modifican" + 0.009*"regidora" + 0.008*"patrimonioculturaldelahumanidad"'),
(24,
'0.048*"imagen_radio" + 0.042*"Imagen Radio" + 0.030*"msgrandequenunca" + 0.029*"conduce" + 0.026*"imageninformativa" + 0.012*"imagennews" + 0.011*"preguntadeldía" + 0.010*"eriista" + 0.010*"PAN-" + 0.010*"CarrilloPablo Javier_Alarcon"'),
(25,
'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"'),
(26,
'0.033*"marthatagle" + 0.006*"betoborge" + 0.003*"mxvscorrupcion" + 0.003*"determina" + 0.000*"conducen" + 0.000*"recibes" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania"'),
(27,
'0.015*"lasagaoficial" + 0.014*"visualización" + 0.014*"rozones" + 0.010*"Mauricio Flores" + 0.010*"mfloresarellano" + 0.010*"tierramojada" + 0.010*"Portada de este día No se la pierdan" + 0.010*"aguilar" + 0.010*"Ángeles Aguilar" + 0.010*"rudycoen"'),
(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,
'0.015*"moreira" + 0.015*"yarrington" + 0.013*"priista" + 0.013*"tope" + 0.012*"amp" + 0.012*"edomx" + 0.011*"engntate" + 0.011*"eresar" + 0.011*"mochilazoeneltiempo" + 0.010*"xhani"'),
(30,
'0.015*"aztecasiete" + 0.015*"marykaydemexico" + 0.010*"labiales" + 0.010*"Wladimir Klitschko" + 0.010*"neyma" + 0.010*"cervezamodelomx" + 0.010*"ollasdepresión" + 0.010*"aesquinca" + 0.010*"MaryKayDeMexico Checa" + 0.010*"atractivas"'),
(31,
'0.006*"gochoalavidava" + 0.006*"gerardofragosom" + 0.006*"discúlpelo" + 0.000*"automtico" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"conducen" + 0.000*"mascotas"'),
(32,
'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"'),
(33,
'0.023*"años" + 0.015*"fotos" + 0.011*"rius" + 0.010*"vida" + 0.010*"despiertaconloret" + 0.009*"millones" + 0.007*"política" + 0.007*"mujer" + 0.007*"mundo" + 0.007*"río"'),
(34,
'0.063*"gcerveravalee" + 0.036*"gabytrodea" + 0.024*"davidsanchezca" + 0.018*"albersan" + 0.014*"poloyankee" + 0.012*"gifsdeciencia" + 0.011*"jorgechatec" + 0.009*"andrejasvt" + 0.009*"pilón" + 0.008*"pones"'),
(35,
'0.010*"ciudad" + 0.010*"norte" + 0.009*"entrevista" + 0.008*"mil" + 0.007*"corea" + 0.006*"corea_norte" + 0.006*"pesos" + 0.006*"paso" + 0.006*"Corea del Norte" + 0.006*"eu"'),
(36,
'0.003*"trumps" + 0.003*"mariaesalinas" + 0.003*"immigration" + 0.003*"Ago - Vía" + 0.003*"true" + 0.003*"interview" + 0.000*"agencias" + 0.000*"tania" + 0.000*"automtico" + 0.000*"vacunar"'),
(37,
'0.040*"chcalo" + 0.026*"collado" + 0.015*"telfonorojo" + 0.013*"Ser…" + 0.013*"nykte" + 0.013*"Fernando del Collado" + 0.012*"adriantrejo" + 0.012*"enlasemana" + 0.012*"locartoon" + 0.008*"barranca"'),
(38,
'0.019*"noticias" + 0.012*"fm" + 0.010*"enpunto" + 0.008*"cdmx" + 0.007*"tlhuac" + 0.006*"autoridades" + 0.006*"duarte" + 0.005*"unidos" + 0.005*"mil" + 0.005*"violencia"'),
(39,
'0.019*"smoda" + 0.019*"verne" + 0.015*"olivares" + 0.013*"ee" + 0.013*"uu" + 0.010*"buenavidaep" + 0.010*"Melanie Olivares" + 0.009*"solucionó" + 0.009*"sentarse" + 0.009*"cincodiascom"'),
(40,
'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"'),
(41,
'0.007*"videgaray" + 0.007*"asia" + 0.006*"tecnología" + 0.006*"trato" + 0.006*"migración" + 0.006*"luis_videgaray" + 0.006*"analistas" + 0.005*"reos" + 0.005*"claudiashein" + 0.005*"chapecoense"'),
(42,
'0.091*"teconectafm" + 0.046*"arrobafm" + 0.007*"lazo" + 0.007*"negociador" + 0.000*"tania" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales"'),
(43,
'0.044*"Encuesta de Facebook" + 0.033*"comscore" + 0.024*"fantoche" + 0.016*"foda" + 0.014*"provocación" + 0.011*"De la Madrid" + 0.011*"farreolacastillogmailcom" + 0.011*"muralla" + 0.007*"mande" + 0.006*"tomo"'),
