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 [2]:

    

model.show_topics(num_topics=100)


    

    
Out[2]:





[(0,
  '0.029*"tormentas" + 0.016*"qroo" + 0.011*"existía" + 0.009*"intensas" + 0.008*"torrenciales" + 0.008*"quintanaroo" + 0.008*"principal" + 0.006*"quintanarroenses" + 0.004*"pitahaya" + 0.004*"ingeniera"'),
 (1,
  '0.026*"invitarme" + 0.025*"mexico" + 0.023*"a" + 0.020*"foro" + 0.019*"comida" + 0.017*"regístrate" + 0.016*"y" + 0.012*"pte" + 0.010*"whatsapp" + 0.010*"espacio"'),
 (2,
  '0.006*"elcampoennuestrasmanos" + 0.005*"colimenses" + 0.005*"delgado" + 0.004*"extensionismo" + 0.004*"ecobici" + 0.004*"enacción" + 0.004*"agroalimentario" + 0.004*"orgullocolimense" + 0.004*"Mario Delgado" + 0.003*"congelarán"'),
 (3,
  '0.023*"estamoslistos" + 0.018*"atlixco" + 0.018*"credencialización" + 0.011*"tlalnepantla" + 0.005*"tepeolulco" + 0.005*"Prensa Nacional" + 0.005*"ixtacala" + 0.005*"Jorge Jiménez Cantú" + 0.003*"Mesa Temática Visión de Futuro" + 0.003*"debatimos"'),
 (4,
  '0.021*"elorgullodelnorte" + 0.017*"Nueva Alianza" + 0.015*"monclova" + 0.011*"próxi" + 0.010*"Coahuila #" + 0.010*"escueladeverano" + 0.008*"laideaturquesa" + 0.007*"Gobernador de #Coahuila" + 0.006*"arrancamos" + 0.006*"aliancistas"'),
 (5,
  '0.060*"a" + 0.049*"y" + 0.026*"tramo" + 0.016*"el" + 0.014*"motivo" + 0.012*"felicito" + 0.012*"gobernador" + 0.011*"mejores" + 0.011*"felicito_a" + 0.010*"semana"'),
 (6,
  '0.116*"cumpleaños" + 0.072*"felicidades" + 0.053*"abrazo" + 0.043*"feliz" + 0.034*"mejores" + 0.034*"deseos" + 0.033*"feliz_cumpleaños" + 0.032*"estimado" + 0.030*"mejores_deseos" + 0.026*"deseo"'),
 (7,
  '0.010*"yvamospormás" + 0.010*"querrán" + 0.007*"guanajuatenses" + 0.006*"darsalud" + 0.005*"bulevar" + 0.005*"fondos" + 0.004*"dardeporte" + 0.004*"inviable" + 0.004*"Don Jorge" + 0.004*"Miguel Valadez"'),
 (8,
  '0.071*"el" + 0.064*"a" + 0.034*"y" + 0.024*"programa" + 0.020*"envivo" + 0.013*"consulta" + 0.011*"plan" + 0.010*"toma" + 0.009*"chiapas" + 0.009*"desarrollo"'),
 (9,
  '0.007*"homicidios" + 0.004*"paisana" + 0.004*"ixtapandelasal" + 0.002*"divertí" + 0.002*"lavaquita" + 0.002*"V…" + 0.002*"díainternacionaldeloselefantes" + 0.002*"desarrollaron" + 0.002*"convivieron" + 0.002*"innov"'),
 (10,
  '0.017*"rdrsícumple" + 0.009*"Gobernadora @claudiapavlovic Jornada de Inicio CicloEscolar" + 0.009*"cicloescolar" + 0.007*"secret" + 0.007*"Secret…" + 0.006*"ctc" + 0.004*"masme" + 0.004*"Titular d @SECSonora Ernesto @ElPatoDeLucas" + 0.004*"ceremon" + 0.004*"Primer Secretario Orgullosamente Sonorense Luis Donaldo Colosio"'),
 (11,
  '0.034*"albertosilva" + 0.025*"desafuero" + 0.021*"seccióninstructora" + 0.014*"tarekabdala" + 0.009*"Fiscalía de Veracruz" + 0.009*"lamont" + 0.006*"acusaciones" + 0.006*"estrictamente" + 0.005*"enlosmedios" + 0.005*"Sección Instructora de la @Mx_Diputados"'),
 (12,
  '0.036*"tapachula" + 0.021*"ctm" + 0.014*"consecuencias" + 0.013*"carrizal" + 0.013*"Mesa Nacional de "Programa de Acción" + 0.013*"quetzaltenango" + 0.013*"miqueridoirapuato" + 0.013*"Gobernador @VelascoM_" + 0.012*"espectáculo" + 0.010*"guanajuatoesprimero"'),
 (13,
  '0.019*"orgulloguerrero" + 0.009*"bárbara" + 0.008*"artesano" + 0.007*"Santa Bárbara" + 0.006*"deseas" + 0.006*"cuautepec" + 0.006*"reconstruyendoguerrero" + 0.006*"copala" + 0.006*"guerrerenses" + 0.006*"másmaíz"'),
 (14,
  '0.098*"conoce" + 0.064*"cdmx" + 0.024*"slp" + 0.022*"atienda" + 0.022*"información" + 0.017*"forma" + 0.017*"invitamos" + 0.016*"presencia" + 0.014*"cultura" + 0.014*"cuernavaca"'),
 (15,
  '0.033*"a" + 0.032*"gente" + 0.030*"equipo" + 0.024*"sonora" + 0.022*"col" + 0.020*"trabajando" + 0.019*"ambulancia" + 0.016*"entregando" + 0.015*"regreso" + 0.015*"san"'),
 (16,
  '0.020*"acapulco" + 0.013*"tlahuac" + 0.012*"tendederos" + 0.008*"Romero Deschamps" + 0.008*"defenderá" + 0.008*"deschamps" + 0.008*"resuelve" + 0.008*"muros" + 0.008*"morenaenred" + 0.007*"alvaro"'),
 (17,
  '0.010*"gracías" + 0.008*"burgos" + 0.008*"tuciudadterequiere" + 0.006*"médicoentucasa" + 0.005*"nombramientos" + 0.004*"escrituras" + 0.004*"jornadaagraria" + 0.004*"vallehermoso" + 0.004*"premiodelajuventud" + 0.004*"El #MédicoEnTuCasa"'),
 (18,
  '0.007*"ecoviadeportiva" + 0.004*"derrama" + 0.004*"Parque Lineal" + 0.004*"endeudado" + 0.004*"nayar" + 0.004*"quedando" + 0.000*"eloración" + 0.000*"ibán" + 0.000*"Estaciones nocturnas" + 0.000*"pierre"'),
 (19,
  '0.011*"medicinas" + 0.009*"esparza" + 0.008*"problemáticas" + 0.008*"segundacomisión" + 0.007*"inflación" + 0.006*"mne" + 0.005*"nápoles" + 0.005*"aras" + 0.005*"prejuicios" + 0.005*"omisión"'),
 (20,
  '0.010*"inscribirse" + 0.009*"estreno" + 0.006*"lleven" + 0.006*"bendiga" + 0.005*"azcapotzalco" + 0.005*"dientes" + 0.005*"cecilia" + 0.005*"salinas" + 0.005*"prudencia" + 0.004*"arroyo"'),
 (21,
  '0.014*"leyseguridadvial" + 0.006*"examen" + 0.005*"hechosnopalabras" + 0.004*"transportepúblico" + 0.004*"canalaztlán" + 0.004*"licencias" + 0.004*"homologar" + 0.004*"sarabia" + 0.004*"interesado" + 0.004*"convirtiendo"'),
 (22,
  '0.054*"querétaro" + 0.053*"o" + 0.038*"niños" + 0.027*"edomex" + 0.027*"circulación" + 0.018*"a" + 0.014*"víctima" + 0.014*"y" + 0.013*"solicita" + 0.013*"alerta"'),
 (23,
  '0.013*"alégrate" + 0.010*"díainternacionaldelospueblosindigenas" + 0.009*"Delegado de SEDESOL" + 0.009*"HalaMadrid!" + 0.009*"halamadrid" + 0.009*"supercampeón" + 0.009*"fuerzarafa" + 0.008*"seremos" + 0.006*"exquisita" + 0.006*"destitución"'),
