lda.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%from nltk.corpus import stopwords\n"
    }
   },
   "outputs": [],
   "source": [
    "import spacy\n",
    "import os\n",
    "import csv\n",
    "import sys\n",
    "\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim  # don't skip this\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "nlp = spacy.load('es_core_news_sm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading Stopwords\n"
     ]
    }
   ],
   "source": [
    "#cluster victor\n",
    "def load_stopwords(string):\n",
    "    \"\"\"\n",
    "    Lee archivos .txt con stopwords. Deben estar separadas por salto de linea\n",
    "    :param string:\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    print(\"Reading Stopwords\")\n",
    "    # Si el archivo existe\n",
    "    with open(string, 'r', encoding=\"utf8\") as words:\n",
    "        sw = words.read().split('\\n')\n",
    "    return sw\n",
    "stop_words = load_stopwords('stopwords_es_test.txt')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "amigas y amigos: ésta es mi quinta intervención en esta cena de la energía partió la primera en mi último año de gobierno anterior y será mi última intervención en esta cena de energía como presidenta. en este período han sido algo más de tres años y sin embargo hemos recorrido un enorme camino. la primera vez que estuve aquí teníamos mucho por hacer había tareas urgentes había incertidumbre sobre qué ocurriría si no nos poníamos de inmediato a la acción. teníamos eso sí una hoja de ruta de largo plazo y teníamos la voluntad conjunta de echarla a andar cuanto antes. teníamos necesidad de construir confianza y eso es lo que hemos hecho. “nos medirán por nuestras acciones” dije entonces y estoy feliz de que así sea. porque es mucho lo que ha ocurrido desde esa primera cena –segunda en este caso primera en este gobierno– desde ese diagnóstico. y juntos hemos sido protagonistas de lo ocurrido. y hoy día aquí veo rostros conocidos; nos hemos encontrado en más de una ocasión en torno a alguno de los hitos de la agenda de energía que hoy tiene a chile como un referente regional como caso de éxito en la transición energética. lo que hoy es una evidencia alguna vez pareció desmedido poco realista o simplemente secundario. pero aquí en esta sala están los que creyeron y contribuyeron a que el sector se haya convertido en el más dinámico de nuestra economía. y más que una mera preocupación económica gremial o política de la industria veo en esto una enorme convergencia de voluntades de compromiso de visión sobre lo que podemos o no podemos hacer en nuestro país sobre lo que es bueno para chile y para el mundo. y es eso lo que me da la tranquilidad de que esta marcha no va a detenerse. ya sea en la caída de los precios en competencia en diversidad de tecnologías en sustentabilidad en transmisión en institucionalidad en beneficios ciudadanos; entre todos hemos empujado el carro que permitió marcar un antes y un después. de hecho no estamos lejos de la verdad si decimos que con la energía pasamos de tener un pesado carro a cuestas a disponer de un poderoso motor que nos lleva a ser parte de las grandes tendencias mundiales. y a ustedes no tengo que decírselos porque han sido los protagonistas o han estado en primera línea. pero recordemos brevemente lo que autoriza a hablar de transformación y no de simples ajustes: tanto en magnitud como en términos de permanencia en el tiempo. el sector energético se transformó en líder en inversiones con cerca de 16 mil millones de dólares acumulados durante el periodo. mejor aún esta tendencia seguirá por los próximos años con inversiones estimadas de más de 11 mil 200 millones de dólares entre el 2017 y el 2021. se logró una expansión de energías renovables no convencionales que nos permitió pasar del 6% de la capacidad instalada a cerca del 17%. pasamos de tener mil mw instalados a tener 3.800 mw. y a fines de este gobierno vamos a llegar a cerca de los 5 mil mw. es decir un salto sin precedentes para instalar las energías del futuro en nuestro modelo de desarrollo. en infraestructura también hay avances considerables. a mayo de este año hay 39 centrales en construcción es decir más de 30% más que al momento de asumir. pero quiero relevar en especial lo que ha ocurrido en transmisión: no sólo tenemos 31 obras de transmisión que sumarán dos mil kilómetros de nuevas líneas. además a fines de año contaremos con un sistema eléctrico integrado gracias a la interconexión entre los sistemas central y del norte grande. ¡al fin! también hemos actualizado nuestra legislación desde la revisión de lo que estaba quedando obsoleto o generaba incentivos incorrectos hasta la elaboración de nuevas normas y regulaciones. por ejemplo las leyes para fortalecer el ministerio de energía con la creación de seremías en todas las regiones del país o la renovación de la franquicia tributaria para colectores solares térmicos. o la creación de un nuevo organismo coordinador independiente del sistema eléctrico nacional o la ampliación del giro de enap que se completará con su nuevo gobierno corporativo y su capitalización. quiero destacar por otra parte que pudimos aprobar iniciativas que sacan al tema energético de una discusión exclusivamente técnica y lo transforman en un impacto positivo directo para los hogares que es lo que ocurrió con el aumento de la eficiencia en el mercado de distribución de gas de red y el establecimiento de mayor protección para los consumidores. y es lo que ocurrió con la ley de equidad tarifaria que permitirá que ninguna comuna del país tenga una diferencia de más del 10% en sus cuentas eléctricas. por eso hay que subrayar que hablar de transformación no es sólo dimensionar cada uno de estos cambios. es también confirmar que aquí ha existido un cambio cultural se ha generado una manera novedosa con la ciudadanía de encarar un proceso que era altamente complejo. y en este sentido creo que es importante destacar tres aspectos. primero hubo una apuesta por la participación. esta transformación no nace de la cabeza de unos pocos iluminados: se implementó una agenda de energía dada a conocer en toda transparencia con metas y plazos y que se construyó gracias a cientos de reuniones y encuentros. y la premisa es simple: aunque tome más tiempo en un inicio la mejor inversión de tiempo y esfuerzos es aquella que se hace en dar espacios a la participación de los ciudadanos y los múltiples actores económicos sociales y académicos. la mejor prueba es que en poco más de tres años la lista de resultados es contundente. y ésta es una gran lección para las industrias en general pero especialmente sobre aquellas que intervienen directamente en los territorios al igual que los proyectos energéticos: todos ganamos si hay información clara si hay espacios de real intercambio si se suma al otro al proceso de toma de decisiones. no asumir cómo funciona nuestra sociedad en la actualidad es optar por quedar al margen. segundo se hizo otra apuesta ambiciosa: intervenir en más de un ámbito a la vez. es decir asumir que cualquier transformación requiere de una mirada integral y requiere de cambios en más de un nivel. por ejemplo para bajar los precios se decidió traer competencia al sistema; para ello se revisaron las bases de licitaciones que habían fracasado en el pasado y se crearon incentivos nuevos y claros para nuevos actores; asimismo se estimuló la inversión extranjera; y se amplió la red de transmisión para la inyección de nuevas energías y su llegada al resto del territorio. tercero –y en vínculo evidente con lo anterior– se logró poner el pie en el acelerador porque el estado asumió el rol que le corresponde. posibilitando una visión global favoreciendo los acuerdos resolviendo escollos legales y venciendo pesos institucionales. por supuesto que no todo fue perfecto: quedamos al debe en eficiencia energética las licitaciones futuras seguirán perfeccionándose debemos ser más exigentes en la vinculación de los proyectos con las comunidades. pero lo que no hubo fue conformismo hubo osadía de parte de las autoridades nacionales y regionales; de parte de los emprendedores e inversionistas; de parte de los expertos y líderes sociales. y eso hizo la diferencia. sin embargo –como aquí ya se ha dicho– tampoco puedo yo dejar pasar algo en lo que estamos al debe como país: es impostergable que preparemos mejor nuestros sistemas para enfrentar las emergencias climáticas y los desastres naturales. porque aquí se juega la seguridad en el abastecimiento de electricidad para las familias es decir un pilar central de la confianza ciudadana. porque no es posible que a cinco días de ocurridos los temporales hoy día a las 3 de la tarde cerca de 4 mil 500 hogares tengan su electricidad cortada. las compañías deben saber actuar a tiempo porque no podemos darnos el lujo de debilitar la confianza de los ciudadanos por privilegiar intereses de corto plazo. amigas y amigos: si bien hemos llegado a una situación expectante –aquí se ha dicho por quienes me han antecedido pero yo también quiero referirme brevemente a eso– vemos que hay un gran espacio para seguir adelante con solidez y una senda compartida. hay logros hay resultados hay cambios pero siguen quedando pendientes desafíos y al mismo tiempo aparecen desafíos adicionales asociados a los nuevos escenarios y oportunidades. ¿qué pasa en lo inmediato? tenemos tareas para el 2017 y 2018 como seguir profundizando la integración regional vía argentina y el norte grande. desde ya estamos trabajando en un protocolo que permitirá establecer normas de largo plazo para estos intercambios. también tendremos que evaluar alternativas de interconexión eléctrica con argentina y un estudio de canalización para las líneas de interconexión eléctrica a través del túnel de agua negra que va a conectar la provincia de san juan en argentina con la región de coquimbo en chile. otro desafío clave es poner en operación la interconexión entre el sistema interconectado central (sic) y del norte grande (sing). pero más importante que eso que sería entre corto y mediano plazo es lo que pase en el largo plazo que debemos empezar a abordar desde ya. gracias a la agenda energética 2050 elaborada también participativamente contamos con una guía con una definición de metas que va más allá de uno o dos periodos presidenciales. porque tenemos que empezar a pensar como país en las necesidades que va a enfrentar chile en las próximas décadas: en seguridad de servicio en emisiones en acceso a electricidad en bajos precios en eficiencia energética. tomemos el caso de una de las principales metas de la política energética 2050 llegar a un 70% de la energía proveniente de energías renovables. aquí la hidroelectricidad tiene un papel esencial y es una muestra de la innovación que se requerirá de todos los actores. el plan de sumar 100 centrales minihidro a la matriz energética sigue avanzando. estas centrales que son más amigables con el medioambiente y las comunidades nos permitirán desarrollar una parte del potencial hidroeléctrico de chile. desde marzo 2014 a la fecha 48 centrales minihidros se han puesto en operación y esperamos más que triplicar la capacidad instalada que recibimos en esta tecnología pasando de 250 mw a cerca de 700 mw. lo claro es que en base a la experiencia acumulada debemos generar las condiciones para una nueva relación entre recursos hídricos y la ciudadanía. otro gran campo de acción –y aquí se ha mencionado– dice relación con la electromovilidad que además presenta características únicas para chile y sus abundantes reservas de litio. y aprovecho de inmediato a invitarlos: el 3 de febrero tenemos la carrera de la fórmula e en la plaza italia así que están todos invitados a participar de ese gran evento. yo mencionaba entonces la electromovilidad como un gran campo de posibilidades. el sistema de transporte tanto público como privado es la próxima barrera que tenemos que saltar para extender los usos de la electricidad. un tercio de la energía consumida en el país se destina al transporte y representa el 20% de las emisiones de co2 de nuestro país. y ya claudio nos hablaba del ahorro que uno podía tener en co2 si usaba un auto eléctrico. si se espera que los vehículos eléctricos sean el estándar internacional hacia el 2030 debemos elaborar una estrategia nacional para el fomento de la electromovilidad. y es algo que se ha iniciado junto a actores del mundo privado pero será una tarea que tendrá que intensificarse a futuro. ¿cómo? con más articulación de iniciativas desde formación de capital humano a una entrada de chile al mercado de las baterías; con regulación e incentivos; con estandarización de redes de carga y de eficiencia energética vehicular. es decir con una mirada industrial osada. un tercer ámbito de reflexión y acción es seguir ciudadanizando la energía. hoy las personas están más conscientes de la importancia de la energía en todas sus formas y el impacto que tiene en sus vidas. y la generación distribuida es una tendencia mundial una ola que al igual que las energías renovables no convencionales está cambiando el perfil del sector energético a nivel mundial y lo va a hacer en chile en los próximos años. con la ley de generación distribuida ya aprobada estamos dando un primer paso. se definió un marco legal para la incorporación de la generación ciudadana al sistema. pero habrá un salto evidente entre las 1.300 conexiones ciudadanas de hoy y lo que ocurrirá cuando masivamente la gente produzca su propia energía para autoconsumo y venta. y ésa es la nueva revolución mundial chile ya está en ella y su presencia se irá incrementando. son sólo algunos ejemplos de las discusiones que nos van a ocupar como país. muchos otros desafíos irán surgiendo y tocará afrontarlos pero sé que podremos hacerlo desde una nueva certeza y desde una nueva posición. aquello que encarecidamente buscábamos hace poco tiempo atrás confianza y diálogo ha sido lo que ha posibilitado cada avance. hemos sido estado y privados aliados frente a los enormes desafíos energéticos que afrontaba nuestro país. y debemos seguir siéndolo. debemos seguir sumando visiones y ensanchando desde la mesa común desde el diálogo franco y transparente desde la escucha a las comunidades los caminos de nuestro desarrollo. juntos hemos levado el ancla y hemos comenzado a navegar aguas que un día –ya lejano– parecieron turbulentas. hemos tomado el timón de nuestro crecimiento hemos definido la forma en que queremos modelar nuestro progreso y hemos incorporado cada voz y cada perspectiva en esta visión de futuro. en esta visión de un chile más grande y luminoso para cada uno de sus habitantes.  muchas gracias.\n"
     ]
    }
   ],
   "source": [
    "#https://stackoverflow.com/questions/15063936/csv-error-field-larger-than-field-limit-131072\n",
    "data = []\n",
    "president='bachelet'\n",
    "with open('data/csv/union.csv') as csvfile:\n",
    "    maxInt = sys.maxsize\n",
    "    while True:\n",
    "        # decrease the maxInt value by factor 10\n",
    "        # as long as the OverflowError occurs.\n",
    "\n",
    "        try:\n",
    "            csv.field_size_limit(maxInt)\n",
    "            break\n",
    "        except OverflowError:\n",
    "            maxInt = int(maxInt / 10)\n",
    "    readCSV = csv.DictReader(csvfile)\n",
    "    for row in readCSV:\n",
    "        if row['president']== president:\n",
    "            content=str(row['content']).lower()\n",
    "            data.append(content)\n",
    "print(data[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "# Build the bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100) # higher threshold fewer phrases.\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['amigas_amigos', 'esta', 'es', 'mi', 'quinta', 'intervencion', 'en', 'esta', 'cena', 'de', 'la', 'energia', 'partio', 'la', 'primera', 'en', 'mi', 'ultimo', 'ano', 'de', 'gobierno', 'anterior', 'sera', 'mi', 'ultima', 'intervencion', 'en', 'esta', 'cena', 'de', 'energia', 'como', 'presidenta', 'en', 'este', 'periodo', 'han', 'sido', 'algo', 'mas', 'de', 'tres', 'anos', 'sin_embargo', 'hemos', 'recorrido', 'un', 'enorme', 'camino', 'la', 'primera', 'vez', 'que', 'estuve', 'aqui', 'teniamos', 'mucho', 'por', 'hacer', 'habia', 'tareas', 'urgentes', 'habia', 'incertidumbre', 'sobre', 'que', 'ocurriria', 'si', 'no', 'nos', 'poniamos', 'de', 'inmediato', 'la', 'accion', 'teniamos', 'eso', 'si', 'una', 'hoja', 'de', 'ruta', 'de', 'largo_plazo', 'teniamos', 'la', 'voluntad', 'conjunta', 'de', 'echarla', 'andar', 'cuanto', 'antes', 'teniamos', 'necesidad', 'de', 'construir', 'confianza', 'eso', 'es', 'lo', 'que', 'hemos', 'hecho', 'nos', 'mediran', 'por', 'nuestras', 'acciones', 'dije', 'entonces', 'estoy', 'feliz', 'de', 'que', 'asi', 'sea', 'porque', 'es', 'mucho', 'lo', 'que', 'ha', 'ocurrido', 'desde', 'esa', 'primera', 'cena', 'segunda', 'en', 'este', 'caso', 'primera', 'en', 'este', 'gobierno', 'desde', 'ese', 'diagnostico', 'juntos', 'hemos', 'sido', 'protagonistas', 'de', 'lo', 'ocurrido', 'hoy', 'dia', 'aqui', 'veo', 'rostros', 'conocidos', 'nos', 'hemos', 'encontrado', 'en', 'mas', 'de', 'una', 'ocasion', 'en', 'torno', 'alguno', 'de', 'los', 'hitos', 'de', 'la', 'agenda', 'de', 'energia', 'que', 'hoy', 'tiene', 'chile', 'como', 'un', 'referente', 'regional', 'como', 'caso', 'de', 'exito', 'en', 'la', 'transicion_energetica', 'lo', 'que', 'hoy', 'es', 'una', 'evidencia', 'alguna', 'vez', 'parecio', 'desmedido', 'poco', 'realista', 'simplemente', 'secundario', 'pero', 'aqui', 'en', 'esta', 'sala', 'estan', 'los', 'que', 'creyeron', 'contribuyeron', 'que', 'el', 'sector', 'se', 'haya', 'convertido', 'en', 'el', 'mas', 'dinamico', 'de', 'nuestra', 'economia', 'mas', 'que', 'una', 'mera', 'preocupacion', 'economica', 'gremial', 'politica', 'de', 'la', 'industria', 'veo', 'en', 'esto', 'una', 'enorme', 'convergencia', 'de', 'voluntades', 'de', 'compromiso', 'de', 'vision', 'sobre', 'lo', 'que', 'podemos', 'no', 'podemos', 'hacer', 'en', 'nuestro', 'pais', 'sobre', 'lo', 'que', 'es', 'bueno', 'para', 'chile', 'para', 'el', 'mundo', 'es', 'eso', 'lo', 'que', 'me', 'da', 'la', 'tranquilidad', 'de', 'que', 'esta', 'marcha', 'no', 'va', 'detenerse', 'ya', 'sea', 'en', 'la', 'caida', 'de', 'los', 'precios', 'en', 'competencia', 'en', 'diversidad', 'de', 'tecnologias', 'en', 'sustentabilidad', 'en', 'transmision', 'en', 'en', 'beneficios', 'ciudadanos', 'entre', 'todos', 'hemos', 'empujado', 'el', 'carro', 'que', 'permitio', 'marcar', 'un', 'antes', 'un', 'despues', 'de', 'hecho', 'no', 'estamos', 'lejos', 'de', 'la', 'verdad', 'si', 'decimos', 'que', 'con', 'la', 'energia', 'pasamos', 'de', 'tener', 'un', 'pesado', 'carro', 'cuestas', 'disponer', 'de', 'un', 'poderoso', 'motor', 'que', 'nos', 'lleva', 'ser', 'parte', 'de', 'las', 'grandes', 'tendencias', 'mundiales', 'ustedes', 'no', 'tengo', 'que', 'decirselos', 'porque', 'han', 'sido', 'los', 'protagonistas', 'han', 'estado', 'en', 'primera', 'linea', 'pero', 'recordemos', 'brevemente', 'lo', 'que', 'autoriza', 'hablar', 'de', 'transformacion', 'no', 'de', 'simples', 'ajustes', 'tanto', 'en', 'magnitud', 'como', 'en', 'terminos', 'de', 'permanencia', 'en', 'el', 'tiempo', 'el', 'sector_energetico', 'se', 'transformo', 'en', 'lider', 'en', 'inversiones', 'con', 'cerca', 'de', 'mil', 'millones', 'de', 'dolares', 'acumulados', 'durante', 'el', 'periodo', 'mejor', 'aun', 'esta', 'tendencia', 'seguira', 'por', 'los', 'proximos', 'anos', 'con', 'inversiones', 'estimadas', 'de', 'mas', 'de', 'mil', 'millones', 'de', 'dolares', 'entre', 'el', 'el', 'se', 'logro', 'una', 'expansion', 'de', 'energias_renovables', 'no', 'convencionales', 'que', 'nos', 'permitio', 'pasar', 'del', 'de', 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'nueva', 'certeza', 'desde', 'una', 'nueva', 'posicion', 'aquello', 'que', 'encarecidamente', 'buscabamos', 'hace', 'poco', 'tiempo', 'atras', 'confianza', 'dialogo', 'ha', 'sido', 'lo', 'que', 'ha', 'posibilitado', 'cada', 'avance', 'hemos', 'sido', 'estado', 'privados', 'aliados', 'frente', 'los', 'enormes', 'desafios', 'energeticos', 'que', 'afrontaba', 'nuestro', 'pais', 'debemos', 'seguir', 'siendolo', 'debemos', 'seguir', 'sumando', 'visiones', 'ensanchando', 'desde', 'la', 'mesa', 'comun', 'desde', 'el', 'dialogo_franco', 'transparente', 'desde', 'la', 'escucha', 'las', 'comunidades', 'los', 'caminos', 'de', 'nuestro', 'desarrollo', 'juntos', 'hemos', 'levado', 'el', 'ancla', 'hemos', 'comenzado', 'navegar', 'aguas', 'que', 'un', 'dia', 'ya', 'lejano', 'parecieron', 'turbulentas', 'hemos', 'tomado', 'el', 'timon', 'de', 'nuestro', 'crecimiento', 'hemos', 'definido', 'la', 'forma', 'en', 'que', 'queremos', 'modelar', 'nuestro', 'progreso', 'hemos', 'incorporado', 'cada', 'voz', 'cada', 'perspectiva', 'en', 'esta', 'vision', 'de', 'futuro', 'en', 'esta', 'vision', 'de', 'un', 'chile', 'mas', 'grande', 'luminoso', 'para', 'cada', 'uno', 'de', 'sus', 'habitantes', 'muchas', 'gracias']\n"
     ]
    }
   ],
   "source": [
    "# Faster way to get a sentence clubbed as a trigram/bigram\n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "# See trigram example\n",
    "print(trigram_mod[bigram_mod[data_words[0]]])\n",
    "# Define functions for stopwords, bigrams, trigrams and lemmatization\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "def lemmatization(texts, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV']):\n",
    "    \"\"\"https://spacy.io/api/annotation\"\"\"\n",
    "    texts_out = []\n",
    "    for sent in texts:\n",
    "        doc = nlp(\" \".join(sent))\n",
    "        texts_out.append([token.lemma_ for token in doc if token.pos_ in allowed_postags])\n",
    "    return texts_out\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_bigrams = make_bigrams(data_words_nostops)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['amigas_amigos', 'quinto', 'intervencion', 'cenar', 'energia', 'partio', 'intervencion', 'cenar', 'energia', 'presidente', 'periodo', 'recorrer', 'enorme', 'teniamos', 'tarea', 'urgente', 'incertidumbre', 'ocurriria', 'poniamos', 'inmediato', 'accion', 'teniamos', 'hoja', 'ruta', 'plazo', 'teniamos', 'voluntad', 'conjunto', 'echarla', 'andar', 'teniamos', 'necesidad', 'construir', 'confianza', 'mediran', 'accionar', 'feliz', 'ocurrir', 'cenar', 'casar', 'diagnosticar', 'protagonista', 'ocurrir', 'ver', 'rostro', 'conocido', 'encontrar', 'ocasion', 'tornar', 'hito', 'agenda', 'energia', 'referente', 'regional', 'casar', 'exito', 'transicion_energetica', 'evidenciar', 'parecio', 'desmedir', 'realista', 'simplemente', 'secundario', 'salar', 'contribuir', 'sector', 'convertir', 'dinamico', 'economia', 'mero', 'preocupacion', 'economica', 'gremial', 'politica', 'industriar', 'ver', 'enorme', 'convergencia', 'voluntad', 'compromiso', 'vision', 'tranquilidad', 'marchar', 'caida', 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('ver', 3), ('via', 1), ('vida', 1), ('vincular', 1), ('vision', 3), ('visionar', 1), ('voluntad', 2), ('voz', 1)]]\n"
     ]
    }
   ],
   "source": [
    "# Initialize spacy 'en' model, keeping only tagger component (for efficiency)\n",
    "# python3 -m spacy download en\n",
    "#nlp = spacy.load('en', disable=['parser', 'ner'])\n",
    "\n",
    "# Do lemmatization keeping only noun, adj, vb, adv\n",
    "data_lemmatized = lemmatization(data_words_bigrams, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV'])\n",
    "\n",
    "print(data_lemmatized[:1])\n",
    "\n",
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_lemmatized)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_lemmatized\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# View\n",
    "print(corpus[:1])\n",
    "\n",
    "print(id2word[0])\n",
    "#corpora.MmCorpus.serialize('newsgroups.mm', corpus)\n",
    "#id2word.save('newsgroups.dict')\n",
    "print([[(id2word[id], freq) for id, freq in cp] for cp in corpus[:1]])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, '0.020*\"mujer\" + 0.007*\"grotius\" + 0.007*\"japon\" + 0.006*\"rights\" + 0.006*\"igualdad\" + 0.005*\"humanitario\" + 0.005*\"derecho\" + 0.005*\"world\" + 0.005*\"paz\" + 0.005*\"tpp\"'), (1, '0.012*\"country\" + 0.007*\"global\" + 0.006*\"development\" + 0.005*\"caricom\" + 0.005*\"challenge\" + 0.004*\"new\" + 0.004*\"economic\" + 0.004*\"social\" + 0.004*\"international\" + 0.004*\"region\"'), (2, '0.019*\"publicar\" + 0.018*\"derecho\" + 0.016*\"ciudadano\" + 0.014*\"democracia\" + 0.011*\"institución\" + 0.011*\"politica\" + 0.009*\"ciudadania\" + 0.009*\"justicia\" + 0.009*\"delito\" + 0.009*\"reformar\"'), (3, '0.019*\"mujer\" + 0.015*\"salud\" + 0.012*\"familia\" + 0.010*\"calidad\" + 0.009*\"programar\" + 0.008*\"ninos\" + 0.008*\"trabajar\" + 0.008*\"mejorar\" + 0.007*\"vida\" + 0.006*\"jovenes\"'), (4, '0.011*\"region\" + 0.010*\"trabajar\" + 0.009*\"obrar\" + 0.007*\"mejorar\" + 0.006*\"plan\" + 0.006*\"vivienda\" + 0.006*\"contar\" + 0.006*\"permitir\" + 0.006*\"casar\" + 0.005*\"familia\"'), (5, '0.009*\"mujer\" + 0.007*\"sociedad\" + 0.007*\"historia\" + 0.006*\"vida\" + 0.006*\"derecho\" + 0.006*\"chileno\" + 0.005*\"patrio\" + 0.005*\"cultura\" + 0.005*\"nacional\" + 0.005*\"amigas_amigos\"'), (6, '0.022*\"paises\" + 0.019*\"desarrollar\" + 0.010*\"internacional\" + 0.008*\"desafios\" + 0.008*\"cooperacion\" + 0.008*\"oportunidad\" + 0.006*\"avanzar\" + 0.006*\"alianza\" + 0.006*\"region\" + 0.006*\"america_latina\"'), (7, '0.060*\"deportar\" + 0.024*\"deportivo\" + 0.022*\"deportista\" + 0.015*\"estadio\" + 0.013*\"actividad_fisica\" + 0.013*\"futbol\" + 0.009*\"alto_rendimiento\" + 0.007*\"juego\" + 0.007*\"competencia\" + 0.007*\"centro_deportivo\"'), (8, '0.016*\"desarrollar\" + 0.011*\"trabajar\" + 0.010*\"empresa\" + 0.009*\"publicar\" + 0.008*\"economia\" + 0.008*\"sistema\" + 0.007*\"mejorar\" + 0.007*\"sector\" + 0.006*\"generar\" + 0.006*\"medir\"'), (9, '0.048*\"adolescente\" + 0.039*\"ninos_ninas\" + 0.038*\"infancia\" + 0.019*\"infancia_adolescencia\" + 0.015*\"ninez\" + 0.012*\"proteccion\" + 0.008*\"sename\" + 0.007*\"vulnerar\" + 0.006*\"ninez_adolescencia\" + 0.006*\"nino_nina\"')]\n",
      "\n",
      "Perplexity:  -8.364003886913714\n"
     ]
    }
   ],
   "source": [
    "# Build LDA model\n",
    "lda_model = gensim.models.ldamodel.LdaModel(corpus=corpus,\n",
    "                                           id2word=id2word,\n",
    "                                           num_topics=10,\n",
    "                                           random_state=100,\n",
    "                                           update_every=1,\n",
    "                                           chunksize=100,\n",
    "                                           passes=10,\n",
    "                                           alpha='auto',\n",
    "                                           per_word_topics=True)\n",
    "#lda_model.save('newsgroups_50_lda.model')\n",
    "print(lda_model.print_topics())\n",
    "doc_lda = lda_model[corpus]\n",
    "# Compute Perplexity\n",
    "print('\\nPerplexity: ', lda_model.log_perplexity(corpus))  # a measure of how good the model is. lower the better.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Coherence Score:  0.5079235057390654\n"
     ]
    }
   ],
   "source": [
    "# Compute Coherence Score\n",
    "coherence_model_lda = CoherenceModel(model=lda_model, texts=data_lemmatized, dictionary=id2word, coherence='c_v')\n",
    "coherence_lda = coherence_model_lda.get_coherence()\n",
    "print('\\nCoherence Score: ', coherence_lda)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
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       "\n",
       "<div id=\"ldavis_el167161402405119118883607536682\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
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