(44,
'0.045*"lanotadura" + 0.019*"elfinancierotv" + 0.017*"rigobertosalgado" + 0.011*"interbancario" + 0.008*"livinginmexico" + 0.008*"adrianrubalcava" + 0.005*"tuitazo" + 0.005*"baia" + 0.005*"gregpmiller" + 0.005*"culero"'),
(45,
'0.441*"enfoque" + 0.027*"unen" + 0.009*"mexiquenses" + 0.008*"lavan" + 0.007*"federicopatino" + 0.007*"ciber" + 0.006*"enfermos" + 0.006*"sinembargotv" + 0.006*"extranjera" + 0.005*"vocesendirecto"'),
(46,
'0.045*"tamaravargasof" + 0.034*"drdesconocido" + 0.034*"frankymostro" + 0.034*"rodrigoorenday" + 0.023*"RodrigoOrenday Me" + 0.023*"elpoderestuyomx" + 0.023*"votoinformado" + 0.023*"seleneavilatv" + 0.023*"facufacundo" + 0.023*"flickr"'),
(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,
'0.016*"arrasa" + 0.010*"internationalbeerday" + 0.009*"pedrerol" + 0.008*"úrsula" + 0.008*"corberó" + 0.008*"Úrsula Corberó" + 0.007*"carlotaeramirez" + 0.007*"Alberto Garzón" + 0.007*"alvaromenlon" + 0.006*"risa"'),
(49,
'0.036*"opinión" + 0.018*"qu" + 0.017*"est" + 0.012*"a" + 0.011*"y" + 0.010*"gracias" + 0.009*"the" + 0.008*"casa" + 0.007*"realdonaldtrump" + 0.007*"pri"'),
(50,
'0.032*"losniñosdelaguerradelsur" + 0.024*"león_portilla" + 0.024*"portilla" + 0.021*"smartphone" + 0.020*"honoris" + 0.018*"Universidad de Sevilla" + 0.015*"peaje" + 0.015*"pinfra" + 0.013*"bajoreserva" + 0.010*"cejas"'),
(51,
'0.019*"porras" + 0.004*"pontifex" + 0.000*"tania" + 0.000*"automtico" + 0.000*"CarrilloPablo Javier_Alarcon" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales"'),
(52,
'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"'),
(53,
'0.086*"exclsiortv" + 0.050*"encontexto" + 0.041*"paraescuchar" + 0.036*"exclsiorinforma" + 0.015*"exclsior" + 0.015*"excelsior" + 0.012*"llevaban" + 0.010*"yuririasierra" + 0.010*"esperanzas" + 0.010*"beltrandelrio"'),
(54,
'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"'),
(55,
'0.008*"niunfraudemasmx" + 0.004*"represor" + 0.004*"gobie" + 0.000*"conducen" + 0.000*"recibes" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania"'),
(56,
'0.017*"fincalacarrodilla" + 0.011*"sen" + 0.011*"Valle de Guadalupe" + 0.009*"jcbakermx" + 0.000*"tania" + 0.000*"CarrilloPablo Javier_Alarcon" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias"'),
(57,
'0.009*"obedece" + 0.000*"automtico" + 0.000*"EnLaOpinión de Rodpac" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales" + 0.000*"tania" + 0.000*"conducen" + 0.000*"CarrilloPablo Javier_Alarcon"'),
(58,
'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"'),
(59,
'0.048*"magdaleno" + 0.025*"Dir MetrobusCDMX AristeguiEnVivo" + 0.022*"atónica" + 0.013*"gobierna" + 0.010*"donaenvida" + 0.010*"flota" + 0.008*"luzmelyreyes" + 0.008*"buzzfeednews" + 0.008*"sudamericano" + 0.005*"suaviza"'),
(60,
'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"'),
(61,
'0.040*"beatrizportega" + 0.040*"sesuscraiz" + 0.040*"fdvg" + 0.030*"clausgr" + 0.020*"Vía osoweb" + 0.020*"osoweb" + 0.020*"tssss" + 0.020*"antonieta" + 0.020*"alasalida" + 0.020*"feravedoy"'),
(62,
'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"'),
(63,
'0.018*"ganzom" + 0.013*"aguilararturo" + 0.010*"lstima" + 0.008*"htameez" + 0.007*"paw" + 0.006*"planting" + 0.000*"conducen" + 0.000*"EnLaOpinión de Rodpac" + 0.000*"tania" + 0.000*"agencias"'),
(64,
'0.029*"ernestogloria" + 0.029*"TomaNota Este de Agosto" + 0.018*"patente" + 0.014*"sancionarn" + 0.000*"vacunar" + 0.000*"mascotas" + 0.000*"agencias" + 0.000*"tania" + 0.000*"achiquini" + 0.000*"automtico"'),
(65,
'0.128*"alaire" + 0.055*"porlamañana" + 0.027*"carlosramirezh" + 0.027*"travs_fm" + 0.018*"pagesbeatriz" + 0.017*"cirogomezl" + 0.015*"mesamvs" + 0.013*"luissotoagenda" + 0.012*"karla" + 0.011*"espectculos"'),
(66,
'0.053*"enlared" + 0.017*"caseras" + 0.015*"Jalisco Nueva Generación" + 0.014*"woldenberg" + 0.013*"calla" + 0.013*"conrad" + 0.011*"sinvergüenzas" + 0.011*"antiimperialismo" + 0.011*"trifulcas" + 0.011*"soñaba"'),
(67,
'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"'),
(68,
'0.106*"lasnoticiascondanielle" + 0.034*"matutinoeress" + 0.033*"enpunto_denisemaerker" + 0.030*"mendezraq" + 0.026*"eslahoradeopinar" + 0.019*"foroglobal" + 0.015*"sky" + 0.013*"forotv" + 0.011*"forotv_canal" + 0.011*"FOROtv Canal"'),
(69,
'0.014*"Jos Miguel Machorro Alcal" + 0.011*"llevarlo" + 0.009*"dictan" + 0.009*"gallego" + 0.009*"refugia" + 0.008*"tratarn" + 0.008*"Edith Gonzlez" + 0.006*"Georgina Rodríguez" + 0.006*"Vero Castro" + 0.006*"desarticulación"'),
(70,
'0.013*"vzquez" + 0.010*"premia" + 0.009*"publicamos" + 0.006*"portugus" + 0.006*"diagnósticos" + 0.006*"lea" + 0.006*"brújula" + 0.006*"hoyrecomiendo" + 0.006*"sobreposicionamiento" + 0.006*"catastral"'),
(71,
'0.059*"laotraopinión" + 0.046*"contraste" + 0.030*"plumasinvitadas" + 0.024*"EN CONTRASTE" + 0.011*"idiotas" + 0.011*"eedientepolítico" + 0.009*"Rigo Salgado" + 0.009*"rigo" + 0.009*"romo" + 0.009*"comentamos"'),
(72,
'0.166*"aristegui" + 0.038*"reglas" + 0.035*"verde" + 0.024*"AristeguiEnVivo …" + 0.023*"gdehoyoswalther" + 0.017*"Javier Olmedo Titular Comipems" + 0.016*"Carlos Fiorillo" + 0.016*"fiorillo" + 0.016*"discutir" + 0.010*"AristeguiEnVivo…"'),
(73,
'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"'),
(74,
'0.061*"juanpablopinak" + 0.024*"acanovelez" + 0.012*"desafueros" + 0.003*"fmf" + 0.000*"conducen" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales"'),
(75,
'0.016*"gangrena" + 0.012*"moreira" + 0.008*"websanjuanamartinez" + 0.005*"Juan Sandoval Iñiguez" + 0.005*"defensora" + 0.005*"iñiguez" + 0.005*"sr" + 0.005*"vanguardiamx" + 0.005*"Sr EPN" + 0.003*"asf"'),
(76,
'0.017*"cínica" + 0.017*"indignidad" + 0.017*"ocupamos" + 0.000*"tania" + 0.000*"recibes" + 0.000*"achiquini" + 0.000*"mascotas" + 0.000*"vacunar" + 0.000*"agencias" + 0.000*"pañales"'),
(77,
'0.087*"enpunto_denisemaerker" + 0.071*"lrubin" + 0.067*"fernandozarates" + 0.031*"francocasella" + 0.022*"EnPunto DeniseMaerker" + 0.022*"DeniseMaerker…" + 0.021*"rebasó" + 0.015*"radioactiva" + 0.013*"Sergio Kurt" + 0.012*"dictan"'),
(78,
'0.021*"redesdepodermty" + 0.021*"redesdepoder" + 0.018*"apellidos" + 0.014*"cavernícola" + 0.014*"documentoíndigo" + 0.012*"Opinión de" + 0.011*"opus" + 0.011*"ramonalberto" + 0.011*"tinnitus" + 0.010*"Baja California Sur"'),
(79,
'0.015*"medias" + 0.003*"javoesquivel" + 0.003*"alternativo" + 0.003*"imprenta" + 0.000*"recibes" + 0.000*"qtf" + 0.000*"pañales" + 0.000*"tania" + 0.000*"conducen" + 0.000*"automtico"'),
(80,
'0.104*"askmenlatam" + 0.104*"vía_askmenlatam" + 0.047*"autosrpmoficial" + 0.024*"empadron" + 0.016*"infiniti" + 0.013*"aficionado" + 0.012*"fansdemiyagi" + 0.011*"abrazos" + 0.010*"juanterrazas" + 0.010*"hzagal"'),
(81,
'0.220*"peñafarsante" + 0.155*"epigmenioibarra" + 0.112*"bastadementiras" + 0.024*"jorgeramosnews" + 0.024*"sanjuanamtz" + 0.021*"gaelgarciab" + 0.012*"CarlosL Csar" + 0.012*"carlosl" + 0.012*"christiana" + 0.012*"christiant"'),
(82,
'0.027*"laopinión" + 0.027*"osvaldomonos" + 0.023*"Eduardo Gómez" + 0.019*"cuidatudinero" + 0.019*"envideo" + 0.019*" Policiaca" + 0.016*"laprensaoem" + 0.016*"Opinion " + 0.016*"megamarcha" + 0.016*"tormentafranklin"'),
(83,
'0.036*"puntosycomas" + 0.023*"paezvarela" + 0.021*"mundano" + 0.020*"Video Una" + 0.016*"columnadecolumnas" + 0.014*"Opinión Peña" + 0.014*"oscardelaborbol" + 0.014*"Opinión Manzanas" + 0.013*"lasdeocho" + 0.012*"cúpulas"'),
(84,
'0.241*"laprimeramvs" + 0.055*"alaire_laprimeramvs" + 0.039*"laprimeramvs_travs" + 0.029*"ptellovillagran" + 0.013*"sheilarenne" + 0.010*"patricioking" + 0.010*"gabycuevas" + 0.010*"Cristina Carbonell" + 0.010*"carbonell" + 0.008*"primerasplanas"'),
(85,
'0.042*"nayaroldan" + 0.034*"jorgeisraelh" + 0.031*"albertoserdan" + 0.026*"alfredolecona" + 0.019*"mlopezsanmartin" + 0.016*"manuvpc" + 0.013*"martindelp" + 0.011*"yosune" + 0.011*"_Yosune" + 0.010*"conste"'),
(86,
'0.010*"urged" + 0.009*"estrictamente" + 0.009*"ESTRICTAMENTE PERSONAL" + 0.007*"marcelí" + 0.003*"sending" + 0.003*"Mexican president to end his public defiance on border" + 0.003*"troops" + 0.003*"talked" + 0.003*"defiance" + 0.003*"tough"'),
(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,
'0.348*"ntt" + 0.040*"rivapa" + 0.016*"data" + 0.012*"buenísima" + 0.007*"efektonoticias" + 0.003*"jack" + 0.003*"zolliker" + 0.003*"carlosramirezh" + 0.000*"vacunar" + 0.000*"mascotas"'),
(89,
'0.128*"videontx" + 0.126*"audiontx" + 0.033*"infografíantx" + 0.013*"adóndeir" + 0.012*"turismontx" + 0.011*"autosntx" + 0.010*"Franklin &" + 0.008*"undato" + 0.006*"Abierto Los Cabos" + 0.006*"UNAM_MX >>"'),
(90,
'0.064*"bbcmundo" + 0.016*"hoyenanimal" + 0.016*"condenó" + 0.012*"eedienteanimal" + 0.012*"eleccionesymas" + 0.011*"lujambioalberto" + 0.011*"rubengomezcasas" + 0.010*"betoborge" + 0.008*"pamelarogue" + 0.008*"San Miguel de Allende"'),
(91,
'0.092*"msleídas" + 0.089*"msleídas_aristegui" + 0.023*"rivapa" + 0.021*"lt" + 0.020*"spinoso" + 0.017*"jairavalosl" + 0.011*"latentación" + 0.010*"drlorenzomeyer" + 0.009*"impreso" + 0.009*"bigdata"'),
(92,
'0.026*"dossierseguridad" + 0.021*"losniñosdelaguerradelsur" + 0.021*"pacas" + 0.016*"lujosa" + 0.013*"educal" + 0.011*"contrajo" + 0.010*"llegando" + 0.010*"bajoreserva" + 0.010*"coreanos" + 0.010*"dramas"'),
(93,
'0.032*"informaciónw" + 0.030*"sandoval" + 0.023*"asilascosasw" + 0.020*"reglamento" + 0.017*"ramas" + 0.017*"jrisco" + 0.014*"asísopitas" + 0.014*"wradiomexico" + 0.013*"trastornos" + 0.012*"marthadebayleenw"'),
(94,
'0.009*"euros" + 0.007*"ledezma" + 0.005*"adolescente" + 0.005*"revistaproceso" + 0.005*"antonio_ledezma" + 0.005*"millones_euros" + 0.005*"Antonio Ledezma" + 0.005*"alemania" + 0.005*"communityshield" + 0.004*"española"'),
(95,
'0.071*"opiniónlsr" + 0.046*"yosoitu" + 0.021*"todopersonal" + 0.014*"columnadehoy" + 0.011*"FOTOS Así" + 0.011*"metrópoli" + 0.010*"chitlgalvez" + 0.008*"fdodiaznaranjo" + 0.008*"especialeslsr" + 0.008*"mhestucasa"'),
(96,
'0.114*"vía" + 0.058*"aristeguienvivo" + 0.032*"pri" + 0.024*"saludos" + 0.024*"sdpnoticias" + 0.023*"morena" + 0.022*"vía_sdpnoticias" + 0.019*"amlo" + 0.015*"leozuckermann" + 0.014*"decide"'),
(97,
'0.015*"venezuela" + 0.009*"cdmx" + 0.006*"maduro" + 0.006*"asamblea" + 0.006*"constituyente" + 0.005*"columna" + 0.005*"años" + 0.005*"vía" + 0.005*"entrate" + 0.004*"escribe"'),
(98,
'0.018*"sistema" + 0.016*"finanzas" + 0.012*"nicols" + 0.012*"nicols_maduro" + 0.011*"falleció" + 0.011*"Nicols Maduro" + 0.009*"penal" + 0.009*"bolsas" + 0.009*"medios" + 0.008*"maduro"'),
(99,
'0.020*"mostrarle" + 0.020*"cre" + 0.020*"plaguicidas" + 0.014*"Venustiano Carranza" + 0.014*"venustiano" + 0.014*"PuntosyComas Sam Shepard" + 0.014*"extrañamos" + 0.014*"cowboy" + 0.014*"creerle" + 0.014*"adelanavarro"')]
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': [(7, 0.1542607438243552),
(33, 0.033540125669744167),
(35, 0.14533255777544643),
(38, 0.16859404786902896),
(41, 0.15468233766521852),
(49, 0.083716288519736892),
(97, 0.25515041426746332)],
'ActualidadRT': [(7, 0.11080162819908797),
(33, 0.096946560779406346),
(35, 0.18907856757464397),
(38, 0.037500571735262334),
(49, 0.020446242909530267),
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(97, 0.25755704121376799)],
'Adela_Micha': [(27, 0.34995192278475434),
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(49, 0.21186936610281701),
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'Amsalazar': [(7, 0.13681675320173425),
(8, 0.061917423833204893),
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'AnaPOrdorica': [(7, 0.12306570560569173),
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'AristeguiOnline': [(7, 0.04987035025215298),
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'AztecaNoticias': [(7, 0.062266815209372155),
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'Canal22': [(33, 0.99956180517380344)],
'CanalOnceTV': [(6, 0.162260856341437),
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'CarlosLoret': [(7, 0.063356573701348229),
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'CiroGomezL': [(7, 0.17395501133104893),
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'DeniseDresserG': [(7, 0.36295907407079625),
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'DeniseMaerker': [(38, 0.99954743394597967)],
'DiegoEOsorno': [(33, 0.29554594453152716),
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'E_Q_': [(7, 0.092865050959636833),
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'EfektoNoticias': [(7, 0.027262742121650207),
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'EjeCentral': [(7, 0.060466015792793017),
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'ElFinanciero_Mx': [(7, 0.12939570138603868),
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'ElHuffPost': [(7, 0.073751344494330615),
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'El_Universal_Mx': [(7, 0.23415434896566764),
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'EnfoqueNoticias': [(7, 0.098595488189776967),
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'Excelsior': [(7, 0.088327799466774146),
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'ExpansionMx': [(7, 0.072514018045202189),
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'FedericoArreola': [(7, 0.062233638580950164),
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'FernandoDworak': [(7, 0.10871329612217481),
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'Foro_TV': [(7, 0.1726202847609434),
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'Imagen_Mx': [(7, 0.17928254516647577),
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'J_Fdz_Menendez': [(7, 0.22695314122699389),
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'JavierSolorzano': [(6, 0.077020908283678732),
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'JohnMAckerman': [(3, 0.011305507558754169),
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'JoseCardenas1': [(7, 0.086082453443128856),
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'LaRazon_mx': [(7, 0.031851478141594655),
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'LeonKrauze': [(7, 0.11840863957571174),
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'LeonardoCurzio': [(0, 0.011255394364151865),
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'LuisCardenasMx': [(7, 0.065506945179910056),
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'MarioBeteta': [(7, 0.052972372380015065),
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'MexicanTimes': [(7, 0.068002145171554451),
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'Milenio': [(97, 0.99985193377643566)],
'NTelevisa_com': [(7, 0.10599064051532749),
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'NoticiasMVS': [(7, 0.095734323973080279),
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'Notimex': [(7, 0.18023775192712224),
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'PPmerino': [(7, 0.1316904351630529),
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'PabloHiriart': [(7, 0.07157216372957631),
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'Pajaropolitico': [(7, 0.068694191113183395),
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(96, 0.027654321507641379),
(97, 0.15804608436748491)],
'revistaproceso': [(7, 0.094627912637601327),
(33, 0.075048573418037334),
(35, 0.25273430648704037),
(38, 0.1927358906757147),
(41, 0.024689269945551137),
(49, 0.038844108967313343),
(94, 0.014470392651668549),
(97, 0.23881211016053799),
(98, 0.058402380841720149)],
'rivapa': [(7, 0.10427270029471609),
(8, 0.046577557986598732),
(33, 0.13229509323374283),
(35, 0.041369648620398422),
(38, 0.073794466618585283),
(49, 0.31705744013950354),
(86, 0.082189369075968022),
(91, 0.04333929280264872),
(94, 0.017408985170810638),
(97, 0.093311426639240524),
(98, 0.035998496490457124)],
'sacroprofano': [(7, 0.10997436434310069),
(33, 0.10697566934013544),
(35, 0.12911697625775903),
(38, 0.11182952202594489),
(41, 0.052645809020169458),
(97, 0.44083359053427984),
(98, 0.020803094409591095)],
'sdpnoticias': [(7, 0.05453402125671912),
(33, 0.12067215876493971),
(35, 0.18422944482313128),
(38, 0.37172243569779551),
(97, 0.18776115209479016),
(98, 0.071518587829099242)],
'sergioaguayo': [(7, 0.02812476132429129),
(14, 0.011288902196984038),
(29, 0.034576985995189255),
(33, 0.1471214415450724),
(38, 0.20129083352758007),
(45, 0.011288902196984038),
(49, 0.2336472222164695),
(69, 0.020987459386103823),
(81, 0.052527324652481791),
(94, 0.011288902196984038),
(97, 0.17944750508934332),
(98, 0.048955079516532156)],
'sopitas': [(7, 0.087403857303944107),
(33, 0.071845143194346719),
(35, 0.44467128209981321),
(38, 0.0276549712404488),
(49, 0.027275311695798492),
(94, 0.01975726760031515),
(96, 0.010341278282037351),
(97, 0.24871539493505568),
(98, 0.043890615457226861)],
'soyfdelrincon': [(7, 0.096392515041964541),
(8, 0.36604850143148954),
(33, 0.042638075493025437),
(35, 0.10353556858338954),
(38, 0.07196601530451377),
(49, 0.073543287736747773),
(94, 0.014567759452904554),
(97, 0.20272678478364953)],
'warkentin': [(7, 0.050193174772308405),
(33, 0.10340841244247317),
(35, 0.15137179798026945),
(38, 0.015556601627230755),
(49, 0.38741549499847078),
(93, 0.050062955660523593),
(97, 0.12188302435645935),
(98, 0.1106659132659394)]}
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 972 ms, sys: 40 ms, total: 1.01 s
Wall time: 836 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 [ ]:
Content source: jadm333/aut-top
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