 (24,
  '0.024*"avisosparroquiales" + 0.018*"AvisosParroquiales Hoy" + 0.016*"Facebook Live" + 0.016*"avisosparroquiales_cumpleaños" + 0.012*"entrar" + 0.008*"toledo" + 0.008*"apreciable" + 0.007*"apuntesculturales" + 0.005*"schiff" + 0.004*"contemporáneos"'),
 (25,
  '0.013*"emayas" + 0.007*"mayas" + 0.006*"miradas" + 0.006*"cruzadas" + 0.006*"termina" + 0.006*"paraagenda" + 0.005*"metrobus" + 0.005*"filtración" + 0.005*"cuentos" + 0.005*"independientesmx"'),
 (26,
  '0.067*"silvanoaureolesnocumplesupalabra" + 0.050*"hgo" + 0.033*"comerciantes_cd" + 0.027*"desalojó" + 0.023*"cd_hgo" + 0.018*"michoacán" + 0.014*"desalojo" + 0.013*"Cd Hgo" + 0.013*"desalojan" + 0.013*"tijuana"'),
 (27,
  '0.008*"Mesa Visión de Futuro" + 0.007*"vamosjuntos" + 0.007*"Dios te conceda muchos" + 0.005*"ingredientes" + 0.004*"variedad" + 0.004*"altos" + 0.004*"XXII Asamblea PRI @Emilio_Gamboa" + 0.004*"sensibles" + 0.004*"necesi" + 0.004*"Taller #"'),
 (28,
  '0.051*"morena" + 0.042*"a" + 0.032*"ciudad" + 0.025*"méxico" + 0.023*"ciudad_méxico" + 0.022*"aut" + 0.018*"proyecto" + 0.018*"Ciudad de México" + 0.015*"cuauhtémoc" + 0.015*"juárez"'),
 (29,
  '0.011*"planificación" + 0.004*"xxasambleapri" + 0.004*"imposiciones" + 0.004*"embarazos" + 0.004*"propositiva" + 0.004*"Mesas Temáticas" + 0.004*"Mesa de Rendición de Cuentas y Ética" + 0.003*"mosquitos" + 0.003*"coordy" + 0.003*"pretexto"'),
 (30,
  '0.043*"oaxaca" + 0.033*"y" + 0.029*"pri" + 0.027*"gusto" + 0.024*"el" + 0.023*"a" + 0.021*"reunión" + 0.020*"asamblea" + 0.018*"unidad" + 0.017*"comisión"'),
 (31,
  '0.029*"logrosgppan" + 0.011*"ccteopanzolco" + 0.008*"autoriza" + 0.007*"reinserción" + 0.007*"revertir" + 0.007*"Supervisión de" + 0.007*"Distribuidor Vial de Tuan" + 0.006*"la Ley General de Salud" + 0.005*"cuautla" + 0.005*"achiapan"'),
 (32,
  '0.016*"específicamente" + 0.008*"ombligo" + 0.007*"socialismo" + 0.005*"rene" + 0.005*"tribuna" + 0.005*"alianzas" + 0.004*"anticorrupcion" + 0.004*"legisla" + 0.004*"excesivo" + 0.004*"Fuerza @leopoldolopez !"'),
 (33,
  '0.017*"cdm" + 0.015*"articuladores" + 0.012*"vamospormás" + 0.009*"EstamosContigo En" + 0.009*"nogales" + 0.008*"suprema" + 0.007*"convir" + 0.007*"tercos" + 0.007*"Fan Page" + 0.007*"Día Nacional de Enfermedades Raras"'),
 (34,
  '0.060*"atención" + 0.060*"favor" + 0.058*"a" + 0.031*"y" + 0.025*"datos" + 0.021*"mensaje" + 0.021*"gracias" + 0.020*"contacto" + 0.019*"directo" + 0.017*"mensaje_directo"'),
 (35,
  '0.132*"gracias" + 0.065*"abrazo" + 0.047*"saludos" + 0.029*"y" + 0.024*"mando" + 0.023*"querida" + 0.015*"querido" + 0.015*"mando_abrazo" + 0.014*"fuerte" + 0.011*"amigo"'),
 (36,
  '0.010*"méxicodeverdad" + 0.006*"robocup" + 0.004*"MujeresHablemosDeMéxico de" + 0.004*"ballenas" + 0.004*"suicidan" + 0.004*"varados" + 0.004*"comprom" + 0.004*"roben" + 0.004*"capacitarse" + 0.004*"jaguara"'),
 (37,
  '0.019*"hoyhayqueleer" + 0.019*"FB Live" + 0.011*"hacía" + 0.009*"convocarnos" + 0.009*"¡Tuxtla" + 0.009*"edificios" + 0.009*"fabre" + 0.009*"Carlos Fabre" + 0.009*"disner" + 0.009*"Pablo Pedro López de Huitiupán"'),
 (38,
  '0.027*"tuan" + 0.022*"nvo" + 0.018*"apaseo" + 0.015*"laredo" + 0.014*"poza" + 0.008*"carrusel" + 0.008*"cardel" + 0.007*"guevara" + 0.007*"Apaseo El Alto" + 0.006*"Poza Rica"'),
 (39,
  '0.026*"tam" + 0.017*"sfp" + 0.010*"compe" + 0.008*"vecin" + 0.008*"naval" + 0.008*"tamaulipeco" + 0.007*"preside" + 0.007*"informando" + 0.006*"niñezsinviolencia" + 0.006*"Alianza por"'),
 (40,
  '0.048*"y" + 0.045*"abrazo" + 0.040*"fuerte" + 0.039*"agradezco" + 0.035*"amigo" + 0.029*"palabras" + 0.024*"mando" + 0.023*"amiga" + 0.023*"gracias" + 0.022*"saludo"'),
 (41,
  '0.028*"paraserviraméxico" + 0.009*"henm" + 0.009*"enbreve" + 0.007*"juventudnaval" + 0.007*"#EnBreve" + 0.005*"atletanaval" + 0.005*"¡Infórmate!" + 0.005*"AtletaNaval Guadalupe González" + 0.005*"ingresan" + 0.005*"Primera Regata Internacional #"'),
 (42,
  '0.033*"undíacomohoy" + 0.028*"pase" + 0.021*"aguascalientes" + 0.020*"disposición" + 0.014*"méxico" + 0.013*"asunción" + 0.012*"época" + 0.011*"migración" + 0.011*"oportunidades" + 0.010*"tierra"'),
 (43,
  '0.026*"miguelhidalgo" + 0.022*"diputadoadomicilio" + 0.020*"yosiregreso" + 0.017*"MiguelHidalgo #" + 0.014*"DiputadoADomicilio #YoSiRegreso" + 0.009*"violando" + 0.009*"corresponden" + 0.009*"San Miguel Chapultepec" + 0.008*"Tramos de responsabilidad" + 0.008*"pregunté"'),
 (44,
  '0.009*"esdemañana" + 0.009*"cuajimalpa" + 0.006*"enp" + 0.004*"stcmetro" + 0.004*"esia" + 0.004*"PGR -" + 0.004*"laciudadquesoñamos" + 0.004*"remitió" + 0.002*"notepierdas" + 0.002*"videocolumna"'),
 (45,
  '0.068*"y" + 0.054*"méxico" + 0.049*"el" + 0.026*"jóvenes" + 0.023*"a" + 0.021*"país" + 0.019*"mujeres" + 0.017*"tlcan" + 0.015*"derechos" + 0.013*"precaución"'),
 (46,
  '0.042*"a" + 0.041*"xxiiasambleapri" + 0.040*"y" + 0.031*"partido" + 0.030*"mesa" + 0.028*"rumbo" + 0.025*"rumbo_a" + 0.023*"tuvozprimero" + 0.016*"propuestas" + 0.012*"xxiiasambleanacionalpri"'),
 (47,
  '0.051*"y" + 0.050*"a" + 0.021*"d" + 0.017*"el" + 0.013*"luis" + 0.013*"q" + 0.012*"violencia" + 0.011*"sistema" + 0.010*"pgr" + 0.009*"justicia"'),
 (48,
  '0.038*"nna" + 0.019*"pvem" + 0.018*"militar" + 0.014*"aéreo" + 0.014*"Espectáculo Aéreo" + 0.012*"celebra" + 0.012*"semanamundialdelalactanciamaterna" + 0.012*"permanece" + 0.011*"favoritos" + 0.008*"administrar"'),
 (49,
  '0.014*"cumplea" + 0.009*"informador" + 0.007*"estasemana" + 0.007*"rendón" + 0.007*"zapatito" + 0.007*"Gloria Rendón" + 0.005*"eva" + 0.005*"Eva Cadena" + 0.005*"emitirá" + 0.005*"fepade"'),
 (50,
  '0.103*"a" + 0.040*"canalizamos" + 0.029*"envíamos" + 0.029*"Estado de la República" + 0.026*"solicitamos" + 0.026*"indíquenos" + 0.021*"atención_cdmx" + 0.018*"ubique" + 0.016*"escribe_Estado de la República" + 0.015*"favor_indíquenos"'),
 (51,
  '0.021*"alaire" + 0.019*"primerasplanas" + 0.015*"segundaemisión" + 0.015*"asignaron" + 0.015*"Plan Nacional de Organización" + 0.015*"Javier Figueroa" + 0.011*"bo" + 0.010*"resolver" + 0.009*"potencia" + 0.008*"platico"'),
 (52,
  '0.008*"dlls" + 0.007*"hermosillo" + 0.007*"petróleo" + 0.005*"gratis" + 0.005*"probablemente" + 0.005*"petición" + 0.004*"carmona" + 0.004*"privatizar" + 0.004*"querían" + 0.004*"tbt"'),
 (53,
  '0.072*"a" + 0.071*"y" + 0.039*"el" + 0.017*"km" + 0.007*"e" + 0.007*"seguridad" + 0.007*"san" + 0.007*"desarrollo" + 0.006*"franklin" + 0.006*"dir"'),
 (54,
  '0.081*"mebt" + 0.013*"colón" + 0.013*"eedición" + 0.013*"Cristóbal Colón" + 0.013*"zarpa" + 0.007*"datodeldía" + 0.006*"bienaventuranzas" + 0.004*"ligera" + 0.004*"HoyEnElSenado #" + 0.004*"apapachada"'),
 (55,
  '0.011*"antonio" + 0.007*"cuquío" + 0.007*"notas" + 0.007*"arenal" + 0.007*"iniciativacongelada" + 0.006*"cantú" + 0.006*"mata" + 0.005*"perturba" + 0.005*"padrés" + 0.005*"cruces"'),
 (56,
  '0.009*"leopoldo" + 0.008*"declara" + 0.008*"Pleno de la @SCJN" + 0.007*"sistemadejusticiapenal" + 0.007*"ciencias" + 0.006*"amalia" + 0.005*"bartolomé" + 0.005*"sdjp" + 0.005*"reparación" + 0.004*"Leopoldo López"'),
 (57,
  '0.038*"shcptambiénes" + 0.010*"ejércitoyfam" + 0.009*"apf" + 0.007*"buenasnoches" + 0.006*"martesdebodas" + 0.006*"fotodeldía" + 0.006*"educaciónfinanciera" + 0.005*"@SFP_mx #" + 0.004*"sedenaeuebla" + 0.004*"sidec"'),
 (58,
  '0.013*"narvarte" + 0.013*"gobiernoespía" + 0.012*"plaguicidas" + 0.006*"cárcelacorruptos" + 0.006*"Tres Visiones" + 0.006*"sinabejasnohayvida" + 0.006*"ayotzinapa" + 0.005*"eresidentes" + 0.005*"prian" + 0.005*"rmv"'),
 (59,
  '0.018*"ecoprocesos" + 0.007*"nayaritas" + 0.007*"yesca" + 0.006*"catastrófico" + 0.006*"@UES_MX #" + 0.006*"@MaloroAcosta Años de @SEDESOL_mx Primer Secretario Orgullosamente Sonorense Luis Donaldo Colosio" + 0.005*"señala" + 0.005*"fueracriminalesycorruptos" + 0.005*"apunta" + 0.005*"sectorhacendario"'),
 (60,
  '0.006*"ríogrijalva" + 0.005*"ntros" + 0.005*"felizsabado" + 0.005*"apoyemos" + 0.004*"sucediendo" + 0.004*"@SHCP_mx…" + 0.004*"juchimanes" + 0.004*"activado" + 0.004*"tabasqueños" + 0.003*"obrasanitaria"'),
 (61,
  '0.034*"sedatu" + 0.016*"restakilossumavida" + 0.015*"manualdecallesmx" + 0.010*"froylán" + 0.008*"ilustrar" + 0.007*"chiapanecos" + 0.006*"pinturaenfachadas" + 0.006*"construyeentutierra" + 0.005*"manatí" + 0.004*"entregaremos"'),
 (62,
  '0.019*"sipinna" + 0.012*"cns" + 0.011*"conase" + 0.007*"renato" + 0.006*"misderechos" + 0.006*"prospera" + 0.006*"estimula" + 0.005*"viables" + 0.005*"exígelos" + 0.005*"centrosdejusticia"'),
 (63,
  '0.016*"michoacánconrafa" + 0.006*"Andrés Manuel @lopezobrador_" + 0.004*"amigolibo" + 0.004*"vifac" + 0.004*"donomisueldo" + 0.004*"sancio" + 0.004*"criminaliza" + 0.004*"conjuntar" + 0.003*"vetos" + 0.003*"michelle"'),
 (64,
  '0.012*"catarina" + 0.012*"artístico" + 0.009*"recuperemosalpri" + 0.008*"caballo" + 0.005*"juzgar" + 0.005*"encanto" + 0.005*"Caballo Quarto de Milla" + 0.005*"milla" + 0.005*"quarto" + 0.005*"Festival Internacional de"'),
 (65,
  '0.039*"nacional" + 0.037*"el" + 0.032*"internacional" + 0.029*"trabajos" + 0.022*"a" + 0.021*"vacaciones" + 0.019*"presidente" + 0.018*"coahuila" + 0.018*"agosto" + 0.017*"trabajos_mesa"'),
 (66,
  '0.040*"a" + 0.031*"y" + 0.019*"el" + 0.019*"michoacán" + 0.018*"salud" + 0.017*"puedes" + 0.015*"información" + 0.014*"vecinos" + 0.012*"mexicana" + 0.011*"personas"'),
 (67,
  '0.014*"dictadura" + 0.008*"fauna" + 0.006*"ecoparque" + 0.006*"aluxes" + 0.006*"peje" + 0.005*"izquierdas" + 0.005*"espec" + 0.004*"líos" + 0.004*"yucateca" + 0.004*"mantienen"'),
 (68,
  '0.069*"y" + 0.066*"a" + 0.019*"mesdelajuventud" + 0.015*"el" + 0.013*"servicios" + 0.012*"e" + 0.010*"ciudadana" + 0.010*"sociedad" + 0.010*"estrategia" + 0.009*"jóvenes"'),
 (69,
  '0.031*"frenteampliomx" + 0.014*"tood" + 0.008*"sanpedro" + 0.007*"agotado" + 0.007*"Moisés Ocampo" + 0.007*"magistraturaenelmundo" + 0.007*"Martha Tood" + 0.006*"mentiras" + 0.006*"erick" + 0.006*"sígueme"'),
 (70,
  '0.014*"Tormenta Tropical Franklin" + 0.014*"Comité Estatal de Emergencias" + 0.013*"nery" + 0.011*"quecadaminutocuente" + 0.011*"gallos" + 0.009*"sainz" + 0.008*"Pedro Manterola Sainz" + 0.007*"Las Higueras" + 0.007*"recep" + 0.007*"Comité de Emergencias"'),
 (71,
  '0.050*"a" + 0.040*"y" + 0.030*"méxico" + 0.019*"el" + 0.018*"cambio" + 0.014*"frente" + 0.011*"país" + 0.011*"venezuela" + 0.010*"política" + 0.010*"edomex"'),
 (72,
  '0.038*"sigo" + 0.031*"sigo_saludos" + 0.021*"acciónnacional" + 0.014*"@municipio_leon…" + 0.014*"salvatierra" + 0.014*"sit" + 0.011*"izamal" + 0.010*"bcs" + 0.009*"distinga" + 0.008*"cabos"'),
 (73,
  '0.075*"ctra" + 0.026*"vialidadlibre" + 0.022*"accidentevial" + 0.022*"accidentevial_km" + 0.021*"vialidadlibre_km" + 0.020*"tramo_dir" + 0.020*"km_ctra" + 0.016*"maneje" + 0.015*"maneje_precaución" + 0.015*"indicación"'),
 (74,
  '0.016*"blogsct" + 0.014*"comunicadosct" + 0.013*"puntosméxicoconectado" + 0.013*"trenligeroguadalajara" + 0.009*"meat" + 0.007*"negra" + 0.006*"puertoensenada" + 0.006*"realidadvirtual" + 0.006*"Verano2017 |" + 0.006*"obstruida"'),
 (75,
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  '0.099*"comerciantes" + 0.019*"disfrute" + 0.011*"rosales" + 0.011*"López Obrador" + 0.011*"obrador" + 0.010*"refundación" + 0.010*"ULTIMAHORA Llaman" + 0.010*"Frente Progresista" + 0.010*"det" + 0.010*"ultimahora"'),
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  '0.021*"martíesmigallo" + 0.010*"MORENA EN" + 0.010*"EnVivo Propuestas" + 0.007*"sct" + 0.005*"apela" + 0.005*"COMO COORDINADORA" + 0.005*"DELFINA ES" + 0.005*"bardas" + 0.005*"rvoe" + 0.005*"graciasrius"'),
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  '0.059*"mil" + 0.051*"mesdelajuventud" + 0.049*"participa" + 0.044*"sabíasque" + 0.027*"empresas" + 0.020*"mexicanas" + 0.018*"ied" + 0.014*"extranjero" + 0.014*"mazatlán" + 0.013*"méxico"'),
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  '0.021*"Oaxaca!" + 0.020*"zacatepec" + 0.015*"mixtepec" + 0.015*"corucodíaz" + 0.014*"@MARIN_WILLIANS Gracias Willians" + 0.014*"San Pedro Mixtepec" + 0.009*"eligió" + 0.009*"transportistas" + 0.008*"seg" + 0.007*"Tu esposa"'),
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  '0.013*"advertencias" + 0.013*"Instituto Nacional de Neurología y Neurocirugía" + 0.006*"Dip @jc_ramirezmarin" + 0.004*"Luis Alberto Villarreal" + 0.004*"igualitar" + 0.003*"felizdiadelajuventud" + 0.003*"iniciaba" + 0.003*"mirecomendacion" + 0.003*"jejejeje" + 0.003*"RegresoAClases ¿Como"'),
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  '0.020*"lyme" + 0.016*"conocen" + 0.011*"lhl" + 0.008*"balance" + 0.008*"sabíasqué" + 0.008*"pretexto" + 0.008*"caracterizan" + 0.007*"Tianguis Rancho Grande" + 0.007*"mpial" + 0.007*"raspado"'),
 (92,
  '0.013*"Empleo Temporal" + 0.007*"disposiciones" + 0.006*"abogados" + 0.006*"castellanos" + 0.005*"Comisión Nacional de Dictamen" + 0.005*"calificar" + 0.004*"tope" + 0.004*"rebase" + 0.004*"gastos" + 0.004*"Mesa Nacional Temática de Estatutos"'),
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 (98,
  '0.015*"subastaeléctrica" + 0.015*"trabajandocumplimos" + 0.012*"reformaenergética" + 0.010*"mediano" + 0.010*"subastaseléctricas" + 0.009*"torre" + 0.009*"sener" + 0.009*"privada" + 0.009*"limpias" + 0.009*"ministerio"'),
 (99,
  '0.013*"hospitalgeneral" + 0.010*"comicios" + 0.010*"sergio" + 0.009*"colín" + 0.009*"la Ley General de" + 0.007*"belisario" + 0.007*"domínguez" + 0.006*"tiradero" + 0.006*"entregar" + 0.006*"bovinos"')]

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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  (85, 0.037990018525525263),
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 'partidoverdemex': [(5, 0.019697510347089543),
  (6, 0.019431476059926678),
  (8, 0.021248569724955636),
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  (97, 0.093888979889457866)],
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  (97, 0.098279593161785125)],
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 'veroagundis': [(1, 0.023445728547019398),
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 'vidallerenas': [(5, 0.012203379508713837),
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 'wenceslaomtzs1': [(5, 0.10927752608108704),
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 'yoladelatorre': [(1, 0.11699471973593083),
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 'yulmarocha': [(5, 0.046953961150652763),
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 'zamoramorlet': [(1, 0.013654517878253076),
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 'zoerobledo': [(1, 0.024499360916958004),
  (5, 0.058829402949692404),
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  (14, 0.013489618990138213),
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  (71, 0.072673368140210831),
  (82, 0.046721420382857447),
  (97, 0.15722055564713819)]}

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_


    

    




Wall time: 2.05 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
    
    

      
306
      
ildefonsogv
      
0.733251
      
8
    
    

      
110
      
JoseAMeadeK
      
0.730281
      
79
    
    

      
363
      
yulmarocha
      
0.710691
      
94
    
    

      
354
      
susanacorellap
      
0.702413
      
72
    
    

      
37
      
CarlosPuenteZAC
      
0.686700
      
54
    
    

      
104
      
JesusCasillas06
      
0.670347
      
61
    
    

      
23
      
Azuletcheverry
      
0.668421
      
52
    
    

      
55
      
DivaGastelum
      
0.665123
      
100
    
    

      
151
      
MariaGloriaHM
      
0.654396
      
77
    
    

      
43
      
ChachisBoone1
      
0.654361
      
50
    
    

      
182
      
Pemex
      
0.653433
      
41
    
    

      
233
      
SergioLopez_S
      
0.652200
      
54
    
    

      
194
      
RaulPozosMx
      
0.650931
      
66
    
    

      
186
      
PresidenciaMX
      
0.648449
      
134
    
    

      
109
      
JorgeLopez_M
      
0.648031
      
14
    
    

      
223
      
SHCP_mx
      
0.647785
      
134
    
    

      
356
      
valeria_guzman_
      
0.644929
      
32
    
    

      
187
      
QuirinoOC
      
0.644475
      
11
    
    

      
337
      
pablobedolla
      
0.643835
      
32
    
    

      
212
      
SEDATU_mx
      
0.641631
      
127
    
    

      
177
      
PRI_Nacional
      
0.641287
      
138
    
    

      
50
      
Cristina_Diaz_S
      
0.639870
      
110
    
    

      
59
      
Emilio_Gamboa_
      
0.639288
      
71
    
    

      
94
      
JCRomeroHicks
      
0.635541
      
40
    
    

      
225
      
SSalud_mx
      
0.635413
      
59
    
    

      
294
      
florrent
      
0.634573
      
60
    
    

      
271
      
aurelionuno
      
0.632803
      
36
    
    

      
273
      
carlosiriarte_
      
0.631986
      
66
    
    

      
247
      
VictorSilvaMich
      
0.631765
      
44
    
    

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

      
193
      
RaulDomgzRex
      
0.605301
      
30
    
    

      
31
      
CCQ_PRI
      
0.604626
      
42
    
    

      
246
      
VictorSanoro
      
0.604580
      
115
    
    

      
154
      
MarquezAJorge
      
0.603916
      
36
    
    

      
198
      
Ricardo_Taja
      
0.603659
      
32
    
    

      
88
      
HildaFloresE
      
0.603603
      
118
    
    

      
222
      
SFP_mx
      
0.603602
      
157
    
    

      
40
      
CarolinaMonroy_
      
0.603504
      
202
    
    

      
168
      
NaroAmador
      
0.603268
      
5
    
    

      
330
      
navaslp
      
0.602899
      
9
    
    

      
227
      
STaboadaMx
      
0.601844
      
14
    
    

      
357
      
veroagundis
      
0.601495
      
19
    
    

      
298
      
gina_trujillo
      
0.601119
      
30
    
    

      
176
      
PRDMexico
      
0.601027
      
218
    
    

      
361
      
yarithtannos
      
0.601026
      
177
    
    

      
148
      
MarcoGamaPANSLP
      
0.600945
      
17
    
    

      
27
      
BenjaminRoblesM
      
0.600206
      
57
    
    

      
169
      
NellyMarquez
      
0.599910
      
28
    
    

      
106
      
JloOrozco
      
0.599655
      
35
    
    

      
209
      
SCJN
      
0.599480
      
49
    
    

      
329
      
navarreteprida
      
0.599199
      
16
    
    

      
244
      
VeroDelgadilloG
      
0.599098
      
75
    
    

      
343
      
proibarra
      
0.598823
      
13
    
    

      
288
      
eloisatalavera
      
0.598301
      
42
    
    

      
113
      
JulietaFMarquez
      
0.598248
      
24
    
    

      
137
      
LupitaGlezSi
      
0.598143
      
11
    
    

      
331
      
nenaorantes
      
0.597947
      
15
    
    

      
107
      
JoaquinColdwell
      
0.597886
      
59
    
    

      
139
      
LuzMaBeristain
      
0.597570
      
56
    
    

      
245
      
VictorGiorgana
      
0.597542
      
45
    
  

136 rows × 3 columns

In [ ]: