In [1]:

    

from gensim.models import AuthorTopicModel

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


    

In [2]:

    

model.show_topics(num_topics=100)


    

    
Out[2]:





[(0,
  '0.056*"precaución" + 0.018*"policía" + 0.018*"tierra" + 0.015*"continúa" + 0.015*"g" + 0.015*"mercados" + 0.015*"paz" + 0.012*"tropical" + 0.012*"río" + 0.012*"tormenta"'),
 (1,
  '0.008*"campechanas" + 0.005*"lerma" + 0.005*"viabilidad" + 0.004*"impuesto" + 0.004*"patrullas" + 0.004*"embarcaciones" + 0.004*"adquirieron" + 0.004*"motores" + 0.004*"colposcopia" + 0.004*"descanso"'),
 (2,
  '0.017*"sipinna" + 0.015*"cns" + 0.012*"ricardobucio" + 0.008*"conase" + 0.008*"misderechos" + 0.008*"cenapred" + 0.008*"presta" + 0.006*"sismo" + 0.006*"Plan Familiar de Protección Civil" + 0.006*"efemeridesmx"'),
 (3,
  '0.008*"apizaco" + 0.004*"deudas" + 0.004*"inmortalizará" + 0.004*"brujo" + 0.004*"espectadores" + 0.004*"brilla" + 0.004*"calpulalpan" + 0.004*"“Y “griega" + 0.004*"griega" + 0.004*"Carlos Rivera"'),
 (4,
  '0.032*"diputadospri" + 0.025*"cumpleaños" + 0.025*"feliz" + 0.023*"mejores" + 0.022*"felicidades" + 0.019*"feliz_cumpleaños" + 0.019*"envío" + 0.017*"deseos" + 0.014*"chiapas" + 0.013*"abrazo"'),
 (5,
  '0.020*"fruto" + 0.016*"colimenses" + 0.010*"elcampoennuestrasmanos" + 0.007*"extensionismo" + 0.006*"orgullocolimense" + 0.005*"arráigate" + 0.005*"Sria mcristina_gc" + 0.005*"Dip Erika_RodH" + 0.004*"sarahhochmex" + 0.004*"giffmx"'),
 (6,
  '0.145*"gracias" + 0.090*"abrazo" + 0.037*"saludos" + 0.032*"mando" + 0.026*"amigo" + 0.026*"fuerte" + 0.024*"mando_abrazo" + 0.022*"estimado" + 0.019*"agradezco" + 0.018*"querida"'),
 (7,
  '0.021*"segurid" + 0.011*"uncuartomás" + 0.010*"rurales" + 0.009*"manualdecallesmx" + 0.007*"inmediata" + 0.006*"froylán" + 0.006*"adopción" + 0.006*"confianzaporeldesarrollosocial" + 0.005*"privilegiando" + 0.005*"Angel_Islava Dir General"'),
 (8,
  '0.044*"iniciativa" + 0.035*"vía" + 0.032*"pgr" + 0.024*"presenté" + 0.022*"reforma" + 0.021*"lozoya" + 0.020*"saludos" + 0.018*"capítulo" + 0.015*"urge" + 0.012*"congreso"'),
 (9,
  '0.019*"derec" + 0.018*"cívica" + 0.010*"am" + 0.009*"qroo" + 0.007*"quintana" + 0.006*"roo" + 0.006*"presento" + 0.006*"escucharnos" + 0.005*"mexicans" + 0.005*"chetumal"'),
 (10,
  '0.075*"ctra" + 0.028*"km_ctra" + 0.025*"vialidadlibre" + 0.022*"accidentevial_km" + 0.022*"accidentevial" + 0.020*"vialidadlibre_km" + 0.020*"tramo_dir" + 0.017*"aut" + 0.016*"maneje" + 0.015*"maneje_precaución"'),
 (11,
  '0.017*"noticiasinternacionales" + 0.009*"np" + 0.008*"econokafka" + 0.006*"arsenal" + 0.005*"morín" + 0.005*"choque" + 0.005*"bancomundial" + 0.005*"quecadaminutocuente" + 0.005*"dealdecoatl" + 0.005*"oswaldogutirrez"'),
 (12,
  '0.028*"mebt" + 0.027*"Comisión de Desarrollo Social de Mx_Diputados" + 0.014*"ánimos" + 0.014*"Miguel Oropeza de la Uni…" + 0.014*"pres" + 0.014*"fabio" + 0.014*"aureliano" + 0.014*"serrato" + 0.014*"Fabio Peña" + 0.014*"Aureliano Serrato"'),
 (13,
  '0.041*"amapolas" + 0.041*"inviertan" + 0.022*"imaginaméxico" + 0.020*"QueNosCaigaEl20 Urge" + 0.020*"viéndonos" + 0.020*"multiplicar" + 0.020*"ranchito" + 0.020*"iniciativ" + 0.020*"El Ranchito" + 0.020*"volando"'),
 (14,
  '0.019*"méxico" + 0.018*"xxiiasambleapri" + 0.016*"pri" + 0.016*"partido" + 0.016*"epn" + 0.015*"nacional" + 0.013*"mesa" + 0.012*"unidad" + 0.010*"tuvozprimero" + 0.010*"rumbo"'),
 (15,
  '0.019*"argonautasgold" + 0.018*"estabili" + 0.017*"entrante" + 0.017*"concebida" + 0.017*"clausurar" + 0.017*"emilsetbrasi" + 0.017*"negociadora" + 0.017*"Mundial de Ciencias ESI" + 0.017*"milse" + 0.017*"esi"'),
 (16,
  '0.066*"mujeres" + 0.039*"puebla" + 0.036*"envivo" + 0.024*"hombres" + 0.015*"oportunidades" + 0.014*"denuncia" + 0.014*"exterior" + 0.011*"presidente" + 0.011*"señala" + 0.011*"claudiapavlovic"'),
 (17,
  '0.008*"nombrado" + 0.005*"uptulancingo" + 0.003*"representados" + 0.003*"proceden" + 0.003*"adherentes" + 0.003*"Fundación Colosio" + 0.003*"semar" + 0.003*"bocadelrío" + 0.003*"dinamismo" + 0.003*"pronosticó"'),
 (18,
  '0.015*"bombón" + 0.011*"meza" + 0.009*"lomabonita" + 0.007*"mezadelacapacitación" + 0.007*"lamezadelasalud" + 0.007*"Meza de la Salud" + 0.007*"Bombón Artístico" + 0.006*"cortes" + 0.006*"periodoordinario" + 0.005*"cabello"'),
 (19,
  '0.010*"trabajandocumplimos" + 0.010*"nuevaalianza" + 0.009*"kristianperezh" + 0.009*"Nueva Alianza" + 0.008*"luiscasob" + 0.007*"franciscoblv" + 0.007*"duranguense" + 0.005*"FelizJueves…" + 0.005*"Yuriria_Mascott vicky_colin" + 0.005*"Reunión de la Comisión Política Permanente del CDE_PRI_Durango AnavelFernandez yoladelatorre RPachecoDgo…"'),
 (20,
  '0.029*"mujereshablemosdemexico" + 0.024*"nery" + 0.013*"pantera" + 0.007*"panterita" + 0.007*"gallo" + 0.006*"susycastillo" + 0.006*"ingepolitecnico" + 0.006*"yamanaka" + 0.005*"recta" + 0.004*"dirigir"'),
 (21,
  '0.034*"aguascalientes" + 0.011*"moderna" + 0.011*"Mesa Nacional de Estatutos" + 0.011*"oaxaqueño" + 0.010*"min" + 0.010*"chitl" + 0.010*"samuel" + 0.010*"catalina" + 0.010*"ptmexiconal" + 0.009*"hipertensi"'),
 (22,
  '0.007*"Gob RolandoZapataB" + 0.007*"csarhercep" + 0.007*"genarolozano" + 0.006*"aldopri" + 0.005*"brisas" + 0.005*"jc_ramirezmarin Amigo" + 0.004*"medrano" + 0.004*"caminata" + 0.004*"viviend" + 0.004*"betty"'),
 (23,
  '0.034*"michoacán" + 0.018*"morelia" + 0.017*"ideas" + 0.016*"puertas" + 0.015*"Oficina de Enlace" + 0.014*"eiatorio" + 0.014*"Su iluminación" + 0.014*"iluminación" + 0.013*"compartimos" + 0.013*"abiertas"'),
 (24,
  '0.026*"sabíasque" + 0.025*"fitchratings" + 0.024*"semana" + 0.022*"riesgo" + 0.019*"circulación" + 0.018*"gobmichoacan" + 0.018*"calificación" + 0.017*"perspectiva" + 0.014*"pemex" + 0.014*"soberana"'),
 (25,
  '0.029*"apatzingán" + 0.016*"diversificada" + 0.016*"milita" + 0.015*"memovalenciar" + 0.015*"reconocerles" + 0.015*"múgica" + 0.015*"prevalecieron" + 0.015*"Consejo Político Municipal" + 0.015*"sergioochoav" + 0.015*"Cesar Chávez"'),
 (26,
  '0.025*"creen" + 0.021*"paraserviraméxico" + 0.014*"soynaval" + 0.008*"henm" + 0.006*"attimesmx" + 0.005*"norte" + 0.005*"amenazas" + 0.004*"Primera Regata Internacional" + 0.004*"AtletaNaval Guadalupe González" + 0.004*"atletanaval"'),
 (27,
  '0.052*"méxico" + 0.028*"energía" + 0.025*"presencia" + 0.022*"educación" + 0.022*"edomex" + 0.021*"atienda" + 0.021*"slp" + 0.017*"gonzález" + 0.014*"presidente" + 0.012*"presidente_epn"'),
 (28,
  '0.010*"centineladelaseguridad" + 0.005*"coronango" + 0.005*"anpertmexico" + 0.005*"centinelas" + 0.005*"peatón" + 0.004*"presidió" + 0.004*"magno" + 0.004*"pitahaya" + 0.004*"abrazoooo" + 0.003*"barreras"'),
 (29,
  '0.017*"tam" + 0.016*"luchador" + 0.015*"yoga" + 0.015*"mentalmente" + 0.015*"Oficina de…" + 0.014*"díadelacerveza" + 0.007*"almsoberon" + 0.007*"somosmujerespri" + 0.006*"naval" + 0.004*"gobtam"'),
 (30,
  '0.027*"miguel" + 0.025*"ciudadana" + 0.014*"seguro" + 0.013*"estaré" + 0.013*"senadomexicano" + 0.012*"justicia" + 0.012*"sistema" + 0.012*"derechos" + 0.012*"mensaje_directo" + 0.011*"sector"'),
 (31,
  '0.012*"turista" + 0.007*"martesdebodas" + 0.007*"pareja" + 0.006*"sre" + 0.006*"acapulco" + 0.005*"secturnayarit" + 0.005*"gorb" + 0.005*"decálogodelturista" + 0.005*"conéctatealturismo" + 0.005*"fotodelrecuerdo"'),
 (32,
  '0.019*"rafamarquezmx" + 0.006*"congelarán" + 0.006*"dipcarlosbello" + 0.005*"julionalvarez" + 0.004*"emiliolozoya" + 0.004*"Dips Mayra_EnriquezV" + 0.004*"tequila" + 0.004*"laculturasomostod" + 0.004*"vivaladiversión" + 0.004*"carta"'),
 (33,
  '0.066*"miguelhidalgo" + 0.055*"diputadoadomicilio" + 0.050*"yosiregreso" + 0.039*"San Miguel Chapultepec" + 0.022*"gsp" + 0.017*"ferfisfer" + 0.017*"DiputadoADomicilio YoSiRegreso" + 0.017*"arnemx" + 0.011*"politikonline" + 0.011*"YoSiRegreso MiguelHidalgo…"'),
 (34,
  '0.029*"pvem" + 0.016*"chuchosesmapvem" + 0.011*"escúchanos" + 0.008*"graco" + 0.008*"hombro" + 0.006*"Vocero Nacional CarlosPuenteZAC" + 0.005*"prive" + 0.005*"Graco Ramírez" + 0.004*"profesora" + 0.004*"cuestión"'),
 (35,
  '0.019*"angelicatuarquitecta" + 0.017*"mujeresmovmx" + 0.015*"nachis" + 0.010*"tonalá" + 0.008*"chih" + 0.007*"jantoniotonala" + 0.006*"adrianamedinao" + 0.005*"emilioalvarezi" + 0.005*"victorsanoro" + 0.004*"¡El PRI_Nacional"'),
 (36,
  '0.015*"morenaenred" + 0.014*"pormxhoy" + 0.006*"epntraidoralapatria" + 0.006*"despenalizan" + 0.005*"yosífuiconsultado" + 0.004*"informes" + 0.004*"telcel" + 0.004*"terrible" + 0.003*"centralista" + 0.003*"ConstituciónCDMX cepal_onu"'),
 (37,
  '0.035*"frenteampliomx" + 0.019*"fonden" + 0.018*"enriquece" + 0.012*"pasa" + 0.010*"gasolina" + 0.008*"gobernamos" + 0.008*"playaslibres" + 0.006*"prisodisparejo" + 0.006*"dijimos" + 0.005*"podamos"'),
 (38,
  '0.017*"prd" + 0.015*"economía" + 0.015*"lopezobrador" + 0.014*"municipal" + 0.014*"vive" + 0.013*"civil" + 0.011*"amigo" + 0.011*"amigos" + 0.011*"delegado" + 0.010*"esfuerzos"'),
 (39,
  '0.031*"ucristopulos" + 0.016*"chaposoto" + 0.012*"chaporomo" + 0.009*"maloroacosta" + 0.009*"elpatodelucas" + 0.009*"ecoprocesos" + 0.007*"pauliiec" + 0.007*"secsonora" + 0.006*"samvalor" + 0.006*"Punto de Acuerdo SECTUR_mx"'),
 (40,
  '0.010*"periodístico" + 0.006*"raza" + 0.005*"externas" + 0.004*"Lord_Commander3 Con" + 0.004*"arduamente" + 0.004*"incentivar" + 0.003*"pescdmx" + 0.003*"jlborbolla" + 0.003*"alred" + 0.003*"champurrado"'),
 (41,
  '0.024*"construcciones" + 0.005*"torturaron" + 0.005*"cierran" + 0.005*"anc" + 0.004*"ingredientes" + 0.004*"fovissste" + 0.004*"instalar" + 0.003*"áfrica" + 0.003*"Año de National Geograpic" + 0.003*"iban"'),
 (42,
  '0.083*"tardes" + 0.018*"coahuila" + 0.017*"veracruz" + 0.015*"turismo" + 0.015*"méxico" + 0.014*"ciberseguridad" + 0.013*"ciudad" + 0.012*"ricardoanayac" + 0.010*"inauguración" + 0.009*"celebración"'),
 (43,
  '0.018*"familia" + 0.016*"querétaro" + 0.015*"vida" + 0.012*"gente" + 0.010*"guerrero" + 0.009*"año" + 0.009*"oportunidades" + 0.009*"domingo" + 0.009*"casa" + 0.008*"compromiso"'),
 (44,
  '0.102*"cierre" + 0.027*"ctm" + 0.015*"Hugo Varela" + 0.015*"varela" + 0.014*"contacta" + 0.014*"Cuídate FelizLunes" + 0.014*"ord" + 0.014*"CTM Guanajuato" + 0.014*"XX Congreso General Ord…" + 0.014*"soporte"'),
 (45,
  '0.017*"gracías" + 0.009*"comentariosemanal" + 0.007*"vallehermoso" + 0.005*"realizo" + 0.004*"Gracias por la felicitación Dante villo_dante" + 0.004*"MA_LoFarias EnLaNoticia" + 0.004*"soundcloud" + 0.004*"tomymarin" + 0.004*"victormgf" + 0.004*"Prospera_MX Muchas"'),
 (46,
  '0.037*"fndmx" + 0.018*"buroentidadesmx" + 0.018*"GaleríaDeArte SHCP_mx" + 0.018*"radican" + 0.018*"satmásabierto" + 0.010*"finalizar" + 0.009*"fuerzasarmadas" + 0.009*"banjecasa" + 0.009*"creyó" + 0.009*"incentive"'),
 (47,
  '0.007*"orgullochihuahuense" + 0.004*"enentes" + 0.003*"CruzRoja_MX Acompáñanos" + 0.003*"somoschihuahua" + 0.003*"pasivos" + 0.003*"IMPI_Mexico COFEPRIS" + 0.003*"colecta" + 0.003*"cuesta" + 0.003*"NatGeo_la San Carlos" + 0.003*"valoratuvida"'),
 (48,
  '0.009*"jornadaagraria" + 0.007*"pablolemusn" + 0.007*"zapopangob" + 0.006*"cumpliendocompromisos" + 0.006*"cabalgata" + 0.006*"Palmillas Tamaulipas" + 0.006*"escrituras" + 0.006*"pagraria" + 0.005*"movilidadzap" + 0.005*"molinos"'),
 (49,
  '0.035*"estuve" + 0.020*"civil" + 0.019*"confirmó" + 0.017*"confidenc" + 0.013*"asociación" + 0.012*"gusto" + 0.009*"protección_civil" + 0.008*"pmc" + 0.008*"juvenil" + 0.007*"emergencias"'),
 (50,
  '0.017*"ciudadanos" + 0.015*"país" + 0.015*"y" + 0.013*"solicitamos" + 0.012*"morena" + 0.012*"jalisco" + 0.012*"caso" + 0.012*"corrupción" + 0.011*"libertad" + 0.011*"gobierno"'),
 (51,
  '0.026*"mil" + 0.020*"dir" + 0.015*"millones" + 0.014*"habitantes" + 0.013*"morelos" + 0.011*"mdp" + 0.011*"autoridades" + 0.011*"historia" + 0.011*"equipo" + 0.011*"crédito"'),
 (52,
  '0.092*"atención" + 0.071*"favor" + 0.053*"gracias" + 0.025*"arriolamikel" + 0.022*"datos" + 0.019*"reporte" + 0.018*"mensaje" + 0.018*"reportes" + 0.018*"guanajuato" + 0.017*"contacto"'),
 (53,
  '0.010*"incremento" + 0.010*"PRI_Nacional  Entrevista" + 0.007*"huautla" + 0.007*"bilateral" + 0.007*"estadosunidos" + 0.006*"desmantelar" + 0.006*"buenapolítica" + 0.005*"relacionados" + 0.005*"soberanía" + 0.005*"sentidas"'),
 (54,
  '0.011*"logrosgppan" + 0.011*"LogrosGPPAN 2doPeriodo2doAño" + 0.008*"antorchistas" + 0.006*"california" + 0.006*"ramosarizpe" + 0.006*"presospolíticosenbajacalifornia" + 0.006*"pgjebcmx" + 0.006*"altoalarepresiónpanista" + 0.006*"ensenada" + 0.005*"frontera"'),
 (55,
  '0.009*"notinucleo" + 0.009*"juanrulfo" + 0.007*"segundacomisión" + 0.005*"oye" + 0.005*"centenario" + 0.004*"nece" + 0.004*"despensas" + 0.004*"dieznoticias" + 0.004*"fb" + 0.004*"Dr oscar_gurria"'),
 (56,
  '0.014*"pretextos" + 0.013*"GoberDuarte Moreira" + 0.013*"goberduarte" + 0.013*"betoborge" + 0.013*"síga" + 0.013*"coincidencia" + 0.013*"cdmags" + 0.013*"patygarciasi" + 0.013*"terejimeneze" + 0.013*"Presidente RicardoAnayaC"'),
 (57,
  '0.036*"aire" + 0.021*"comenzamos" + 0.019*"senado" + 0.017*"evaluar" + 0.015*"proairemegalópolis" + 0.013*"diseño" + 0.012*"camegalopolis" + 0.012*"asiesmonterrey" + 0.012*"reformar" + 0.011*"legislativo"'),
 (58,
  '0.084*"cdmx" + 0.023*"campo" + 0.022*"resumen" + 0.015*"darle" + 0.013*"familias" + 0.012*"seguimos" + 0.012*"parque" + 0.012*"plan" + 0.011*"tareas" + 0.011*"inversión"'),
 (59,
  '0.031*"colonia" + 0.016*"niños" + 0.016*"oaxaca" + 0.013*"vacaciones" + 0.012*"semana" + 0.011*"tengan_excelente" + 0.010*"juventud" + 0.010*"gracias" + 0.010*"inicio" + 0.009*"viernes"'),
 (60,
  '0.041*"vecinos" + 0.019*"d" + 0.018*"recorrido" + 0.015*"personas" + 0.014*"q" + 0.013*"mañana" + 0.011*"s" + 0.010*"x" + 0.009*"visitar" + 0.008*"deja"'),
 (61,
  '0.038*"canalizamos" + 0.026*"Estado de la República" + 0.022*"envíamos" + 0.020*"shcptambiénes" + 0.019*"ubique" + 0.017*"favor_indíquenos" + 0.017*"indíquenos" + 0.017*"canalizamos_atención" + 0.016*"envíamos_atención" + 0.014*"república_escribe"'),
 (62,
  '0.012*"albertosilva" + 0.011*"ejércitoyfam" + 0.010*"utilizando" + 0.009*"desafuero" + 0.007*"fotodeldía" + 0.007*"seccióninstructora" + 0.006*"LaJornada El_Universal_Mx Reforma" + 0.006*"sedenaeuebla" + 0.005*"Semana Nacional del Emprendedor" + 0.005*"tarekabdala"'),
 (63,
  '0.017*"smnmx" + 0.010*"próximas" + 0.009*"subastaeléctrica" + 0.008*"reformaenergética" + 0.007*"maíz" + 0.007*"financiamiento" + 0.007*"acapulco" + 0.006*"amas" + 0.006*"pronostican" + 0.006*"mediano"'),
 (64,
  '0.021*"frente" + 0.020*"situación" + 0.018*"venezuela" + 0.016*"naturales" + 0.013*"washington" + 0.013*"platicando" + 0.013*"diputadosprd" + 0.012*"foro" + 0.011*"contribuyentes" + 0.011*"artículo"'),
 (65,
  '0.023*"chávez" + 0.009*"guanajuatoesprimero" + 0.008*"Secretario de SEGOB_mx" + 0.007*"impresionante" + 0.006*"miguanajuatoquerido" + 0.005*"SandritaAveigaS elsolde_mexico Gracias" + 0.005*"Jaime Aviles" + 0.005*"CNH_MX  Seguir" + 0.005*"Erika_RodH ¡Muchas" + 0.005*"México QEPD"'),
 (66,
  '0.015*"gobcuilapam" + 0.007*"evdiec" + 0.005*"enriquecedor" + 0.005*"puras" + 0.005*"estudian" + 0.004*"policiayucatan" + 0.004*"enlaces" + 0.004*"AndreaGarcia_MX Vaya un saludo hasta Tamaulipas" + 0.004*"satisfactorio" + 0.004*"renatosalesh"'),
 (67,
  '0.023*"diputadospan" + 0.017*"oficina" + 0.015*"regreso" + 0.012*"hermosillo" + 0.011*"compraconsolidada" + 0.011*"vemos" + 0.011*"económicas" + 0.010*"encontramos" + 0.010*"sonora" + 0.009*"carlos"'),
 (68,
  '0.009*"computadora" + 0.009*"predictamen" + 0.008*"sigosaludos" + 0.006*"diversos" + 0.006*"venezolana" + 0.006*"fuiste" + 0.005*"dialogamos" + 0.005*"consolidación" + 0.005*"juana" + 0.005*"elpatozambrano"'),
 (69,
  '0.025*"tormentas" + 0.012*"diputadosmorena" + 0.008*"alégrate" + 0.006*"delfinagomeza" + 0.004*"sonríe" + 0.004*"canastaamiga" + 0.004*"mna_inah Luego de presentarse" + 0.004*"EMayas Vía El_Universal_Mx" + 0.004*"Te deseo mucha" + 0.004*"laciudadquesoñamos"'),
 (70,
  '0.013*"magistraturaenelmundo" + 0.012*"nsjp" + 0.010*"jurisprudencia" + 0.009*"tesis" + 0.007*"mzavalagc" + 0.007*"ozono" + 0.006*"Pleno de la SCJN" + 0.005*"sener" + 0.004*"eficienciaenergética" + 0.004*"horizonte"'),
 (71,
  '0.012*"SabíasQue Prospera_MX" + 0.008*"Fonart_mx Aquí" + 0.007*"maíz" + 0.006*"convicción" + 0.006*"Tres Palos" + 0.005*"palos" + 0.005*"estimula" + 0.005*"techo" + 0.005*"SOY MILITANTE Y LEGISLADOR FEDERAL POR EL" + 0.004*"Cómo Fonart_mx nos elica:"'),
 (72,
  '0.052*"silvanoaureolesnocumplesupalabra" + 0.041*"rubenpadillas" + 0.025*"antorchamich_denuncia" + 0.025*"antorchamich" + 0.023*"comerciantes_cd" + 0.023*"movantorchista" + 0.021*"desalojó" + 0.020*"cd_hgo" + 0.011*"desalojo" + 0.010*"desalojan"'),
 (73,
  '0.067*"cumpleaños" + 0.051*"abrazo" + 0.048*"felicidades" + 0.033*"fuerte" + 0.026*"excelente" + 0.025*"estimado" + 0.021*"deseo" + 0.020*"mando" + 0.020*"feliz" + 0.019*"mejores"'),
 (74,
  '0.016*"michelleriveraa" + 0.007*"nikonmexico" + 0.006*"Entidades Federativas CONAPO_mx" + 0.005*"consejofiscal" + 0.005*"concluido" + 0.005*"yosíratificoentlaquepaque" + 0.004*"consorcio" + 0.004*"elalbertomedina" + 0.004*"rezagos" + 0.003*"desapariciónforzada"'),
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  '0.015*"rtdiegoivan" + 0.012*"muchísimas" + 0.010*"sobreruedas" + 0.007*"alertadegénero" + 0.007*"silla" + 0.006*"wenaguayo" + 0.006*"glambarry" + 0.005*"miguelsarracino" + 0.005*"ríogrijalva" + 0.005*"verparacrecer"'),
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  '0.079*"méxico" + 0.030*"desarrollo" + 0.029*"gobierno" + 0.022*"tlcan" + 0.018*"jóvenes" + 0.017*"mundo" + 0.015*"país" + 0.013*"gusto" + 0.012*"informe" + 0.012*"servicios"'),
 (78,
  '0.028*"orgulloguerrero" + 0.017*"periodistafrg" + 0.016*"handradequezada" + 0.015*"ectorjaime" + 0.013*"richancardo" + 0.013*"miguelsalimgto" + 0.009*"cuautepec" + 0.009*"reconstruyendoguerrero" + 0.009*"másmaíz" + 0.009*"guerrerenses"'),
 (79,
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 (83,
  '0.017*"CONAGO_oficial GobMichoacan" + 0.007*"huetamo" + 0.006*"bcs" + 0.005*"udlap" + 0.005*"portimorelia" + 0.004*"trabaj" + 0.004*"zacatecanos" + 0.003*"estudiar" + 0.003*"Alcalde AlfonsoMtz_Mx" + 0.003*"AlfonsoMtz_Mx GobMichoacan Extiendo"'),
 (84,
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  '0.037*"arriolamikel_solicitamos" + 0.024*"queja_formal" + 0.024*"Atención Ciudadana" + 0.022*"solicitamos_favor" + 0.017*"versiones" + 0.017*"Tu_IMSS NO" + 0.017*"quenoteengañen" + 0.016*"falsas" + 0.014*"privatiza" + 0.008*"Solicitamos por favor datos de contacto"'),
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  '0.025*"mexicanos" + 0.018*"mujeres" + 0.014*"cambio" + 0.012*"pase" + 0.012*"violencia" + 0.012*"productos" + 0.012*"pri" + 0.012*"voz" + 0.010*"scjn" + 0.010*"género"'),
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  '0.028*"tengan" + 0.028*"a" + 0.027*"sucede" + 0.026*"yucatán" + 0.026*"precauciones" + 0.022*"saludos" + 0.022*"Contraloría de municipio_leon" + 0.019*"vas" + 0.016*"lic" + 0.015*"disfruten"'),
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  '0.009*"viii" + 0.004*"evidencias" + 0.004*"restaurante" + 0.004*"alyc" + 0.004*"fph" + 0.003*"carreras" + 0.003*"claramente" + 0.003*"Alimentación Su…" + 0.003*"Impulsan SAGARPA" + 0.003*"desarrollado"'),
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 (91,
  '0.018*"delegacionbj" + 0.015*"tendederos" + 0.007*"julión" + 0.006*"NUEVO TLCAN" + 0.006*"falsedad" + 0.006*"lana" + 0.005*"Javier_Corral c_cardenas_s" + 0.004*"México SRE_mx" + 0.004*"autopromoción" + 0.004*"narco"'),
 (92,
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 (93,
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 (94,
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 (98,
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 (99,
  '0.062*"felicito" + 0.021*"excelentes" + 0.020*"fenaduoficial" + 0.019*"alumbrado" + 0.014*"felicidades" + 0.013*"motivo" + 0.013*"prócer" + 0.013*"nuevafotodeperfil" + 0.013*"motivo_cumpleaños" + 0.011*"demandan"')]

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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 'vidallerenas': [(14, 0.090794749197064137),
  (30, 0.047943811502208715),
  (38, 0.025886124891097578),
  (43, 0.055001578878818923),
  (50, 0.13870951359498906),
  (52, 0.039836263928739152),
  (59, 0.023519958339085496),
  (60, 0.13773135140507176),
  (67, 0.093361735143221894),
  (68, 0.16390199768949523),
  (75, 0.068521817849104896),
  (79, 0.011875750421233849),
  (86, 0.052815852445990581),
  (95, 0.020813369555017201)],
 'wenceslaomtzs1': [(8, 0.12236269896782355),
  (14, 0.017801509670534715),
  (16, 0.019590480187816037),
  (50, 0.053876646246126467),
  (54, 0.27631258845193357),
  (57, 0.016708255103052589),
  (60, 0.022559672444338985),
  (67, 0.19891127943398174),
  (75, 0.050242352837897422),
  (77, 0.082098968217635723),
  (82, 0.016771332297592003),
  (86, 0.059649330219683112),
  (87, 0.0292676048714638)],
 'yarithtannos': [(4, 0.015316995346538314),
  (6, 0.046319361658847785),
  (14, 0.13252015781466772),
  (27, 0.034513773376727806),
  (30, 0.017885323671952925),
  (38, 0.023485006897301944),
  (42, 0.072454907817042905),
  (43, 0.10013194442984773),
  (51, 0.025936109534321617),
  (58, 0.02933256555504335),
  (59, 0.039587570128733221),
  (60, 0.062120439302877015),
  (64, 0.067520762748957075),
  (67, 0.021845155939438511),
  (73, 0.014169232908473947),
  (75, 0.049962621953105246),
  (77, 0.030409000727744554),
  (90, 0.18972734736216076)],
 'yoladelatorre': [(4, 0.034605320608294153),
  (6, 0.025285732410142269),
  (11, 0.14032906940102666),
  (14, 0.07031768679321207),
  (16, 0.021145353450942931),
  (30, 0.028459262039700482),
  (42, 0.019662605245089313),
  (43, 0.049478625627317807),
  (50, 0.046782290676924604),
  (51, 0.032860822816228992),
  (60, 0.011385089696142216),
  (64, 0.013494503225193844),
  (73, 0.27384184753210017),
  (75, 0.025656931455865648),
  (82, 0.023416523628144975),
  (86, 0.073398597362953899),
  (87, 0.030310368640752303),
  (99, 0.050143553603428155)],
 'yulmarocha': [(4, 0.022999637929492094),
  (14, 0.20970461407671895),
  (16, 0.046697616623582426),
  (30, 0.018108191254007189),
  (43, 0.010270970820693844),
  (44, 0.18195176576460415),
  (50, 0.029695788434400877),
  (51, 0.061034059743017462),
  (52, 0.033016875454255017),
  (57, 0.011233596801556575),
  (58, 0.010264521067880467),
  (59, 0.029445168374784465),
  (60, 0.038027157887631495),
  (67, 0.016352875076757142),
  (75, 0.085865268616513571),
  (77, 0.091818814351451325),
  (79, 0.013092425176643607),
  (86, 0.053578899138767393)],
 'zamoramorlet': [(14, 0.061976562538229016),
  (16, 0.046398766114177731),
  (21, 0.27280820939635086),
  (24, 0.013308696491874293),
  (30, 0.010524592830735457),
  (38, 0.058941192074615081),
  (51, 0.031730858909889248),
  (58, 0.021840687595794817),
  (59, 0.07290453929973309),
  (64, 0.015124719776984326),
  (73, 0.081635502231770532),
  (75, 0.053549905492368037),
  (77, 0.018887092750991704),
  (79, 0.018572909406263528),
  (82, 0.02902502729634408),
  (84, 0.014348905264502568),
  (86, 0.015018868632967707),
  (87, 0.012885132503397293),
  (95, 0.024815897668154323),
  (99, 0.073339884556439416)],
 'zoerobledo': [(4, 0.081983468774494694),
  (8, 0.017808150206068286),
  (14, 0.084721138054495104),
  (27, 0.023272013864604292),
  (30, 0.029348876320187272),
  (38, 0.011572322797148531),
  (43, 0.047601972528905981),
  (44, 0.025285285842728003),
  (50, 0.090154063966869244),
  (55, 0.28584693476516421),
  (57, 0.029015606468866185),
  (58, 0.039330078498353196),
  (59, 0.020585422014455988),
  (60, 0.031389660589765597),
  (64, 0.042137197896266305),
  (67, 0.052075325243952711),
  (75, 0.02147644572413189),
  (79, 0.014164996877562249),
  (82, 0.017984982357541871),
  (92, 0.013334530250803993)]}

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 1.72 s, sys: 72 ms, total: 1.79 s
Wall time: 1.7 s

In [6]:

    

from bokeh.io import output_file
output_file('grafica.html')


    

In [7]:

    

from bokeh.models import HoverTool
from bokeh.plotting import figure, show, ColumnDataSource

x = tsne.embedding_[:, 0]
y = tsne.embedding_[:, 1]
author_names = [model.id2author[a] for a in authors]

scale = 0.01
author_sizes = [len(model.author2doc[a]) for a in author_names]
radii = [size * scale for size in author_sizes]

source = ColumnDataSource(
        data=dict(
            x=x,
            y=y,
            author_names=author_names,
            author_sizes=author_sizes,
            radii=radii,
        )
    )

hover = HoverTool(
        tooltips=[
        ("author", "@author_names"),
        ("size", "@author_sizes"),
        ]
    )

p = figure(tools=[hover, 'crosshair,pan,wheel_zoom,box_zoom,reset,save,lasso_select'])
p.scatter('x', 'y', radius='radii', source=source, fill_alpha=0.6, line_color=None)
show(p)


    

In [8]:

    

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 [11]:

    

get_table('EPN',top_n=136)


    

    
Out[11]:







  

    

      

      
Author
      
Score
      
Size
    
  
  

    

      
58
      
EPN
      
1.000000
      
16
    
    

      
247
      
VictorSilvaMich
      
0.661811
      
40
    
    

      
110
      
JoseAMeadeK
      
0.658799
      
67
    
    

      
167
      
NallelyGtzR
      
0.655272
      
21
    
    

      
259
      
alfredodelmazo
      
0.648670
      
9
    
    

      
37
      
CarlosPuenteZAC
      
0.646813
      
49
    
    

      
306
      
ildefonsogv
      
0.646709
      
6
    
    

      
344
      
ralbores
      
0.644565
      
31
    
    

      
354
      
susanacorellap
      
0.642351
      
69
    
    

      
363
      
yulmarocha
      
0.638911
      
86
    
    

      
183
      
Pepe_Yunes
      
0.637742
      
39
    
    

      
20
      
AristotelesSD
      
0.636737
      
52
    
    

      
94
      
JCRomeroHicks
      
0.635179
      
35
    
    

      
328
      
nancysanchez_bc
      
0.631972
      
31
    
    

      
55
      
DivaGastelum
      
0.629459
      
88
    
    

      
36
      
CarlosJoaquin
      
0.629324
      
61
    
    

      
179
      
Pablo_Basanez
      
0.627900
      
32
    
    

      
104
      
JesusCasillas06
      
0.626978
      
55
    
    

      
262
      
alitomorenoc
      
0.626329
      
253
    
    

      
186
      
PresidenciaMX
      
0.625905
      
124
    
    

      
21
      
ArletMolgoraG
      
0.624905
      
12
    
    

      
260
      
alfredvalles
      
0.624819
      
38
    
    

      
43
      
ChachisBoone1
      
0.623963
      
49
    
    

      
62
      
EstefanChidiac
      
0.622405
      
59
    
    

      
356
      
valeria_guzman_
      
0.622295
      
33
    
    

      
158
      
MatiasNazario
      
0.618073
      
26
    
    

      
98
      
JMCarrerasGob
      
0.616729
      
28
    
    

      
238
      
SoyBlancaAlcala
      
0.616226
      
119
    
    

      
23
      
Azuletcheverry
      
0.612280
      
48
    
    

      
278
      
cmendozadavis
      
0.611296
      
18
    
    

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

      
133
      
LucelyAlpizarC
      
0.588361
      
9
    
    

      
323
      
mcpinete
      
0.588039
      
33
    
    

      
274
      
caroviggiano
      
0.587575
      
80
    
    

      
143
      
ManceraMiguelMX
      
0.587377
      
52
    
    

      
330
      
navaslp
      
0.587367
      
7
    
    

      
154
      
MarquezAJorge
      
0.587191
      
35
    
    

      
136
      
LuisEMirandaN
      
0.587018
      
35
    
    

      
294
      
florrent
      
0.586559
      
56
    
    

      
99
      
JTrianaT
      
0.586240
      
82
    
    

      
59
      
Emilio_Gamboa_
      
0.586126
      
62
    
    

      
108
      
JorgeCarvalloD
      
0.585596
      
3
    
    

      
224
      
SRE_mx
      
0.585257
      
46
    
    

      
95
      
JLToledoM
      
0.584086
      
54
    
    

      
284
      
delfinagomeza
      
0.583722
      
17
    
    

      
169
      
NellyMarquez
      
0.583666
      
25
    
    

      
219
      
SEP_mx
      
0.583196
      
32
    
    

      
34
      
CandeOchoaA
      
0.582684
      
62
    
    

      
292
      
fgcabezadevaca
      
0.582674
      
34
    
    

      
338
      
pancho_burquez_
      
0.582582
      
69
    
    

      
362
      
yoladelatorre
      
0.582387
      
102
    
    

      
245
      
VictorGiorgana
      
0.582380
      
41
    
    

      
317
      
luisfelipevg
      
0.581853
      
17
    
    

      
265
      
anabelacostai
      
0.581663
      
151
    
    

      
148
      
MarcoGamaPANSLP
      
0.581594
      
15
    
    

      
353
      
storreblancae
      
0.581592
      
10
    
    

      
38
      
CarlosSarabiaC
      
0.581566
      
57
    
    

      
157
      
MartinOrozcoAgs
      
0.581292
      
15
    
    

      
86
      
HectorYunes
      
0.581059
      
7
    
    

      
147
      
MarcoBanos
      
0.580256
      
1
    
    

      
279
      
conagua_mx
      
0.579903
      
93
    
  

136 rows × 3 columns

In [ ]: