In [1]:
from gensim.models import AuthorTopicModel
model = AuthorTopicModel.load('model.atmodel')
C:\ProgramData\Anaconda3\lib\site-packages\gensim\utils.py:860: UserWarning: detected Windows; aliasing chunkize to chunkize_serial
warnings.warn("detected Windows; aliasing chunkize to chunkize_serial")
In [3]:
model.show_topics(num_topics=100)
Out[3]:
[(0,
'0.195*"laprimeramvs" + 0.047*"alaire_laprimeramvs" + 0.008*"Adrián Franco Barrios" + 0.006*"@JoseRamonMartel FM" + 0.006*"LaPrimeraMVS!" + 0.006*"Ccp @PGR_mx" + 0.006*"primerasplanas" + 0.005*"generacional" + 0.004*"micheel" + 0.004*"Karla Micheel Salas"'),
(1,
'0.005*"madrazo" + 0.002*"intervalos" + 0.001*"Luis Madrazo Lajous" + 0.001*"provincia de #Moscú" + 0.001*"Luis Madrazo |" + 0.001*"desgargue" + 0.001*"inter" + 0.001*"lajous" + 0.001*"Policías Federales" + 0.001*"incertidumbres"'),
(2,
'0.017*"redesdepodermty" + 0.014*"redesdepoder" + 0.009*"recuerden" + 0.007*"salma" + 0.007*"wixárika" + 0.006*"salidadeemergencia" + 0.004*"reencarna" + 0.004*"@antonio_navalon | Tarde" + 0.004*"Asamblea del @PRI_Nacional" + 0.004*"@ADOMINGUEZMURO | El @Cruz_Azul_FC"'),
(3,
'0.025*"encontexto" + 0.024*"paraescuchar" + 0.010*"vuelvealeer" + 0.008*"ojoaldato" + 0.005*"currículums" + 0.004*"poli" + 0.004*"package" + 0.004*"limón" + 0.004*"ParaEscuchar Que" + 0.004*"#EnContexto"'),
(4,
'0.028*"opiniónlsr" + 0.018*"yosoitu" + 0.013*"trailer" + 0.005*"FOTOS Así" + 0.004*"especialeslsr" + 0.004*"bypass" + 0.003*"face" + 0.003*"alboroto" + 0.003*"torturada" + 0.003*"enfermeras"'),
(5,
'0.013*"conclualcaldes" + 0.007*"lanotadura" + 0.007*"autosef" + 0.006*"monerosdeldía" + 0.006*"collado" + 0.006*"tragaluz" + 0.006*"asperger" + 0.006*"aguantar" + 0.006*"bonanza" + 0.005*"bátiz"'),
(6,
'0.012*"conservador" + 0.005*"vinomexicano" + 0.004*"¿Alguien" + 0.003*"hipócrita" + 0.002*"lagos" + 0.002*"toby" + 0.002*"vestuarista" + 0.002*"PM @Foro_TV" + 0.002*"Acompáñanos PM" + 0.002*"desecación"'),
(7,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(8,
'0.011*"more" + 0.008*"than" + 0.008*"we" + 0.007*"on_the" + 0.006*"people" + 0.006*"now" + 0.006*"who" + 0.005*"their" + 0.005*"just" + 0.005*"know"'),
(9,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(10,
'0.008*"@ElFinanciero_Mx Buen" + 0.008*"@nandorejas @ElFinanciero_Mx Vacación" + 0.004*"Oye Rafa" + 0.004*"¿Mancera?" + 0.004*"@DiegoLBazaldua Jajaja buen día" + 0.004*"vacación" + 0.004*"sepulcro" + 0.004*"Germán Martínez" + 0.004*"Ciudad Segura CDMX" + 0.001*"farolito"'),
(11,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(12,
'0.006*"inútil" + 0.004*"sigas" + 0.003*"levantemos" + 0.003*"chiste" + 0.003*"@ozonomontoya Levantemos" + 0.002*"bastadeimpunidad" + 0.002*"javierd" + 0.002*"investiguen" + 0.002*"dla" + 0.002*"ensangrentado"'),
(13,
'0.042*"lomásyi" + 0.025*"notieress" + 0.009*"elained" + 0.009*"LoMásYI COLUMNA" + 0.007*"TU VOZ" + 0.006*"padremachorro" + 0.006*"libertadreligiosa" + 0.005*"CRISIS VENEZUELA" + 0.005*"diversity" + 0.004*"laicos"'),
(14,
'0.006*"difundida" + 0.003*"Día Internacional de la Cerveza ?" + 0.003*"#ElOjos La información" + 0.003*"Te quiero mucho" + 0.003*"festejarlo" + 0.003*"Comisionado de Seguridad estatal" + 0.003*"Fueradelugar #AlaireconPaola" + 0.003*"#Brexit" + 0.003*"Aves rescatadas" + 0.003*"Ojos morenos"'),
(15,
'0.006*"ligamxfemenil" + 0.006*"obreros" + 0.005*"videoslajornada" + 0.005*"lajornadaopina" + 0.004*"duart" + 0.003*"cuadran" + 0.003*"Francisco Cárdenas Cruz" + 0.003*"higareda" + 0.003*"Rodolfo Higareda" + 0.003*"aguilar"'),
(16,
'0.006*"fridakahlo" + 0.005*"parapresumir" + 0.004*"Historia |" + 0.004*"ftmercados" + 0.004*"monerosdeldía" + 0.004*"navaja" + 0.004*"CdMx |" + 0.004*"quitarle" + 0.004*"deseos" + 0.004*"perseguidos"'),
(17,
'0.025*"ntt" + 0.013*"video_completo" + 0.010*"efektonacional" + 0.009*"data" + 0.009*"capitaladebate" + 0.007*"efektoenlametrópoli" + 0.006*"izz" + 0.006*"izz_sky" + 0.006*"tp_megacable" + 0.006*"tp"'),
(18,
'0.015*"lt" + 0.008*"spinoso" + 0.006*"impreso" + 0.006*"aguantan" + 0.005*"ampliamos" + 0.005*"Azteca!" + 0.005*"Espacios Educativos de la @SEV_gob_mx" + 0.005*"latentación" + 0.005*"ejecentral" + 0.005*"intercept"'),
(19,
'0.025*"percepción" + 0.018*"etanol" + 0.011*"cre" + 0.004*"“Mini Lic”" + 0.004*"ligue" + 0.004*"Video Chofer de transporte" + 0.003*"Interactivo Ciudades" + 0.003*"delincuencial" + 0.003*"jair" + 0.003*"terapeuta"'),
(20,
'0.039*"a" + 0.019*"y" + 0.017*"méxico" + 0.017*"video" + 0.016*"venezuela" + 0.016*"el" + 0.015*"opinión" + 0.010*"maduro" + 0.010*"tlcan" + 0.009*"delegado"'),
(21,
'0.008*"eis" + 0.008*"googlealerts" + 0.004*"eternam" + 0.004*"requiescat" + 0.004*"sowell" + 0.004*"Thomas Sowell" + 0.004*"requiem" + 0.004*"domine" + 0.004*"lux" + 0.004*"luceat"'),
(22,
'0.007*"tip" + 0.006*"preguntadeldía" + 0.005*"ALAIRE #" + 0.005*"imagenradio" + 0.004*"enterado" + 0.003*"músicaenimagen" + 0.003*"megalópolis" + 0.003*"CDMX #Megalópolis" + 0.003*"CarreraImagen10k #Puebla ??" + 0.003*"dinoalsedentarismo"'),
(23,
'0.083*"a" + 0.082*"y" + 0.059*"el" + 0.037*"fm" + 0.014*"escribe" + 0.013*"rius" + 0.013*"gobierno" + 0.008*"morena" + 0.008*"amlo" + 0.008*"has"'),
(24,
'0.016*"puntosycomas" + 0.010*"mundano" + 0.006*"columnadecolumnas" + 0.006*"calvillo" + 0.005*"lasdeocho" + 0.004*"lavan" + 0.004*"Metro de la CdMx" + 0.004*"cúpulas" + 0.004*"magazinesd" + 0.003*"ColumnaDeColumnas Te"'),
(25,
'0.013*"morenista" + 0.008*"avaló" + 0.006*"separada" + 0.006*"negarlo" + 0.006*"groserías" + 0.005*"Tlaxcala Tulio Hernández" + 0.005*"visióndefuturo" + 0.005*"trepador" + 0.005*"candado" + 0.004*"operó"'),
(26,
'0.063*"escribe" + 0.059*"excélsiortv" + 0.024*"excélsiorinforma" + 0.021*"excélsiorinforma_excélsiortv" + 0.017*"imagen_radio" + 0.016*"Imagen Radio" + 0.015*"másgrandequenunca" + 0.012*"tania" + 0.011*"excélsior" + 0.010*"imageninformativa"'),
(27,
'0.009*"Operativo de @SSP_CDMX vs" + 0.007*"prudente" + 0.007*"whats" + 0.007*"Encuesta de Facebook" + 0.005*"comscore" + 0.005*"gravar" + 0.005*"quenoteengañen" + 0.005*"alvarito" + 0.005*"antibache" + 0.005*"aplicarlo"'),
(28,
'0.026*"laotraopinión" + 0.013*"pasedelista_pm" + 0.013*"Escribe @PEPECONTRERAS_M" + 0.011*"plumasinvitadas" + 0.010*"peñadebeserdespedidoya" + 0.010*"noalsilencio" + 0.009*"Escribe @J_Fdz_Menendez" + 0.008*"eedientepolítico" + 0.008*"bastademuerteysaqueo" + 0.006*"EN CONTRASTE"'),
(29,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(30,
'0.008*"moonlight" + 0.005*"Donald J. Trump" + 0.004*"genial" + 0.004*"millenials" + 0.003*"castrenses" + 0.003*"Poder Legislativo" + 0.003*"callejeras" + 0.003*"inclusive" + 0.003*"Cártel de Los Dámaso…" + 0.003*"Carlos Emilio Arenas Bátiz…"'),
(31,
'0.032*"astillero" + 0.016*"Julio Astillero" + 0.010*"videocharla" + 0.006*"liebre" + 0.006*"encabronados" + 0.005*"apocado" + 0.004*"gatopardista" + 0.004*"obediente" + 0.003*"megas" + 0.003*"Pacto por México para"'),
(32,
'0.069*"a" + 0.033*"y" + 0.028*"el" + 0.019*"méxico" + 0.012*"trump" + 0.009*"entérate" + 0.007*"cdmx" + 0.007*"eu" + 0.006*"duarte" + 0.006*"caso"'),
(33,
'0.030*"mil" + 0.026*"columna" + 0.025*"a" + 0.015*"that" + 0.012*"epn" + 0.011*"new" + 0.010*"of_the" + 0.009*"in_the" + 0.008*"from" + 0.008*"lasnoticiasconkarlaiberia"'),
(34,
'0.111*"enfoque_noticias" + 0.008*"Enfoque Noticias" + 0.007*"pilón" + 0.007*"Jorge Sánchez" + 0.004*"conductas" + 0.004*"AlAire #" + 0.004*"| Enfoque Noticias" + 0.004*"_ Jaja" + 0.004*"ENCUESTA @Mitofsky_group" + 0.004*"Mitofsky #Encuesta #"'),
(35,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(36,
'0.001*"congregación" + 0.001*"vano" + 0.001*"promovió" + 0.001*"@GerardoFragosoM Discúlpelo Don Guillermo" + 0.000*"narcisista" + 0.000*"neófito" + 0.000*"bromea" + 0.000*"turnbull" + 0.000*"olympics" + 0.000*"crown"'),
(37,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(38,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(39,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(40,
'0.007*"indios" + 0.005*"introvertidos" + 0.005*"rompí" + 0.005*"Santa Sede" + 0.004*"Trump Jr" + 0.004*"megatendencias" + 0.004*"medicinal" + 0.004*"diálogoseansión" + 0.004*"tarifacero" + 0.004*"networking"'),
(41,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(42,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(43,
'0.008*"Ciudad Universitaria de @UNAM_MX" + 0.008*"plurinominal" + 0.004*"Imperdible #Leer la #Columna" + 0.004*"superviv" + 0.004*"columnade" + 0.004*"Daniel Vázquez ¿" + 0.004*"Campeche Columna" + 0.004*"presidiendo" + 0.004*"@CesarDuarteJ Todos" + 0.004*"XXII A…"'),
(44,
'0.031*"laotraopinión" + 0.024*"atandocabos" + 0.020*"plumasinvitadas" + 0.015*"EN CONTRASTE" + 0.008*"visitará" + 0.008*"Escribe @PEPECONTRERAS_M" + 0.008*"comentamos" + 0.008*"Maduro -->" + 0.008*"Escribe @PabloHiriart" + 0.006*"rigo"'),
(45,
'0.013*"obra" + 0.011*"sabíasque" + 0.010*"chelsea" + 0.007*"historias" + 0.006*"alfaro" + 0.006*"presentes" + 0.006*"¡Sigue" + 0.005*"center" + 0.005*"legalización" + 0.005*"tamaño"'),
(46,
'0.004*"miscoordenadas" + 0.004*"@asilascosasw @ElFinanciero_Mx" + 0.002*"MisCoordenadas @ElFinanciero_Mx…" + 0.002*"MisCoordenadas @ElFinanciero_Mx @ElFinancieroTv…" + 0.001*"queme" + 0.001*"businessweek" + 0.000*"neófito" + 0.000*"bromea" + 0.000*"turnbull" + 0.000*"insistió"'),
(47,
'0.013*"afcvcfc" + 0.006*"CommunityShield #" + 0.004*"América!" + 0.004*"seat" + 0.004*"everything" + 0.003*"gooool" + 0.003*"autobiografía" + 0.003*"kolasinac" + 0.003*"Chelsea!" + 0.003*"morrissey"'),
(48,
'0.016*"atn" + 0.010*"paradisus" + 0.010*"losvisiblesinvisibles" + 0.006*"@_TripleW Vicio" + 0.006*"aca" + 0.004*"nel" + 0.003*"rebasados" + 0.003*"pos" + 0.003*"tecomienfo" + 0.003*"aspiracional"'),
(49,
'0.028*"juntosporméxico" + 0.007*"JuntosPorMéxico…" + 0.007*"tablets" + 0.006*"discriminando" + 0.006*"Gobierno independiente…" + 0.006*"discapacitados" + 0.006*"étnicas" + 0.006*"camboyano" + 0.006*"retratado" + 0.005*"lipstick"'),
(50,
'0.023*"porlamañana" + 0.010*"directiva" + 0.009*"multihomicidio" + 0.008*"Alejandro Vera" + 0.007*"intensiva" + 0.007*"alaire_porlamañana" + 0.005*"escaló" + 0.005*"choferes" + 0.004*"señalo" + 0.004*"bailó"'),
(51,
'0.040*"y" + 0.035*"a" + 0.010*"rigoberto" + 0.010*"rigoberto_salgado" + 0.009*"Rigoberto Salgado" + 0.008*"netflix" + 0.008*"his" + 0.007*"pierdas" + 0.006*"diputado" + 0.005*"deja"'),
(52,
'0.097*"informaciónw" + 0.031*"asísopitas" + 0.026*"marthadebayleenw" + 0.020*"deportesw" + 0.007*"elfutbolentusoídos" + 0.007*"#Nacional" + 0.006*"ño" + 0.005*"gluten" + 0.005*"DeportesW…" + 0.005*"ElFutbolEnTusOídos…"'),
(53,
'0.010*"summer" + 0.007*"losniñosdelaguerradelsur" + 0.006*"sodio" + 0.006*"obsequia" + 0.006*"automovilísticos" + 0.006*"peluche" + 0.005*"irresponsables" + 0.004*"deberíamos" + 0.004*"percances" + 0.004*"crecieron"'),
(54,
'0.004*"lovienunotv" + 0.004*"francotiradorrmx" + 0.002*"truman" + 0.002*"Perro Antisocial" + 0.002*"mencione" + 0.002*"Heartbeat - Animated Short Film" + 0.002*"Grupo Imagen Universidad" + 0.002*"antisocial" + 0.002*"desayunemos" + 0.002*"La Vida Ideal"'),
(55,
'0.081*"a" + 0.030*"y" + 0.026*"el" + 0.010*"años" + 0.010*"video" + 0.006*"mundo" + 0.004*"mujer" + 0.004*"hombre" + 0.004*"méxico" + 0.004*"vida"'),
(56,
'0.001*"NO A L" + 0.001*"Tribunal Constitucional de #Chile" + 0.001*"@Imagenlaguna Hoy" + 0.001*"Chale!" + 0.001*"País !!" + 0.000*"narcisista" + 0.000*"turnbull" + 0.000*"reelijas" + 0.000*"bromea" + 0.000*"bad"'),
(57,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(58,
'0.016*"unonoticias" + 0.011*"conclusiones" + 0.011*"entiemporeal" + 0.007*"sevideo" + 0.006*"blondie" + 0.006*"denunciaenuno" + 0.006*"adiósatumascota" + 0.006*"causaría" + 0.006*"Control de Estacionamientos" + 0.006*"reglamentación"'),
(59,
'0.025*"public" + 0.021*"high" + 0.021*"baia" + 0.017*"state" + 0.017*"goals" + 0.016*"President Trump" + 0.015*"relationship" + 0.014*"border" + 0.011*"nop" + 0.010*"etc"'),
(60,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(61,
'0.125*"despiertaconloret" + 0.066*"alaireconpaola" + 0.061*"lasnoticiascondanielle" + 0.016*"EnPunto…" + 0.013*"DespiertaConLoret…" + 0.011*"AlAireConPaola…" + 0.008*"despiertacondeportes" + 0.006*"EnPunto @DeniseMaerker" + 0.005*"jessicasevilla" + 0.004*"trafico"'),
(62,
'0.056*"mesaparatodos" + 0.046*"entrevistamvs" + 0.019*"marcaclaromvs" + 0.012*"@LuisCardenasMx FM" + 0.009*"ensutinta" + 0.006*"Manuel Gómez" + 0.006*"charrosvsgangsters" + 0.005*"aplicará" + 0.005*"noticiasmvs" + 0.005*"hqc"'),
(63,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(64,
'0.006*"@ArturoLeon_" + 0.003*"prerrogativas" + 0.003*"CENSURA…" + 0.003*"temblado" + 0.003*"nosotro" + 0.003*"descomponiendo" + 0.003*"reac" + 0.003*"@Ponncky Peor" + 0.003*"quer" + 0.003*"migajas"'),
(65,
'0.025*"vía" + 0.023*"cdmx" + 0.018*"y" + 0.017*"tláhuac" + 0.015*"venezuela" + 0.014*"constituyente" + 0.013*"a" + 0.012*"asamblea" + 0.009*"muerte" + 0.009*"almomento"'),
(66,
'0.013*"majority" + 0.010*"myth" + 0.008*"nbc" + 0.007*"necessary" + 0.007*"dishonesty" + 0.006*"coherente" + 0.005*"wv" + 0.005*"nh" + 0.005*"ride" + 0.005*"NH had the second-"'),
(67,
'0.011*"case" + 0.011*"virtud" + 0.009*"contraria" + 0.008*"which" + 0.007*"cuida" + 0.006*"trade" + 0.006*"ready" + 0.006*"sorprenderá" + 0.006*"staff" + 0.005*"treat"'),
(68,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(69,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(70,
'0.019*"engéntate" + 0.015*"visitaguiada" + 0.013*"arternativo" + 0.013*"másvalemaña" + 0.012*"notiminutoseguridad" + 0.010*"nytiw" + 0.009*"tíapazentv" + 0.009*"decibel" + 0.009*"changarreandocdmx" + 0.009*"glamhour"'),
(71,
'0.012*"ESTRICTAMENTE PERSONAL" + 0.006*"quotes" + 0.004*"Notable Trump" + 0.004*"yanquis" + 0.004*"enviare" + 0.004*"Andrés Manuel López Obrado" + 0.004*"planteará" + 0.004*"Trump Is Woody Allen Without the Humor" + 0.000*"definitely" + 0.000*"amendments"'),
(72,
'0.046*"telefórmula" + 0.032*"porlamañana_fm" + 0.031*"abriendolaconversación" + 0.011*"ENVIVO FM" + 0.009*"todoparalamujer" + 0.008*"todopersonal" + 0.007*"Enrique Michelle" + 0.007*"Pdte @EPN" + 0.007*"tiempoextra" + 0.006*"FBLive…"'),
(73,
'0.014*"Real Madrid" + 0.011*"uefa" + 0.010*"Supercopa de la UEFA" + 0.009*"cacería" + 0.009*"candidaturas" + 0.007*"paraguas" + 0.007*"balón" + 0.007*"figuras" + 0.006*"prehispánico" + 0.006*"inspirada"'),
(74,
'0.033*"lopezdoriga" + 0.014*"teleformula" + 0.007*"encara" + 0.005*"@lopezdoriga #LopezDoriga" + 0.004*"once mil" + 0.004*"patrimonioculturaldelahumanidad" + 0.004*"@lopezdoriga @Radio_Formula #LopezDoriga" + 0.004*"@lopezdoriga @Radio_Formula" + 0.004*"consideración" + 0.004*"@lopezdoriga @Radio_Formula #"'),
(75,
'0.087*"y" + 0.064*"a" + 0.037*"enpunto" + 0.023*"gracias" + 0.019*"envivo" + 0.014*"o" + 0.013*"mira" + 0.012*"vivo" + 0.011*"puedes" + 0.009*"saludos"'),
(76,
'0.002*"estimadas" + 0.001*"cínicamente" + 0.001*"agradece" + 0.001*"@delfinagomeza frente" + 0.001*"graciasrius" + 0.000*"leaders" + 0.000*"crown" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"unbelievable"'),
(77,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(78,
'0.020*"Vía @asilascosasw" + 0.008*"Francisco Guillén Martín" + 0.008*"platicar" + 0.008*"pintado" + 0.008*"honolulu" + 0.008*"#AsíSopitas" + 0.006*"patrocinada" + 0.004*"terciarias" + 0.004*"exclusión" + 0.004*"InformaciónW Alrededor de"'),
(79,
'0.013*"cc" + 0.006*"aficionado" + 0.005*"elhumordeterrazas" + 0.005*"¡Entérate!" + 0.005*"comipens" + 0.005*"javidu" + 0.003*"¡Siguen" + 0.003*"No Circula" + 0.003*"publimetrodominical" + 0.003*"privatiza"'),
(80,
'0.086*"audiontx" + 0.081*"videontx" + 0.019*"infografíantx" + 0.008*"turismontx" + 0.008*"adóndeir" + 0.007*"autosntx" + 0.005*"colo" + 0.004*"forces" + 0.004*"AudioNTX &" + 0.004*"enestemomento"'),
(81,
'0.007*"socavon" + 0.006*"continuo" + 0.005*"tantito" + 0.003*"matiasgueilburt" + 0.003*"PachoVillaElJefe Nueva serie de" + 0.003*"consiéntelo" + 0.003*"Arriba Roberto Borge" + 0.003*"remitió" + 0.003*"pachovillaeljefe" + 0.003*"@alfredodelmazo de la elección de"'),
(82,
'0.010*"Museo de Historia Natural de Londres" + 0.009*"redesdepoder" + 0.009*"taxímetros" + 0.008*"click" + 0.006*"redesdepodermty" + 0.006*"David Bowie" + 0.005*"asiáticas" + 0.005*"williams" + 0.005*"lagartija" + 0.004*"karaoke"'),
(83,
'0.031*"been" + 0.028*"get" + 0.022*"him" + 0.022*"history" + 0.020*"episode" + 0.019*"should" + 0.015*"between" + 0.014*"come" + 0.011*"leaders" + 0.010*"foreign"'),
(84,
'0.000*"definitely" + 0.000*"unbelievable" + 0.000*"remarkable" + 0.000*"crown" + 0.000*"olympics" + 0.000*"This is definitely a moment\'" + 0.000*"reelection" + 0.000*"foreign" + 0.000*"neófito" + 0.000*"leaders"'),
(85,
'0.043*"el" + 0.027*"a" + 0.027*"franklin" + 0.022*"pri" + 0.018*"paso" + 0.015*"edomex" + 0.014*"gobernador" + 0.011*"campeche" + 0.011*"alerta" + 0.011*"el_pri"'),
(86,
'0.052*"matutinoeress" + 0.041*"eslahoradeopinar" + 0.036*"foroglobal" + 0.016*"forotv" + 0.014*"FOROtv Canal" + 0.014*"forotv_canal" + 0.014*"izzi_sky" + 0.012*"agendapública" + 0.008*"despejandodudas" + 0.008*"MatutinoEress…"'),
(87,
'0.027*"plumaje" + 0.022*"hoyenanimal" + 0.012*"eedienteanimal" + 0.006*"blogs" + 0.006*"potabilizadoras" + 0.005*"suscriptores" + 0.005*"Observatorio del Feminicidio" + 0.005*"sepas" + 0.004*"pónganse" + 0.004*"asentamientos"'),
(88,
'0.019*"accused" + 0.018*"evidence" + 0.016*"heart" + 0.010*"working" + 0.010*"afraid" + 0.006*"maybe" + 0.006*"leaving" + 0.005*"andres" + 0.005*"affluent" + 0.004*"happen"'),
(89,
'0.012*"soriana" + 0.012*"pje" + 0.007*"miras" + 0.007*"vocesendirecto" + 0.007*"Travis Kalanick" + 0.007*"kalanick" + 0.007*"travis" + 0.006*"comunicadores" + 0.006*"chicles" + 0.006*"apoyó"'),
(90,
'0.010*"confirmed" + 0.006*"cáiganle" + 0.005*"follow" + 0.005*"estando" + 0.005*"ke" + 0.005*"ase" + 0.005*"inglich" + 0.005*"tsssssssss" + 0.005*"@edutelmen Pues" + 0.005*"hagámoslo"'),
(91,
'0.003*"sobreposicionamiento" + 0.003*"catastral" + 0.002*"Tribunal Superior de" + 0.002*"sentenciaya" + 0.002*"gober" + 0.002*"abat" + 0.002*"démosle" + 0.002*"@Aeromexico Cancelarán" + 0.002*"Fiscal #" + 0.002*"Fuerza @prensacimac"'),
(92,
'0.010*"procesofoto" + 0.008*"procesotv" + 0.006*"croda" + 0.006*"Cuauhtémoc Arista" + 0.006*"zoompoliticom" + 0.004*"amistosa" + 0.004*"cineteca" + 0.004*"guelaguetza" + 0.004*"petroprecios" + 0.004*"fustigan"'),
(93,
'0.060*"enlared" + 0.051*"enlared_escribe" + 0.004*"varo" + 0.003*"mastretta" + 0.003*"myers" + 0.003*"eatson" + 0.003*"manono" + 0.003*"dondeestafatima" + 0.003*"birda" + 0.003*"conercio"'),
(94,
'0.012*"estrictamente" + 0.008*"wow" + 0.004*"according" + 0.004*"DEA Chief Slams Trump" + 0.004*"endorsement" + 0.004*"slams" + 0.004*"police" + 0.004*"white_house" + 0.004*"calls" + 0.004*"house"'),
(95,
'0.024*"obamacare" + 0.018*"health" + 0.015*"say" + 0.014*"need" + 0.013*"seems" + 0.011*"death" + 0.011*"concluye_entrevista" + 0.010*"such" + 0.010*"worst" + 0.009*"second"'),
(96,
'0.018*"cavernícola" + 0.014*"documentoíndigo" + 0.009*"ocioyando" + 0.009*"tinnitus" + 0.009*"gps" + 0.007*"ingresan" + 0.007*"gremio" + 0.007*"seleccióníndigo" + 0.007*"dominados" + 0.005*"redesdepodermty"'),
(97,
'0.008*"Canadá…" + 0.007*"Mark Zuckerberg" + 0.007*"@Paulina_VV |" + 0.005*"Los Angeles" + 0.005*"amañado" + 0.005*"FelizMiércoles |" + 0.003*"Doce mil" + 0.003*"despojadas" + 0.003*"delfín" + 0.003*"inmejorable"'),
(98,
'0.097*"the" + 0.053*"to" + 0.048*"of" + 0.045*"a" + 0.036*"in" + 0.030*"trump" + 0.028*"and" + 0.028*"is" + 0.018*"it" + 0.017*"for"'),
(99,
'0.009*"porsinoloviste" + 0.008*"quenosetepase" + 0.005*"nl" + 0.004*"protección_civil" + 0.004*"capitalino" + 0.004*"feria" + 0.004*"noesbroma" + 0.004*"communityshield" + 0.004*"economía_mexicana" + 0.004*"inician"')]
In [4]:
aut_top = {}
for key, value in model.id2author.items():
aut_top[value] = model.get_author_topics(value)
In [5]:
aut_top
Out[5]:
{'ADNPolitico': [(32, 0.99969572139918883)],
'ActualidadRT': [(55, 0.9998982331880929)],
'Adela_Micha': [(75, 0.99574569917872024)],
'Amsalazar': [(98, 0.99808341799041)],
'AnaPOrdorica': [(85, 0.99744023935132309)],
'AristeguiOnline': [(20, 0.19534426329804927),
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'AztecaNoticias': [(20, 0.075679808272152746),
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'Canal22': [(20, 0.044057083069585883),
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'CanalOnceTV': [(20, 0.12034386598036353),
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'CarlosLoret': [(20, 0.091501997633404414),
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'CiroGomezL': [(20, 0.033569289278300524),
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'DeniseDresserG': [(8, 0.17963110987988595),
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'DeniseMaerker': [(20, 0.071766432783159972),
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'DiegoEOsorno': [(20, 0.13966075551990043),
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'E_Q_': [(5, 0.035016032206710054),
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'EfektoNoticias': [(17, 0.2405976254196153),
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'EjeCentral': [(18, 0.17734722580377221),
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'ElFinanciero_Mx': [(5, 0.13983318726455199),
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'ElHuffPost': [(20, 0.064201178727762848),
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'El_Universal_Mx': [(20, 0.044410401851463284),
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'EnfoqueNoticias': [(19, 0.012425210142044257),
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'ExpansionMx': [(20, 0.081502772462323653),
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'FedericoArreola': [(20, 0.04151306734742416),
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'FernandoDworak': [(8, 0.12602585753793369),
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'Imagen_Mx': [(20, 0.035271647046270595),
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'JoseCardenas1': [(3, 0.080649081641780404),
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'LaRazon_mx': [(20, 0.096400153427893084),
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'MexicanTimes': [(16, 0.062860469569631747),
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(85, 0.060570346810371427),
(98, 0.049109899818022433)],
'jorgeramosnews': [(8, 0.084279876638212403),
(20, 0.12243835563811929),
(23, 0.029711862722368251),
(32, 0.12131943950574318),
(33, 0.14713166935088165),
(55, 0.13791877017194323),
(65, 0.098003936704389533),
(66, 0.022489548033169084),
(88, 0.069295918306495563),
(98, 0.1552140710238829)],
'jrisco': [(5, 0.017824812910452834),
(20, 0.014972564674955986),
(23, 0.088924254606836658),
(32, 0.12060409751411229),
(33, 0.035024219718876669),
(51, 0.046851301205087785),
(55, 0.14638297971492192),
(59, 0.12519931139726045),
(65, 0.064024888276138323),
(75, 0.049078267755425758),
(85, 0.040291501736457902),
(98, 0.24977721567274216)],
'jshm00': [(8, 0.12524224421081245),
(23, 0.08692531268517141),
(32, 0.030847261547657139),
(33, 0.040381594495413092),
(45, 0.040223675892555801),
(51, 0.047048141650946909),
(55, 0.15209747335873111),
(65, 0.010863603980042668),
(75, 0.02263741148994744),
(85, 0.024179023010383053),
(86, 0.023972649501175655),
(90, 0.16741633845635606),
(98, 0.20529743404226813)],
'julioastillero': [(20, 0.04284135718585564),
(23, 0.22716763070105389),
(31, 0.10733554169105107),
(32, 0.1725106073119177),
(33, 0.065300918584884848),
(51, 0.035203411544580759),
(55, 0.083831433652637163),
(59, 0.039277366588045079),
(65, 0.012254322119761749),
(75, 0.019311660266397187),
(85, 0.15514885516582708),
(98, 0.0369150811426667)],
'karlaiberia': [(14, 0.15726381704007747),
(20, 0.03791748562325907),
(23, 0.066225212122013474),
(32, 0.24649519322987115),
(33, 0.042651974023810088),
(51, 0.052102754863190756),
(55, 0.17478829045776204),
(65, 0.039239706803642346),
(75, 0.034738221770979731),
(85, 0.069734879085713783),
(98, 0.054671962061525567),
(99, 0.018228222694117002)],
'kdartigues': [(22, 0.041618470081854222),
(26, 0.033797381858492397),
(32, 0.10013063574129426),
(45, 0.047540096930718964),
(55, 0.16568948978752482),
(65, 0.067642045977866744),
(67, 0.076959735105252794),
(75, 0.16507284652172277),
(82, 0.059710925604489401),
(85, 0.052397439748737513),
(98, 0.16804836092075137)],
'lacronicadehoy': [(20, 0.096330528641660473),
(23, 0.054179669687425581),
(32, 0.17764036377325385),
(33, 0.09454494702111603),
(50, 0.063313818576926945),
(51, 0.063451474679465436),
(55, 0.24573383756324291),
(65, 0.042933192363426444),
(85, 0.12231988491274387),
(99, 0.022046440951082651)],
'lajornadaonline': [(15, 0.16119819516473596),
(20, 0.076685348532067432),
(23, 0.089013662753600314),
(32, 0.098317060646383916),
(33, 0.029357924959078734),
(51, 0.064995707422248403),
(55, 0.30445464536419048),
(65, 0.023873233445984753),
(67, 0.019425895443681791),
(75, 0.010331803422396693),
(85, 0.094032730476675583),
(99, 0.019780766746004159)],
'lasillarota': [(4, 0.092170399539245579),
(20, 0.074593122564689265),
(23, 0.080274671291789362),
(32, 0.10225749654553802),
(33, 0.024125545556335705),
(51, 0.043175756477493436),
(55, 0.35552803347860179),
(65, 0.077470343277285816),
(75, 0.020104162962893829),
(85, 0.073283098433115382),
(98, 0.016426152490375084),
(99, 0.040435603432351218)],
'lopezdoriga': [(20, 0.059677535859815528),
(32, 0.34055671226489215),
(33, 0.010021633305371322),
(51, 0.046522204579623978),
(55, 0.40395537596418551),
(65, 0.030469673354962631),
(73, 0.037433458429335861),
(75, 0.025478246986401762),
(85, 0.025117387436794706),
(99, 0.011038225811557561)],
'lydiacachosi': [(8, 0.013495889165341961),
(20, 0.042202764349316198),
(23, 0.032601729268586059),
(32, 0.074790779338717653),
(33, 0.044890794429755625),
(51, 0.03730725516400335),
(55, 0.15066167642920325),
(65, 0.060641431339243677),
(75, 0.11374492538374278),
(85, 0.060766321232698595),
(91, 0.23910633757793939),
(98, 0.10481347199454058),
(99, 0.020877904985361451)],
'macariomx': [(8, 0.096930165597861023),
(23, 0.031728917833067395),
(32, 0.077121004970400545),
(33, 0.058060542429907255),
(51, 0.028755559293713973),
(55, 0.090841925947143215),
(65, 0.05721587798650004),
(75, 0.01131620548994273),
(95, 0.25494516327933114),
(98, 0.27051492361843832),
(99, 0.012983689598614729)],
'mariocampos': [(0, 0.13436157841124094),
(20, 0.12506481183157947),
(23, 0.15693298884841952),
(32, 0.10975550316968059),
(33, 0.035920811904060511),
(51, 0.040237566999493456),
(55, 0.10852537400661363),
(65, 0.088012251188965232),
(73, 0.016693598846800505),
(75, 0.11679741725565329),
(98, 0.050729971494300141)],
'maurimm': [(33, 0.2006523145447289),
(51, 0.1008611201428975),
(75, 0.30055084391774467),
(76, 0.10085354885707136),
(85, 0.10091393307435732),
(98, 0.10086266352241201)],
'mileniotv': [(5, 0.070079835278880856),
(20, 0.081205347299244474),
(23, 0.087201845723306207),
(32, 0.092612678990695071),
(33, 0.017362326929376348),
(51, 0.12071404016985995),
(55, 0.27985292081432361),
(65, 0.040001394230674128),
(67, 0.011360086330926056),
(75, 0.078631612120150476),
(85, 0.07230960354501112),
(99, 0.033956319092398955)],
'nacholozano': [(20, 0.060243216215725037),
(23, 0.063346430070901294),
(32, 0.059491360914969114),
(33, 0.021119471979221031),
(51, 0.054973983427891164),
(54, 0.17299683786626782),
(55, 0.22139869923703476),
(58, 0.017088479869995666),
(65, 0.099200048289326229),
(75, 0.050588307232577651),
(85, 0.11647917792740139),
(98, 0.05486711810049523)],
'nexosmexico': [(20, 0.092280102495170185),
(23, 0.085810602130044031),
(26, 0.030741782850556315),
(32, 0.084319320228631423),
(33, 0.083039559344504382),
(45, 0.014183262400551797),
(51, 0.044620285052194349),
(55, 0.17813552710997152),
(65, 0.076896360250263571),
(75, 0.017226768385835398),
(85, 0.02788858250149661),
(93, 0.22066158900990115),
(99, 0.029155795548182459)],
'nytimes': [(8, 0.44187755021769659),
(20, 0.011179447472012993),
(32, 0.012767344594863707),
(33, 0.080095359166387103),
(51, 0.020383543043362342),
(55, 0.027426670743183914),
(65, 0.023570253226132341),
(85, 0.011746896741922671),
(98, 0.34598849012813498)],
'panchogarfias': [(23, 0.10859678110664614),
(26, 0.18843473331926069),
(32, 0.19962818137303681),
(55, 0.29639290825982639),
(75, 0.027891494971655991),
(98, 0.092604231524817907)],
'politicomx': [(20, 0.048613015266120232),
(23, 0.15331340856095413),
(25, 0.027937820031105461),
(32, 0.25303928870295322),
(33, 0.045359552874724984),
(51, 0.022008937997208898),
(55, 0.13643961867300583),
(65, 0.052140897297162474),
(75, 0.022081846547799405),
(85, 0.22406462347747724)],
'puigcarlos': [(20, 0.083232524810323727),
(23, 0.11561550404668672),
(32, 0.089884104161133418),
(33, 0.13475034534368843),
(51, 0.041452765131204432),
(55, 0.076482200361398384),
(59, 0.14161817724263706),
(65, 0.087886892021645929),
(85, 0.14484833131869576),
(98, 0.044926297449298186)],
'revistaproceso': [(20, 0.13636177252860404),
(23, 0.1233489661072423),
(32, 0.18838937404811501),
(33, 0.026472127571674609),
(51, 0.043308448584706553),
(55, 0.17893817501201736),
(65, 0.037739494436607561),
(85, 0.2090031654422051),
(99, 0.043143583522699196)],
'rivapa': [(20, 0.083697890277822096),
(23, 0.093647237923170382),
(32, 0.13843349953121847),
(33, 0.10400937163400194),
(51, 0.026907242458577712),
(55, 0.099876822279525823),
(59, 0.030234036264632436),
(65, 0.050712986070908246),
(71, 0.074633183901432101),
(75, 0.044022226636281997),
(94, 0.042125609883660091),
(97, 0.010267762190614311),
(98, 0.16151266477618303)],
'sacroprofano': [(20, 0.075584596815433711),
(23, 0.051516499370508208),
(32, 0.11955482807384987),
(40, 0.069748442163978908),
(51, 0.033927725185701064),
(55, 0.37095436869091175),
(65, 0.13743311773750491),
(75, 0.030385000971312717),
(85, 0.042662892086243707),
(96, 0.01654262482203013),
(99, 0.022590923829078274)],
'sdpnoticias': [(20, 0.094944670844621396),
(23, 0.13726697125574155),
(32, 0.17057428294147348),
(33, 0.012344252121390283),
(51, 0.068090965611348114),
(55, 0.19253567877995867),
(65, 0.051160392157710718),
(75, 0.011047184968359961),
(81, 0.033737573296737058),
(85, 0.15112773471610347),
(99, 0.073668587077453371)],
'sergioaguayo': [(20, 0.05899452277254183),
(23, 0.068848119328376131),
(32, 0.11470721600384144),
(33, 0.082300541668074365),
(51, 0.023279371786906561),
(55, 0.14400547701896851),
(65, 0.051915162196405358),
(75, 0.076712623877173897),
(81, 0.25783467038908492),
(95, 0.011505528145421483),
(98, 0.042958843457045155),
(99, 0.025596061888641702)],
'sopitas': [(8, 0.021560592242595312),
(20, 0.095770350671708193),
(23, 0.016728084070133587),
(32, 0.055936689979351258),
(47, 0.087165093372497629),
(51, 0.020899999144775718),
(55, 0.4131629219643973),
(65, 0.047275249659614792),
(73, 0.1246103826251619),
(75, 0.015386078528516998),
(85, 0.050395007785362378),
(98, 0.02510888328827194)],
'soyfdelrincon': [(5, 0.052347104798791275),
(16, 0.021727592547230046),
(20, 0.10636046413813578),
(32, 0.08548187069986049),
(33, 0.084632473842720893),
(55, 0.23029482430118517),
(58, 0.27641037546490499),
(75, 0.10004159743540567),
(85, 0.016711884897789353)],
'voxdotcom': [(8, 0.27792367869237955),
(13, 0.15092617849964354),
(32, 0.012677366636182656),
(33, 0.068152125843721253),
(51, 0.012906861896248322),
(55, 0.01280989382686238),
(65, 0.02078858399445007),
(75, 0.011629251672796544),
(98, 0.40325443953741352)],
'warkentin': [(20, 0.044126990974706938),
(23, 0.073134394046930312),
(32, 0.10746155088987487),
(33, 0.059673781656417325),
(51, 0.04016448183213038),
(52, 0.22564759752605282),
(55, 0.14414669179964454),
(65, 0.083915375414640961),
(75, 0.11230307966569139),
(85, 0.045400902696831648),
(98, 0.056639646729303848)]}
In [6]:
%%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_
Wall time: 1.97 s
In [7]:
from bokeh.io import output_file
output_file('grafica.html')
In [8]:
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 [9]:
from gensim.similarities import MatrixSimilarity
index = MatrixSimilarity(model[list(model.id2author.values())])
In [10]:
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 [11]:
get_table('Pajaropolitico',top_n=136)
Out[11]:
Author
Score
Size
43
Pajaropolitico
1.000000
884
38
NTelevisa_com
0.755383
1746
111
sdpnoticias
0.751607
71
73
diario24horas
0.750833
1429
39
NoticiasMVS
0.749927
1476
101
mileniotv
0.749827
138
47
PublimetroMX
0.749548
999
36
MexicanTimes
0.744413
456
108
revistaproceso
0.743817
557
95
lasillarota
0.743509
1203
93
lacronicadehoy
0.741360
947
31
LaRazon_mx
0.737963
829
57
SinEmbargoMX
0.737472
1195
35
MarioBeteta
0.737216
691
60
VILLALVAZO13
0.736611
48
33
LeonardoCurzio
0.734489
64
44
PaolaRojas
0.733141
80
86
jenarovillamil
0.733102
203
40
Notimex
0.730661
1125
37
Milenio
0.730128
1120
55
SanjuanaMtz
0.728182
71
49
Reforma
0.726946
1111
50
Reporte_Indigo
0.724968
883
10
CiroGomezL
0.722506
316
5
AristeguiOnline
0.721186
802
91
karlaiberia
0.720249
65
59
UnoNoticias
0.719936
587
96
lopezdoriga
0.719392
873
106
politicomx
0.718360
481
76
eleconomista
0.717722
636
...
...
...
...
8
CanalOnceTV
0.655009
168
54
SalCamarena
0.654609
19
81
genarolozano
0.652826
88
85
javieraparicio
0.650327
27
78
epigmenioibarra
0.641004
320
32
LeonKrauze
0.638216
113
13
DiegoEOsorno
0.637558
9
11
DeniseDresserG
0.636025
94
7
Canal22
0.633516
363
87
jorgeramosnews
0.632804
34
9
CarlosLoret
0.630582
36
105
panchogarfias
0.629885
2
89
jshm00
0.618124
9
114
soyfdelrincon
0.616026
24
69
beltrandelrio
0.608444
138
92
kdartigues
0.607988
7
98
macariomx
0.605691
369
1
ActualidadRT
0.587337
1098
100
maurimm
0.578950
1
104
nytimes
0.566218
730
0
ADNPolitico
0.565544
390
67
andreslajous
0.554824
35
115
voxdotcom
0.551991
446
72
caudillomx
0.540541
1
4
AnaPOrdorica
0.537571
48
66
alvaro_delgado
0.536697
40
64
aguilarcamin
0.528044
37
65
ahope71
0.527434
77
2
Adela_Micha
0.525558
34
3
Amsalazar
0.517910
51
117 rows × 3 columns
In [12]:
import pickle
dictionary = pickle.load(open("dictionary.p", "rb"))
In [13]:
import pyLDAvis.gensim
pyLDAvis.enable_notebook()
In [14]:
pyLDAvis.gensim.prepare(model, model.corpus,dictionary)
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-14-030a62836ca3> in <module>()
----> 1 pyLDAvis.gensim.prepare(model, model.corpus,dictionary)
C:\ProgramData\Anaconda3\lib\site-packages\pyLDAvis\gensim.py in prepare(topic_model, corpus, dictionary, doc_topic_dist, **kwargs)
109 See `pyLDAvis.prepare` for **kwargs.
110 """
--> 111 opts = fp.merge(_extract_data(topic_model, corpus, dictionary, doc_topic_dist), kwargs)
112 return vis_prepare(**opts)
C:\ProgramData\Anaconda3\lib\site-packages\pyLDAvis\gensim.py in _extract_data(topic_model, corpus, dictionary, doc_topic_dists)
40 gamma = topic_model.inference(corpus)
41 else:
---> 42 gamma, _ = topic_model.inference(corpus)
43 doc_topic_dists = gamma / gamma.sum(axis=1)[:, None]
44
TypeError: inference() missing 3 required positional arguments: 'author2doc', 'doc2author', and 'rhot'
In [ ]:
Content source: jadm333/aut-top
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