topic_modelling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import s3fs\n",
    "import boto3\n",
    "from io import StringIO # python3; python2: BytesIO \n",
    "from boto3.s3.transfer import TransferConfig\n",
    "import numpy as np\n",
    "import re\n",
    "import nltk\n",
    "from nltk.tokenize import wordpunct_tokenize\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from stop_words import get_stop_words\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.snowball import FrenchStemmer\n",
    "import gensim\n",
    "from gensim import models\n",
    "from gensim import corpora\n",
    "import lda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "stemmer = FrenchStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_input = pd.read_csv('s3://recsys-challenge-2020/val_input.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "languages = list(val_input.name.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ko',\n",
       " 'en',\n",
       " 'id',\n",
       " 'pt',\n",
       " 'de',\n",
       " 'ja',\n",
       " 'fr',\n",
       " 'ru',\n",
       " 'fa',\n",
       " 'ar',\n",
       " 'tr',\n",
       " 'te',\n",
       " 'vi',\n",
       " 'tl',\n",
       " 'el',\n",
       " 'ur',\n",
       " 'it',\n",
       " 'et',\n",
       " 'ta',\n",
       " 'mr',\n",
       " 'ca',\n",
       " 'af',\n",
       " 'fi',\n",
       " 'gu',\n",
       " 'he',\n",
       " 'hr',\n",
       " 'mk',\n",
       " 'hu',\n",
       " 'ml',\n",
       " 'kn',\n",
       " 'bn',\n",
       " 'lv',\n",
       " 'pa',\n",
       " 'sw',\n",
       " 'bg']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "languages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_text</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sm 사옥빌딩 앞에 있는 전광판차 사진들입니다 전광판차는 사옥 앞에서 오늘 아침 9시부터 오후 4시까지 있을 예정입니다 weareoneexo exo 엑소 t co cs70eh6ikt</td>\n",
       "      <td>ko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>방송 막하지 말라던 최민호는 본인이 막히기 시작하는데 t co wqz58zzz5l</td>\n",
       "      <td>ko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>rt lovablebh _ 0506 백현이 오늘 심각하게 unk 던지고 가만히 서서 빵싯 웃는 거 unk 뛰어 내려갈 때는 또 얼마나 unk t co j9e1xykief</td>\n",
       "      <td>ko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sm 사옥빌딩 앞에 있는 전광판차 사진들입니다 전광판차는 사옥 앞에서 오늘 아침 9시부터 오후 4시까지 있을 예정입니다 weareoneexo exo 엑소 t co cs70eh6ikt</td>\n",
       "      <td>ko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sm 사옥빌딩 앞에 있는 전광판차 사진들입니다 전광판차는 사옥 앞에서 오늘 아침 9시부터 오후 4시까지 있을 예정입니다 weareoneexo exo 엑소 t co cs70eh6ikt</td>\n",
       "      <td>ko</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                              tweet_text  \\\n",
       "0  sm 사옥빌딩 앞에 있는 전광판차 사진들입니다 전광판차는 사옥 앞에서 오늘 아침 9시부터 오후 4시까지 있을 예정입니다 weareoneexo exo 엑소 t co cs70eh6ikt   \n",
       "1  방송 막하지 말라던 최민호는 본인이 막히기 시작하는데 t co wqz58zzz5l                                                           \n",
       "2  rt lovablebh _ 0506 백현이 오늘 심각하게 unk 던지고 가만히 서서 빵싯 웃는 거 unk 뛰어 내려갈 때는 또 얼마나 unk t co j9e1xykief          \n",
       "3  sm 사옥빌딩 앞에 있는 전광판차 사진들입니다 전광판차는 사옥 앞에서 오늘 아침 9시부터 오후 4시까지 있을 예정입니다 weareoneexo exo 엑소 t co cs70eh6ikt   \n",
       "4  sm 사옥빌딩 앞에 있는 전광판차 사진들입니다 전광판차는 사옥 앞에서 오늘 아침 9시부터 오후 4시까지 있을 예정입니다 weareoneexo exo 엑소 t co cs70eh6ikt   \n",
       "\n",
       "  name  \n",
       "0  ko   \n",
       "1  ko   \n",
       "2  ko   \n",
       "3  ko   \n",
       "4  ko   "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_input.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_input.sort_values(by='name', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_text</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14618031</th>\n",
       "      <td>een ss monster in de europese unie van de j t co pspcrigsrh</td>\n",
       "      <td>af</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14609658</th>\n",
       "      <td>vorige week toevallig keertje meegedaan aan top5over9 van skyradio101fm en mijn top 5 werd afgelopen maandag uitgezonden sliep zelf vanwege nachtdiensten maar dutchelevation hoorde het gister ontving ik mijn kado heel blij mee dank skyradio101fm t co uqgigyiyom</td>\n",
       "      <td>af</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14609659</th>\n",
       "      <td>aberdeen to psv for 1p unk</td>\n",
       "      <td>af</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14609660</th>\n",
       "      <td>rt apink _ 2011 에이핑크 naeun x chicor x bazaar fashion film unk t co jtkbl112te apink 손나은 나은 t co mcc4gxhdce</td>\n",
       "      <td>af</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14609661</th>\n",
       "      <td>apple laat zijn apple maps plattegronddienst dit jaar in europa een flinke metamorfose ondergaan en geeft de navigatiekaarten meer details en functies domende maanden begint de fabrikant met de aanpassingen nadat deze eerst in de vs zijn doorgevoerd t co kl1nioo2dp</td>\n",
       "      <td>af</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "                                                                                                                                                                                                                                                                         tweet_text  \\\n",
       "14618031  een ss monster in de europese unie van de j t co pspcrigsrh                                                                                                                                                                                                                 \n",
       "14609658  vorige week toevallig keertje meegedaan aan top5over9 van skyradio101fm en mijn top 5 werd afgelopen maandag uitgezonden sliep zelf vanwege nachtdiensten maar dutchelevation hoorde het gister ontving ik mijn kado heel blij mee dank skyradio101fm t co uqgigyiyom       \n",
       "14609659  aberdeen to psv for 1p unk                                                                                                                                                                                                                                                  \n",
       "14609660  rt apink _ 2011 에이핑크 naeun x chicor x bazaar fashion film unk t co jtkbl112te apink 손나은 나은 t co mcc4gxhdce                                                                                                                                                                  \n",
       "14609661  apple laat zijn apple maps plattegronddienst dit jaar in europa een flinke metamorfose ondergaan en geeft de navigatiekaarten meer details en functies domende maanden begint de fabrikant met de aanpassingen nadat deze eerst in de vs zijn doorgevoerd t co kl1nioo2dp   \n",
       "\n",
       "         name  \n",
       "14618031  af   \n",
       "14609658  af   \n",
       "14609659  af   \n",
       "14609660  af   \n",
       "14609661  af   "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_input.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for language in languages:\n",
    "    val_input.loc[val_input.name == language]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "en_val_input = val_input.loc[val_input.name == 'en']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "en_val_input.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "fr_val_input = val_input.loc[val_input.name == 'fr']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words = list(get_stop_words('fr'))         #About 900 stopwords\n",
    "nltk_words = list(stopwords.words('french')) #About 150 stopwords\n",
    "stop_words.extend(nltk_words)\n",
    "stop_words.extend(['rt'])\n",
    "stop_words.extend(['_'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stop_word_removal(row):\n",
    "    stopword_removed_output = [w for w in row.split(' ') if not w in stop_words]\n",
    "    lemmatized_output = [stemmer.stem(w) for w in stopword_removed_output]\n",
    "    return lemmatized_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "fr_val_input['tweet_tokens'] = fr_val_input.apply(lambda x: stop_word_removal(x.tweet_text), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet_text</th>\n",
       "      <th>name</th>\n",
       "      <th>tweet_tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10507192</th>\n",
       "      <td>rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun</td>\n",
       "      <td>fr</td>\n",
       "      <td>[momo58, fléchet, stat, unk, délir, co, pwtg8pezun]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10507191</th>\n",
       "      <td>rt paulineolg moi tu me dis ça j unk te traite de mytho en te regardant droit dans les yeux faut que j unk adoucisse mon coeur un peu</td>\n",
       "      <td>fr</td>\n",
       "      <td>[paulineolg, dis, unk, trait, mytho, regard, droit, yeux, faut, unk, adouc, coeur]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10507190</th>\n",
       "      <td>rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun</td>\n",
       "      <td>fr</td>\n",
       "      <td>[momo58, fléchet, stat, unk, délir, co, pwtg8pezun]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10507189</th>\n",
       "      <td>rt biboo _ r6 retrouvez moi dimanche 2 février à 19h30 dans l émission radio esix présenté par le magnifique r3siak unk je compte sur vous unk</td>\n",
       "      <td>fr</td>\n",
       "      <td>[biboo, r6, retrouv, dimanch, 2, févri, 19h30, émiss, radio, esix, présent, magnif, r3siak, unk, compt, unk]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10507188</th>\n",
       "      <td>rt nayonek _ pour le dire plus poliment que certains tu as percé grâce à ta victimisation sur les réseaux et sur tes vidéos le fait que unk</td>\n",
       "      <td>fr</td>\n",
       "      <td>[nayonek, dir, plus, pol, certain, perc, grâc, victimis, réseau, vidéos, unk]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                              tweet_text  \\\n",
       "10507192  rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun                                                                  \n",
       "10507191  rt paulineolg moi tu me dis ça j unk te traite de mytho en te regardant droit dans les yeux faut que j unk adoucisse mon coeur un peu            \n",
       "10507190  rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun                                                                  \n",
       "10507189  rt biboo _ r6 retrouvez moi dimanche 2 février à 19h30 dans l émission radio esix présenté par le magnifique r3siak unk je compte sur vous unk   \n",
       "10507188  rt nayonek _ pour le dire plus poliment que certains tu as percé grâce à ta victimisation sur les réseaux et sur tes vidéos le fait que unk      \n",
       "\n",
       "         name  \\\n",
       "10507192  fr    \n",
       "10507191  fr    \n",
       "10507190  fr    \n",
       "10507189  fr    \n",
       "10507188  fr    \n",
       "\n",
       "                                                                                                          tweet_tokens  \n",
       "10507192  [momo58, fléchet, stat, unk, délir, co, pwtg8pezun]                                                           \n",
       "10507191  [paulineolg, dis, unk, trait, mytho, regard, droit, yeux, faut, unk, adouc, coeur]                            \n",
       "10507190  [momo58, fléchet, stat, unk, délir, co, pwtg8pezun]                                                           \n",
       "10507189  [biboo, r6, retrouv, dimanch, 2, févri, 19h30, émiss, radio, esix, présent, magnif, r3siak, unk, compt, unk]  \n",
       "10507188  [nayonek, dir, plus, pol, certain, perc, grâc, victimis, réseau, vidéos, unk]                                 "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fr_val_input.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "dictionary = corpora.Dictionary(fr_val_input.tweet_tokens)\n",
    "corpus = [dictionary.doc2bow(text) for text in fr_val_input.tweet_tokens]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
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       "  (35, 1),\n",
       "  (36, 1),\n",
       "  (37, 1),\n",
       "  (38, 1),\n",
       "  (39, 1),\n",
       "  (40, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(47, 1),\n",
       "  (48, 1),\n",
       "  (49, 1),\n",
       "  (50, 1),\n",
       "  (51, 1),\n",
       "  (52, 2),\n",
       "  (53, 1),\n",
       "  (54, 1),\n",
       "  (55, 1),\n",
       "  (56, 1),\n",
       "  (57, 1)],\n",
       " [(58, 1), (59, 1), (60, 1)],\n",
       " [(0, 1), (1, 1), (2, 1), (3, 1), (4, 1), (5, 1), (6, 1)],\n",
       " [(6, 2),\n",
       "  (17, 1),\n",
       "  (18, 1),\n",
       "  (19, 1),\n",
       "  (20, 1),\n",
       "  (21, 1),\n",
       "  (22, 1),\n",
       "  (23, 1),\n",
       "  (24, 1),\n",
       "  (25, 1),\n",
       "  (26, 1),\n",
       "  (27, 1),\n",
       "  (28, 1),\n",
       "  (29, 1),\n",
       "  (30, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 2), (45, 1), (61, 1), (62, 1), (63, 1), (64, 1), (65, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 3),\n",
       "  (66, 1),\n",
       "  (67, 1),\n",
       "  (68, 1),\n",
       "  (69, 1),\n",
       "  (70, 1),\n",
       "  (71, 1),\n",
       "  (72, 1),\n",
       "  (73, 1),\n",
       "  (74, 1),\n",
       "  (75, 1),\n",
       "  (76, 1),\n",
       "  (77, 1),\n",
       "  (78, 1)],\n",
       " [(6, 3),\n",
       "  (79, 1),\n",
       "  (80, 1),\n",
       "  (81, 1),\n",
       "  (82, 1),\n",
       "  (83, 1),\n",
       "  (84, 1),\n",
       "  (85, 1),\n",
       "  (86, 1),\n",
       "  (87, 1),\n",
       "  (88, 1),\n",
       "  (89, 1),\n",
       "  (90, 1),\n",
       "  (91, 1)],\n",
       " [(1, 1), (6, 1), (60, 1), (89, 1), (92, 1), (93, 1), (94, 1)],\n",
       " [(95, 1), (96, 1), (97, 1), (98, 1)],\n",
       " [(99, 1), (100, 1), (101, 1), (102, 1), (103, 1), (104, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(36, 1), (105, 1), (106, 1), (107, 1)],\n",
       " [(6, 1), (108, 1), (109, 1), (110, 1), (111, 1), (112, 1), (113, 1)],\n",
       " [(114, 1), (115, 1), (116, 1)],\n",
       " [(6, 1),\n",
       "  (44, 1),\n",
       "  (87, 1),\n",
       "  (117, 1),\n",
       "  (118, 1),\n",
       "  (119, 1),\n",
       "  (120, 1),\n",
       "  (121, 1),\n",
       "  (122, 1),\n",
       "  (123, 1),\n",
       "  (124, 1)],\n",
       " [(6, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(131, 1),\n",
       "  (132, 1),\n",
       "  (133, 1),\n",
       "  (134, 1),\n",
       "  (135, 1),\n",
       "  (136, 1),\n",
       "  (137, 1),\n",
       "  (138, 1)],\n",
       " [(131, 1),\n",
       "  (132, 1),\n",
       "  (133, 1),\n",
       "  (134, 1),\n",
       "  (135, 1),\n",
       "  (136, 1),\n",
       "  (137, 1),\n",
       "  (138, 1)],\n",
       " [(0, 2), (6, 4), (139, 1), (140, 1), (141, 1), (142, 1), (143, 1), (144, 1)],\n",
       " [(0, 1), (83, 1), (145, 2), (146, 1), (147, 1)],\n",
       " [(148, 1), (149, 1), (150, 1), (151, 1), (152, 1)],\n",
       " [(6, 2),\n",
       "  (36, 1),\n",
       "  (153, 1),\n",
       "  (154, 1),\n",
       "  (155, 1),\n",
       "  (156, 1),\n",
       "  (157, 1),\n",
       "  (158, 1),\n",
       "  (159, 1),\n",
       "  (160, 1),\n",
       "  (161, 1)],\n",
       " [(162, 1), (163, 1), (164, 1), (165, 1), (166, 1), (167, 1), (168, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 3),\n",
       "  (169, 1),\n",
       "  (170, 1),\n",
       "  (171, 1),\n",
       "  (172, 1),\n",
       "  (173, 1),\n",
       "  (174, 1),\n",
       "  (175, 1),\n",
       "  (176, 1),\n",
       "  (177, 1),\n",
       "  (178, 1)],\n",
       " [],\n",
       " [(6, 1), (179, 1)],\n",
       " [(6, 1), (180, 1), (181, 1), (182, 1), (183, 1)],\n",
       " [(0, 1),\n",
       "  (6, 3),\n",
       "  (125, 1),\n",
       "  (184, 1),\n",
       "  (185, 1),\n",
       "  (186, 1),\n",
       "  (187, 1),\n",
       "  (188, 1),\n",
       "  (189, 1),\n",
       "  (190, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (36, 1),\n",
       "  (191, 1),\n",
       "  (192, 1),\n",
       "  (193, 1),\n",
       "  (194, 1),\n",
       "  (195, 1),\n",
       "  (196, 1),\n",
       "  (197, 1),\n",
       "  (198, 1),\n",
       "  (199, 1)],\n",
       " [(200, 1), (201, 1), (202, 1), (203, 1), (204, 1), (205, 1)],\n",
       " [(200, 1), (201, 1), (202, 1), (203, 1), (204, 1), (205, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(0, 1),\n",
       "  (206, 1),\n",
       "  (207, 1),\n",
       "  (208, 1),\n",
       "  (209, 1),\n",
       "  (210, 1),\n",
       "  (211, 1),\n",
       "  (212, 1)],\n",
       " [(6, 1),\n",
       "  (111, 1),\n",
       "  (213, 1),\n",
       "  (214, 1),\n",
       "  (215, 1),\n",
       "  (216, 1),\n",
       "  (217, 1),\n",
       "  (218, 1),\n",
       "  (219, 1),\n",
       "  (220, 2)],\n",
       " [(41, 1),\n",
       "  (221, 1),\n",
       "  (222, 1),\n",
       "  (223, 1),\n",
       "  (224, 1),\n",
       "  (225, 1),\n",
       "  (226, 1),\n",
       "  (227, 1),\n",
       "  (228, 1),\n",
       "  (229, 1)],\n",
       " [(6, 1),\n",
       "  (31, 1),\n",
       "  (32, 1),\n",
       "  (33, 1),\n",
       "  (34, 1),\n",
       "  (35, 1),\n",
       "  (36, 1),\n",
       "  (37, 1),\n",
       "  (38, 1),\n",
       "  (39, 1),\n",
       "  (40, 1)],\n",
       " [(6, 2),\n",
       "  (213, 1),\n",
       "  (230, 1),\n",
       "  (231, 1),\n",
       "  (232, 1),\n",
       "  (233, 1),\n",
       "  (234, 1),\n",
       "  (235, 1),\n",
       "  (236, 1),\n",
       "  (237, 1),\n",
       "  (238, 1),\n",
       "  (239, 1),\n",
       "  (240, 1),\n",
       "  (241, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(242, 1), (243, 3), (244, 1), (245, 1), (246, 1)],\n",
       " [(247, 1),\n",
       "  (248, 1),\n",
       "  (249, 1),\n",
       "  (250, 1),\n",
       "  (251, 1),\n",
       "  (252, 1),\n",
       "  (253, 1),\n",
       "  (254, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 1),\n",
       "  (255, 1),\n",
       "  (256, 1),\n",
       "  (257, 1),\n",
       "  (258, 1),\n",
       "  (259, 1),\n",
       "  (260, 1),\n",
       "  (261, 1),\n",
       "  (262, 1),\n",
       "  (263, 2),\n",
       "  (264, 1),\n",
       "  (265, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(214, 1), (266, 1), (267, 1), (268, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2),\n",
       "  (11, 1),\n",
       "  (171, 1),\n",
       "  (269, 1),\n",
       "  (270, 1),\n",
       "  (271, 1),\n",
       "  (272, 1),\n",
       "  (273, 1),\n",
       "  (274, 1),\n",
       "  (275, 1),\n",
       "  (276, 1),\n",
       "  (277, 1),\n",
       "  (278, 1)],\n",
       " [(6, 2),\n",
       "  (36, 1),\n",
       "  (93, 1),\n",
       "  (279, 1),\n",
       "  (280, 1),\n",
       "  (281, 1),\n",
       "  (282, 1),\n",
       "  (283, 1),\n",
       "  (284, 1),\n",
       "  (285, 1),\n",
       "  (286, 1),\n",
       "  (287, 1)],\n",
       " [(0, 1), (6, 2), (288, 1), (289, 1), (290, 1), (291, 1), (292, 1), (293, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (32, 1), (294, 1), (295, 1), (296, 1)],\n",
       " [(0, 1),\n",
       "  (6, 3),\n",
       "  (297, 1),\n",
       "  (298, 1),\n",
       "  (299, 1),\n",
       "  (300, 1),\n",
       "  (301, 1),\n",
       "  (302, 1),\n",
       "  (303, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (23, 1),\n",
       "  (33, 1),\n",
       "  (45, 1),\n",
       "  (304, 1),\n",
       "  (305, 1),\n",
       "  (306, 1),\n",
       "  (307, 2),\n",
       "  (308, 1),\n",
       "  (309, 1),\n",
       "  (310, 1),\n",
       "  (311, 1),\n",
       "  (312, 1),\n",
       "  (313, 1),\n",
       "  (314, 1),\n",
       "  (315, 1),\n",
       "  (316, 1),\n",
       "  (317, 1),\n",
       "  (318, 1),\n",
       "  (319, 1),\n",
       "  (320, 1)],\n",
       " [(321, 1), (322, 1), (323, 1), (324, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (23, 1),\n",
       "  (33, 1),\n",
       "  (45, 1),\n",
       "  (304, 1),\n",
       "  (305, 1),\n",
       "  (306, 1),\n",
       "  (307, 2),\n",
       "  (308, 1),\n",
       "  (309, 1),\n",
       "  (310, 1),\n",
       "  (311, 1),\n",
       "  (312, 1),\n",
       "  (313, 1),\n",
       "  (314, 1),\n",
       "  (315, 1),\n",
       "  (316, 1),\n",
       "  (317, 1),\n",
       "  (318, 1),\n",
       "  (319, 1),\n",
       "  (320, 1)],\n",
       " [(325, 1), (326, 1)],\n",
       " [(327, 1)],\n",
       " [(6, 4),\n",
       "  (276, 1),\n",
       "  (328, 1),\n",
       "  (329, 1),\n",
       "  (330, 1),\n",
       "  (331, 1),\n",
       "  (332, 1),\n",
       "  (333, 1),\n",
       "  (334, 1),\n",
       "  (335, 1),\n",
       "  (336, 1),\n",
       "  (337, 1),\n",
       "  (338, 1),\n",
       "  (339, 1),\n",
       "  (340, 1),\n",
       "  (341, 1),\n",
       "  (342, 1),\n",
       "  (343, 3)],\n",
       " [(0, 1),\n",
       "  (344, 1),\n",
       "  (345, 1),\n",
       "  (346, 1),\n",
       "  (347, 1),\n",
       "  (348, 1),\n",
       "  (349, 1),\n",
       "  (350, 1)],\n",
       " [(41, 1),\n",
       "  (66, 1),\n",
       "  (67, 1),\n",
       "  (87, 1),\n",
       "  (145, 1),\n",
       "  (264, 1),\n",
       "  (301, 1),\n",
       "  (351, 1),\n",
       "  (352, 1),\n",
       "  (353, 1)],\n",
       " [(6, 1),\n",
       "  (36, 1),\n",
       "  (354, 1),\n",
       "  (355, 1),\n",
       "  (356, 1),\n",
       "  (357, 1),\n",
       "  (358, 1),\n",
       "  (359, 1),\n",
       "  (360, 1),\n",
       "  (361, 1),\n",
       "  (362, 1),\n",
       "  (363, 1)],\n",
       " [(6, 1),\n",
       "  (105, 1),\n",
       "  (364, 1),\n",
       "  (365, 1),\n",
       "  (366, 1),\n",
       "  (367, 1),\n",
       "  (368, 1),\n",
       "  (369, 1),\n",
       "  (370, 1),\n",
       "  (371, 3),\n",
       "  (372, 1),\n",
       "  (373, 1)],\n",
       " [(0, 1),\n",
       "  (44, 1),\n",
       "  (374, 1),\n",
       "  (375, 1),\n",
       "  (376, 1),\n",
       "  (377, 1),\n",
       "  (378, 1),\n",
       "  (379, 1),\n",
       "  (380, 1),\n",
       "  (381, 1),\n",
       "  (382, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (44, 1),\n",
       "  (374, 1),\n",
       "  (375, 1),\n",
       "  (376, 1),\n",
       "  (377, 1),\n",
       "  (378, 1),\n",
       "  (379, 1),\n",
       "  (380, 1),\n",
       "  (381, 1),\n",
       "  (382, 1)],\n",
       " [(0, 2),\n",
       "  (235, 1),\n",
       "  (383, 1),\n",
       "  (384, 1),\n",
       "  (385, 1),\n",
       "  (386, 1),\n",
       "  (387, 1),\n",
       "  (388, 1),\n",
       "  (389, 1),\n",
       "  (390, 1),\n",
       "  (391, 1),\n",
       "  (392, 1),\n",
       "  (393, 1),\n",
       "  (394, 1),\n",
       "  (395, 1),\n",
       "  (396, 1),\n",
       "  (397, 1),\n",
       "  (398, 1),\n",
       "  (399, 1),\n",
       "  (400, 1),\n",
       "  (401, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(18, 2), (357, 1), (402, 1), (403, 1)],\n",
       " [(6, 1),\n",
       "  (9, 1),\n",
       "  (60, 1),\n",
       "  (404, 1),\n",
       "  (405, 2),\n",
       "  (406, 1),\n",
       "  (407, 1),\n",
       "  (408, 1),\n",
       "  (409, 1),\n",
       "  (410, 1)],\n",
       " [(89, 1),\n",
       "  (411, 1),\n",
       "  (412, 1),\n",
       "  (413, 1),\n",
       "  (414, 1),\n",
       "  (415, 1),\n",
       "  (416, 1),\n",
       "  (417, 1)],\n",
       " [(6, 3),\n",
       "  (83, 1),\n",
       "  (170, 1),\n",
       "  (418, 1),\n",
       "  (419, 1),\n",
       "  (420, 1),\n",
       "  (421, 1),\n",
       "  (422, 1),\n",
       "  (423, 1),\n",
       "  (424, 1),\n",
       "  (425, 1),\n",
       "  (426, 1)],\n",
       " [(6, 2),\n",
       "  (111, 1),\n",
       "  (405, 1),\n",
       "  (427, 1),\n",
       "  (428, 1),\n",
       "  (429, 1),\n",
       "  (430, 2),\n",
       "  (431, 1),\n",
       "  (432, 1),\n",
       "  (433, 1),\n",
       "  (434, 1),\n",
       "  (435, 1),\n",
       "  (436, 1),\n",
       "  (437, 1),\n",
       "  (438, 1),\n",
       "  (439, 1)],\n",
       " [(440, 1), (441, 1), (442, 1), (443, 1)],\n",
       " [(6, 1),\n",
       "  (444, 1),\n",
       "  (445, 1),\n",
       "  (446, 1),\n",
       "  (447, 1),\n",
       "  (448, 1),\n",
       "  (449, 1),\n",
       "  (450, 1),\n",
       "  (451, 1),\n",
       "  (452, 1),\n",
       "  (453, 1)],\n",
       " [(6, 3),\n",
       "  (145, 1),\n",
       "  (454, 1),\n",
       "  (455, 1),\n",
       "  (456, 1),\n",
       "  (457, 1),\n",
       "  (458, 1),\n",
       "  (459, 1),\n",
       "  (460, 1),\n",
       "  (461, 1),\n",
       "  (462, 1),\n",
       "  (463, 1),\n",
       "  (464, 1),\n",
       "  (465, 1),\n",
       "  (466, 1),\n",
       "  (467, 1)],\n",
       " [(6, 1), (468, 1), (469, 1), (470, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 3),\n",
       "  (145, 1),\n",
       "  (454, 1),\n",
       "  (455, 1),\n",
       "  (456, 1),\n",
       "  (457, 1),\n",
       "  (458, 1),\n",
       "  (459, 1),\n",
       "  (460, 1),\n",
       "  (461, 1),\n",
       "  (462, 1),\n",
       "  (463, 1),\n",
       "  (464, 1),\n",
       "  (465, 1),\n",
       "  (466, 1),\n",
       "  (467, 1)],\n",
       " [(219, 1), (471, 1), (472, 1), (473, 1), (474, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(475, 1), (476, 1), (477, 1), (478, 1), (479, 1)],\n",
       " [(6, 2),\n",
       "  (29, 1),\n",
       "  (480, 1),\n",
       "  (481, 1),\n",
       "  (482, 1),\n",
       "  (483, 1),\n",
       "  (484, 1),\n",
       "  (485, 1),\n",
       "  (486, 1),\n",
       "  (487, 1),\n",
       "  (488, 1),\n",
       "  (489, 1)],\n",
       " [(6, 2),\n",
       "  (29, 1),\n",
       "  (480, 1),\n",
       "  (481, 1),\n",
       "  (482, 1),\n",
       "  (483, 1),\n",
       "  (484, 1),\n",
       "  (485, 1),\n",
       "  (486, 1),\n",
       "  (487, 1),\n",
       "  (488, 1),\n",
       "  (489, 1)],\n",
       " [(6, 1),\n",
       "  (36, 1),\n",
       "  (354, 1),\n",
       "  (355, 1),\n",
       "  (356, 1),\n",
       "  (357, 1),\n",
       "  (358, 1),\n",
       "  (359, 1),\n",
       "  (360, 1),\n",
       "  (361, 1),\n",
       "  (362, 1),\n",
       "  (363, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (173, 1),\n",
       "  (312, 1),\n",
       "  (432, 1),\n",
       "  (490, 1),\n",
       "  (491, 1),\n",
       "  (492, 1),\n",
       "  (493, 1),\n",
       "  (494, 1),\n",
       "  (495, 1),\n",
       "  (496, 2),\n",
       "  (497, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (298, 1),\n",
       "  (498, 1),\n",
       "  (499, 1),\n",
       "  (500, 1),\n",
       "  (501, 1),\n",
       "  (502, 1),\n",
       "  (503, 1),\n",
       "  (504, 1),\n",
       "  (505, 1),\n",
       "  (506, 1)],\n",
       " [(507, 1), (508, 1)],\n",
       " [(6, 1), (509, 1), (510, 1), (511, 1), (512, 1), (513, 1), (514, 1)],\n",
       " [(0, 1),\n",
       "  (6, 3),\n",
       "  (182, 1),\n",
       "  (515, 1),\n",
       "  (516, 1),\n",
       "  (517, 1),\n",
       "  (518, 1),\n",
       "  (519, 1),\n",
       "  (520, 1),\n",
       "  (521, 1),\n",
       "  (522, 1),\n",
       "  (523, 1),\n",
       "  (524, 1)],\n",
       " [(0, 2),\n",
       "  (6, 1),\n",
       "  (29, 1),\n",
       "  (66, 1),\n",
       "  (525, 1),\n",
       "  (526, 1),\n",
       "  (527, 1),\n",
       "  (528, 1),\n",
       "  (529, 1),\n",
       "  (530, 1),\n",
       "  (531, 1)],\n",
       " [(0, 2),\n",
       "  (6, 1),\n",
       "  (29, 1),\n",
       "  (66, 1),\n",
       "  (525, 1),\n",
       "  (526, 1),\n",
       "  (527, 1),\n",
       "  (528, 1),\n",
       "  (529, 1),\n",
       "  (530, 1),\n",
       "  (531, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (296, 1),\n",
       "  (499, 1),\n",
       "  (532, 1),\n",
       "  (533, 1),\n",
       "  (534, 1),\n",
       "  (535, 1),\n",
       "  (536, 1)],\n",
       " [(6, 2),\n",
       "  (537, 1),\n",
       "  (538, 1),\n",
       "  (539, 1),\n",
       "  (540, 1),\n",
       "  (541, 1),\n",
       "  (542, 1),\n",
       "  (543, 1),\n",
       "  (544, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1), (213, 1), (545, 1)],\n",
       " [(6, 1), (235, 1), (237, 1), (546, 1)],\n",
       " [(353, 1), (432, 1), (547, 1), (548, 1), (549, 1)],\n",
       " [(197, 1), (550, 1), (551, 1), (552, 1), (553, 1)],\n",
       " [(276, 1),\n",
       "  (480, 1),\n",
       "  (554, 1),\n",
       "  (555, 1),\n",
       "  (556, 1),\n",
       "  (557, 1),\n",
       "  (558, 1),\n",
       "  (559, 1)],\n",
       " [(0, 1),\n",
       "  (6, 3),\n",
       "  (305, 1),\n",
       "  (310, 1),\n",
       "  (394, 1),\n",
       "  (401, 1),\n",
       "  (560, 1),\n",
       "  (561, 1),\n",
       "  (562, 1),\n",
       "  (563, 1),\n",
       "  (564, 1),\n",
       "  (565, 1),\n",
       "  (566, 2),\n",
       "  (567, 1),\n",
       "  (568, 1),\n",
       "  (569, 1),\n",
       "  (570, 1),\n",
       "  (571, 2),\n",
       "  (572, 1),\n",
       "  (573, 1),\n",
       "  (574, 1),\n",
       "  (575, 1),\n",
       "  (576, 1),\n",
       "  (577, 1),\n",
       "  (578, 1)],\n",
       " [(14, 1),\n",
       "  (40, 1),\n",
       "  (362, 1),\n",
       "  (579, 1),\n",
       "  (580, 1),\n",
       "  (581, 1),\n",
       "  (582, 1),\n",
       "  (583, 1),\n",
       "  (584, 1),\n",
       "  (585, 1)],\n",
       " [(586, 1), (587, 1), (588, 1)],\n",
       " [(6, 1), (499, 1), (589, 1), (590, 1), (591, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (6, 5),\n",
       "  (592, 1),\n",
       "  (593, 1),\n",
       "  (594, 1),\n",
       "  (595, 1),\n",
       "  (596, 1),\n",
       "  (597, 1),\n",
       "  (598, 1),\n",
       "  (599, 1)],\n",
       " [(6, 1),\n",
       "  (136, 1),\n",
       "  (232, 1),\n",
       "  (600, 1),\n",
       "  (601, 1),\n",
       "  (602, 1),\n",
       "  (603, 1),\n",
       "  (604, 1)],\n",
       " [(6, 4),\n",
       "  (89, 1),\n",
       "  (188, 1),\n",
       "  (213, 1),\n",
       "  (437, 1),\n",
       "  (449, 1),\n",
       "  (542, 1),\n",
       "  (605, 1),\n",
       "  (606, 1),\n",
       "  (607, 1),\n",
       "  (608, 1),\n",
       "  (609, 1),\n",
       "  (610, 1),\n",
       "  (611, 1),\n",
       "  (612, 1),\n",
       "  (613, 1),\n",
       "  (614, 1),\n",
       "  (615, 1),\n",
       "  (616, 1),\n",
       "  (617, 1),\n",
       "  (618, 1),\n",
       "  (619, 1)],\n",
       " [(6, 1), (213, 1), (545, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (63, 1),\n",
       "  (188, 1),\n",
       "  (620, 1),\n",
       "  (621, 1),\n",
       "  (622, 1),\n",
       "  (623, 1),\n",
       "  (624, 1),\n",
       "  (625, 1),\n",
       "  (626, 1),\n",
       "  (627, 1)],\n",
       " [(628, 1), (629, 1), (630, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(6, 1), (45, 1), (119, 1), (632, 1), (633, 1), (634, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(0, 1), (6, 1), (23, 1), (635, 1), (636, 1), (637, 1), (638, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(41, 1), (120, 1), (639, 1), (640, 1), (641, 1), (642, 1), (643, 1)],\n",
       " [(41, 1), (120, 1), (639, 1), (640, 1), (641, 1), (642, 1), (643, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(6, 2),\n",
       "  (11, 1),\n",
       "  (45, 1),\n",
       "  (310, 2),\n",
       "  (345, 1),\n",
       "  (360, 1),\n",
       "  (545, 1),\n",
       "  (643, 1),\n",
       "  (644, 1),\n",
       "  (645, 1),\n",
       "  (646, 1),\n",
       "  (647, 1),\n",
       "  (648, 1),\n",
       "  (649, 1),\n",
       "  (650, 1),\n",
       "  (651, 1),\n",
       "  (652, 1),\n",
       "  (653, 1),\n",
       "  (654, 1),\n",
       "  (655, 1)],\n",
       " [(6, 1), (100, 1), (656, 1), (657, 1), (658, 1), (659, 1), (660, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(6, 2),\n",
       "  (11, 1),\n",
       "  (45, 1),\n",
       "  (310, 2),\n",
       "  (345, 1),\n",
       "  (360, 1),\n",
       "  (545, 1),\n",
       "  (643, 1),\n",
       "  (644, 1),\n",
       "  (645, 1),\n",
       "  (646, 1),\n",
       "  (647, 1),\n",
       "  (648, 1),\n",
       "  (649, 1),\n",
       "  (650, 1),\n",
       "  (651, 1),\n",
       "  (652, 1),\n",
       "  (653, 1),\n",
       "  (654, 1),\n",
       "  (655, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(6, 2),\n",
       "  (66, 1),\n",
       "  (253, 1),\n",
       "  (312, 1),\n",
       "  (661, 1),\n",
       "  (662, 1),\n",
       "  (663, 1),\n",
       "  (664, 1),\n",
       "  (665, 1)],\n",
       " [(6, 1),\n",
       "  (105, 1),\n",
       "  (163, 1),\n",
       "  (233, 1),\n",
       "  (298, 1),\n",
       "  (451, 1),\n",
       "  (666, 1),\n",
       "  (667, 1),\n",
       "  (668, 1),\n",
       "  (669, 1),\n",
       "  (670, 1),\n",
       "  (671, 1)],\n",
       " [(672, 1), (673, 1), (674, 1), (675, 1), (676, 1)],\n",
       " [(6, 1), (539, 1), (677, 1), (678, 1), (679, 1)],\n",
       " [(224, 1), (545, 1), (680, 1)],\n",
       " [(213, 1),\n",
       "  (681, 1),\n",
       "  (682, 1),\n",
       "  (683, 1),\n",
       "  (684, 1),\n",
       "  (685, 1),\n",
       "  (686, 1),\n",
       "  (687, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (6, 3),\n",
       "  (305, 1),\n",
       "  (310, 1),\n",
       "  (394, 1),\n",
       "  (401, 1),\n",
       "  (560, 1),\n",
       "  (561, 1),\n",
       "  (562, 1),\n",
       "  (563, 1),\n",
       "  (564, 1),\n",
       "  (565, 1),\n",
       "  (566, 2),\n",
       "  (567, 1),\n",
       "  (568, 1),\n",
       "  (569, 1),\n",
       "  (570, 1),\n",
       "  (571, 2),\n",
       "  (572, 1),\n",
       "  (573, 1),\n",
       "  (574, 1),\n",
       "  (575, 1),\n",
       "  (576, 1),\n",
       "  (577, 1),\n",
       "  (578, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (233, 1),\n",
       "  (451, 1),\n",
       "  (688, 1),\n",
       "  (689, 1),\n",
       "  (690, 2),\n",
       "  (691, 1),\n",
       "  (692, 1),\n",
       "  (693, 1)],\n",
       " [(6, 1),\n",
       "  (98, 1),\n",
       "  (480, 1),\n",
       "  (655, 1),\n",
       "  (694, 1),\n",
       "  (695, 1),\n",
       "  (696, 1),\n",
       "  (697, 1),\n",
       "  (698, 1),\n",
       "  (699, 1),\n",
       "  (700, 1),\n",
       "  (701, 1),\n",
       "  (702, 1),\n",
       "  (703, 1)],\n",
       " [(6, 1), (120, 1), (545, 1), (704, 1), (705, 1), (706, 1)],\n",
       " [(18, 1),\n",
       "  (45, 1),\n",
       "  (57, 1),\n",
       "  (301, 1),\n",
       "  (707, 2),\n",
       "  (708, 1),\n",
       "  (709, 1),\n",
       "  (710, 1),\n",
       "  (711, 1),\n",
       "  (712, 1)],\n",
       " [(6, 1),\n",
       "  (100, 1),\n",
       "  (203, 1),\n",
       "  (204, 1),\n",
       "  (666, 1),\n",
       "  (713, 1),\n",
       "  (714, 1),\n",
       "  (715, 1),\n",
       "  (716, 1),\n",
       "  (717, 1),\n",
       "  (718, 1),\n",
       "  (719, 1)],\n",
       " [(32, 1),\n",
       "  (574, 1),\n",
       "  (655, 1),\n",
       "  (720, 1),\n",
       "  (721, 1),\n",
       "  (722, 1),\n",
       "  (723, 2),\n",
       "  (724, 1),\n",
       "  (725, 1),\n",
       "  (726, 1)],\n",
       " [(36, 1),\n",
       "  (193, 1),\n",
       "  (279, 1),\n",
       "  (566, 1),\n",
       "  (727, 1),\n",
       "  (728, 1),\n",
       "  (729, 1),\n",
       "  (730, 1),\n",
       "  (731, 1),\n",
       "  (732, 1),\n",
       "  (733, 1),\n",
       "  (734, 1),\n",
       "  (735, 1),\n",
       "  (736, 1),\n",
       "  (737, 1),\n",
       "  (738, 1),\n",
       "  (739, 1),\n",
       "  (740, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(71, 1), (87, 1), (545, 1), (741, 1), (742, 1), (743, 1), (744, 1)],\n",
       " [(6, 1), (136, 1), (726, 1), (745, 1), (746, 1), (747, 1), (748, 1)],\n",
       " [(33, 1),\n",
       "  (41, 1),\n",
       "  (749, 1),\n",
       "  (750, 1),\n",
       "  (751, 1),\n",
       "  (752, 1),\n",
       "  (753, 1),\n",
       "  (754, 1),\n",
       "  (755, 1),\n",
       "  (756, 1),\n",
       "  (757, 1),\n",
       "  (758, 1),\n",
       "  (759, 1),\n",
       "  (760, 1),\n",
       "  (761, 1)],\n",
       " [(473, 1), (726, 1), (762, 1), (763, 1), (764, 1)],\n",
       " [(33, 1),\n",
       "  (41, 1),\n",
       "  (749, 1),\n",
       "  (750, 1),\n",
       "  (751, 1),\n",
       "  (752, 1),\n",
       "  (753, 1),\n",
       "  (754, 1),\n",
       "  (755, 1),\n",
       "  (756, 1),\n",
       "  (757, 1),\n",
       "  (758, 1),\n",
       "  (759, 1),\n",
       "  (760, 1),\n",
       "  (761, 1)],\n",
       " [(473, 1), (726, 1), (762, 1), (763, 1), (764, 1)],\n",
       " [(473, 1), (726, 1), (762, 1), (763, 1), (764, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(94, 1), (765, 1), (766, 1), (767, 1)],\n",
       " [(6, 2),\n",
       "  (156, 1),\n",
       "  (502, 1),\n",
       "  (563, 1),\n",
       "  (768, 1),\n",
       "  (769, 1),\n",
       "  (770, 1),\n",
       "  (771, 1),\n",
       "  (772, 1)],\n",
       " [(6, 2), (41, 1), (264, 1)],\n",
       " [(6, 5),\n",
       "  (54, 1),\n",
       "  (773, 1),\n",
       "  (774, 1),\n",
       "  (775, 1),\n",
       "  (776, 1),\n",
       "  (777, 1),\n",
       "  (778, 1),\n",
       "  (779, 1),\n",
       "  (780, 1),\n",
       "  (781, 1),\n",
       "  (782, 1),\n",
       "  (783, 1)],\n",
       " [(6, 2), (41, 1), (264, 1)],\n",
       " [(1, 1), (171, 1), (784, 1), (785, 1)],\n",
       " [(6, 2),\n",
       "  (456, 1),\n",
       "  (588, 1),\n",
       "  (706, 1),\n",
       "  (786, 1),\n",
       "  (787, 1),\n",
       "  (788, 1),\n",
       "  (789, 1),\n",
       "  (790, 1),\n",
       "  (791, 1),\n",
       "  (792, 1)],\n",
       " [(6, 1), (36, 1), (793, 1)],\n",
       " [(6, 1),\n",
       "  (11, 1),\n",
       "  (18, 1),\n",
       "  (100, 1),\n",
       "  (256, 1),\n",
       "  (393, 1),\n",
       "  (456, 1),\n",
       "  (653, 1),\n",
       "  (785, 1),\n",
       "  (794, 1),\n",
       "  (795, 1),\n",
       "  (796, 1),\n",
       "  (797, 1),\n",
       "  (798, 1),\n",
       "  (799, 1),\n",
       "  (800, 1),\n",
       "  (801, 1),\n",
       "  (802, 1),\n",
       "  (803, 1),\n",
       "  (804, 2)],\n",
       " [(6, 1),\n",
       "  (178, 1),\n",
       "  (316, 1),\n",
       "  (795, 2),\n",
       "  (805, 2),\n",
       "  (806, 1),\n",
       "  (807, 1),\n",
       "  (808, 1),\n",
       "  (809, 1),\n",
       "  (810, 1),\n",
       "  (811, 1),\n",
       "  (812, 1),\n",
       "  (813, 1),\n",
       "  (814, 1),\n",
       "  (815, 1)],\n",
       " [(6, 4),\n",
       "  (108, 1),\n",
       "  (145, 1),\n",
       "  (391, 1),\n",
       "  (762, 1),\n",
       "  (816, 1),\n",
       "  (817, 1),\n",
       "  (818, 1),\n",
       "  (819, 1),\n",
       "  (820, 1),\n",
       "  (821, 1),\n",
       "  (822, 1),\n",
       "  (823, 1),\n",
       "  (824, 1),\n",
       "  (825, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(31, 1),\n",
       "  (453, 1),\n",
       "  (749, 1),\n",
       "  (826, 1),\n",
       "  (827, 2),\n",
       "  (828, 1),\n",
       "  (829, 1),\n",
       "  (830, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (831, 1), (832, 1), (833, 1), (834, 1)],\n",
       " [(6, 2),\n",
       "  (36, 1),\n",
       "  (298, 1),\n",
       "  (305, 1),\n",
       "  (406, 1),\n",
       "  (566, 1),\n",
       "  (574, 1),\n",
       "  (653, 1),\n",
       "  (794, 1),\n",
       "  (835, 1),\n",
       "  (836, 1),\n",
       "  (837, 1),\n",
       "  (838, 1),\n",
       "  (839, 1),\n",
       "  (840, 1),\n",
       "  (841, 1),\n",
       "  (842, 1)],\n",
       " [(6, 1),\n",
       "  (227, 1),\n",
       "  (350, 1),\n",
       "  (808, 1),\n",
       "  (823, 1),\n",
       "  (843, 1),\n",
       "  (844, 1),\n",
       "  (845, 1),\n",
       "  (846, 1),\n",
       "  (847, 1),\n",
       "  (848, 1)],\n",
       " [(6, 1), (150, 1), (298, 1), (849, 1), (850, 1), (851, 1), (852, 1)],\n",
       " [(0, 1), (31, 1), (645, 1), (853, 1), (854, 1), (855, 1), (856, 1), (857, 1)],\n",
       " [(0, 1), (478, 1), (858, 1), (859, 1), (860, 1), (861, 1)],\n",
       " [(6, 2), (800, 2), (862, 1), (863, 1), (864, 1)],\n",
       " [(6, 1),\n",
       "  (170, 1),\n",
       "  (418, 1),\n",
       "  (419, 1),\n",
       "  (456, 1),\n",
       "  (665, 1),\n",
       "  (749, 1),\n",
       "  (865, 1),\n",
       "  (866, 1),\n",
       "  (867, 1),\n",
       "  (868, 1),\n",
       "  (869, 1),\n",
       "  (870, 1)],\n",
       " [(0, 1), (213, 1), (350, 1), (871, 1), (872, 1), (873, 1), (874, 1)],\n",
       " [(6, 1), (78, 1), (875, 1)],\n",
       " [(232, 1), (371, 1), (876, 1), (877, 1)],\n",
       " [(232, 1), (371, 1), (876, 1), (877, 1)],\n",
       " [(6, 2),\n",
       "  (14, 1),\n",
       "  (99, 1),\n",
       "  (105, 1),\n",
       "  (315, 1),\n",
       "  (413, 1),\n",
       "  (784, 1),\n",
       "  (878, 1),\n",
       "  (879, 1),\n",
       "  (880, 1)],\n",
       " [(0, 1), (6, 1), (9, 1), (303, 1), (345, 1), (634, 1), (881, 1), (882, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (238, 1), (883, 1), (884, 1)],\n",
       " [(885, 1), (886, 1), (887, 1), (888, 1)],\n",
       " [(6, 1), (542, 1), (889, 1), (890, 1), (891, 1), (892, 1)],\n",
       " [(6, 1),\n",
       "  (170, 1),\n",
       "  (418, 1),\n",
       "  (419, 1),\n",
       "  (456, 1),\n",
       "  (665, 1),\n",
       "  (749, 1),\n",
       "  (865, 1),\n",
       "  (866, 1),\n",
       "  (867, 1),\n",
       "  (868, 1),\n",
       "  (869, 1),\n",
       "  (870, 1)],\n",
       " [(885, 1), (886, 1), (887, 1), (888, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (633, 1), (780, 1), (893, 1), (894, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (182, 1),\n",
       "  (276, 1),\n",
       "  (380, 1),\n",
       "  (414, 1),\n",
       "  (569, 1),\n",
       "  (608, 2),\n",
       "  (665, 1),\n",
       "  (794, 1),\n",
       "  (895, 1),\n",
       "  (896, 1),\n",
       "  (897, 1),\n",
       "  (898, 2),\n",
       "  (899, 1),\n",
       "  (900, 1),\n",
       "  (901, 2),\n",
       "  (902, 1),\n",
       "  (903, 1),\n",
       "  (904, 1),\n",
       "  (905, 1),\n",
       "  (906, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (105, 1),\n",
       "  (907, 1),\n",
       "  (908, 1),\n",
       "  (909, 1),\n",
       "  (910, 1),\n",
       "  (911, 1),\n",
       "  (912, 1)],\n",
       " [(6, 1),\n",
       "  (18, 1),\n",
       "  (603, 1),\n",
       "  (703, 1),\n",
       "  (712, 1),\n",
       "  (913, 1),\n",
       "  (914, 1),\n",
       "  (915, 1),\n",
       "  (916, 1),\n",
       "  (917, 1),\n",
       "  (918, 1),\n",
       "  (919, 1),\n",
       "  (920, 1),\n",
       "  (921, 1),\n",
       "  (922, 1),\n",
       "  (923, 1),\n",
       "  (924, 1)],\n",
       " [(87, 3),\n",
       "  (457, 1),\n",
       "  (470, 3),\n",
       "  (636, 1),\n",
       "  (925, 1),\n",
       "  (926, 1),\n",
       "  (927, 1),\n",
       "  (928, 3)],\n",
       " [(0, 1), (633, 1), (780, 1), (893, 1), (894, 1)],\n",
       " [(0, 1), (633, 1), (780, 1), (893, 1), (894, 1)],\n",
       " [(105, 1), (531, 1), (880, 1), (929, 1), (930, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(6, 1),\n",
       "  (83, 1),\n",
       "  (312, 1),\n",
       "  (456, 1),\n",
       "  (607, 1),\n",
       "  (931, 1),\n",
       "  (932, 1),\n",
       "  (933, 1),\n",
       "  (934, 1),\n",
       "  (935, 1),\n",
       "  (936, 1),\n",
       "  (937, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (36, 1),\n",
       "  (151, 1),\n",
       "  (456, 1),\n",
       "  (560, 1),\n",
       "  (561, 1),\n",
       "  (938, 1),\n",
       "  (939, 1),\n",
       "  (940, 1),\n",
       "  (941, 1),\n",
       "  (942, 1),\n",
       "  (943, 1),\n",
       "  (944, 1),\n",
       "  (945, 1),\n",
       "  (946, 1),\n",
       "  (947, 1),\n",
       "  (948, 1),\n",
       "  (949, 1),\n",
       "  (950, 1),\n",
       "  (951, 1),\n",
       "  (952, 1),\n",
       "  (953, 1)],\n",
       " [(6, 2), (72, 1), (954, 1), (955, 1), (956, 1), (957, 1), (958, 1), (959, 1)],\n",
       " [(6, 1), (31, 1), (329, 1), (802, 1), (960, 1), (961, 1)],\n",
       " [(6, 1),\n",
       "  (103, 1),\n",
       "  (371, 1),\n",
       "  (433, 1),\n",
       "  (451, 1),\n",
       "  (541, 1),\n",
       "  (603, 1),\n",
       "  (657, 1),\n",
       "  (854, 1),\n",
       "  (962, 1),\n",
       "  (963, 1),\n",
       "  (964, 1),\n",
       "  (965, 1),\n",
       "  (966, 1),\n",
       "  (967, 1),\n",
       "  (968, 1),\n",
       "  (969, 1),\n",
       "  (970, 1)],\n",
       " [(6, 1), (745, 1), (971, 1), (972, 1), (973, 1), (974, 1), (975, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1), (32, 1), (360, 1), (451, 1), (976, 1), (977, 1), (978, 1)],\n",
       " [(6, 3),\n",
       "  (120, 1),\n",
       "  (432, 1),\n",
       "  (588, 1),\n",
       "  (966, 1),\n",
       "  (979, 1),\n",
       "  (980, 1),\n",
       "  (981, 1),\n",
       "  (982, 1),\n",
       "  (983, 1),\n",
       "  (984, 1),\n",
       "  (985, 1),\n",
       "  (986, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(95, 1),\n",
       "  (531, 1),\n",
       "  (983, 1),\n",
       "  (987, 1),\n",
       "  (988, 1),\n",
       "  (989, 1),\n",
       "  (990, 1),\n",
       "  (991, 1),\n",
       "  (992, 1),\n",
       "  (993, 1)],\n",
       " [(423, 1), (563, 1), (666, 1), (994, 1), (995, 1)],\n",
       " [(87, 1),\n",
       "  (119, 1),\n",
       "  (413, 1),\n",
       "  (780, 1),\n",
       "  (996, 1),\n",
       "  (997, 1),\n",
       "  (998, 1),\n",
       "  (999, 1),\n",
       "  (1000, 1),\n",
       "  (1001, 1),\n",
       "  (1002, 1),\n",
       "  (1003, 1)],\n",
       " [(423, 1), (563, 1), (666, 1), (994, 1), (995, 1)],\n",
       " [(724, 1)],\n",
       " [(6, 1),\n",
       "  (18, 1),\n",
       "  (691, 1),\n",
       "  (919, 1),\n",
       "  (955, 1),\n",
       "  (958, 1),\n",
       "  (977, 1),\n",
       "  (1004, 1),\n",
       "  (1005, 1),\n",
       "  (1006, 1),\n",
       "  (1007, 1),\n",
       "  (1008, 1),\n",
       "  (1009, 1),\n",
       "  (1010, 1)],\n",
       " [(6, 2),\n",
       "  (345, 1),\n",
       "  (712, 1),\n",
       "  (1011, 1),\n",
       "  (1012, 1),\n",
       "  (1013, 1),\n",
       "  (1014, 1),\n",
       "  (1015, 1)],\n",
       " [(6, 1),\n",
       "  (224, 1),\n",
       "  (545, 1),\n",
       "  (634, 1),\n",
       "  (1016, 1),\n",
       "  (1017, 1),\n",
       "  (1018, 1),\n",
       "  (1019, 1)],\n",
       " [(6, 1),\n",
       "  (224, 1),\n",
       "  (545, 1),\n",
       "  (634, 1),\n",
       "  (1016, 1),\n",
       "  (1017, 1),\n",
       "  (1018, 1),\n",
       "  (1019, 1)],\n",
       " [(6, 1), (338, 1), (1020, 1), (1021, 1)],\n",
       " [(6, 4),\n",
       "  (706, 1),\n",
       "  (749, 1),\n",
       "  (850, 1),\n",
       "  (889, 1),\n",
       "  (1022, 1),\n",
       "  (1023, 1),\n",
       "  (1024, 1),\n",
       "  (1025, 1),\n",
       "  (1026, 1),\n",
       "  (1027, 1),\n",
       "  (1028, 1),\n",
       "  (1029, 1),\n",
       "  (1030, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(178, 1), (505, 1), (966, 1), (1031, 1), (1032, 1), (1033, 1), (1034, 1)],\n",
       " [(6, 3), (484, 1), (776, 1), (1035, 1), (1036, 1), (1037, 1), (1038, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 1),\n",
       "  (9, 1),\n",
       "  (119, 1),\n",
       "  (475, 1),\n",
       "  (977, 1),\n",
       "  (996, 1),\n",
       "  (998, 1),\n",
       "  (1039, 1),\n",
       "  (1040, 1),\n",
       "  (1041, 1)],\n",
       " [(0, 1), (581, 1), (1042, 1), (1043, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(6, 2),\n",
       "  (32, 1),\n",
       "  (41, 1),\n",
       "  (270, 1),\n",
       "  (323, 1),\n",
       "  (451, 1),\n",
       "  (643, 1),\n",
       "  (977, 1),\n",
       "  (1044, 1),\n",
       "  (1045, 1),\n",
       "  (1046, 1),\n",
       "  (1047, 1),\n",
       "  (1048, 1),\n",
       "  (1049, 1),\n",
       "  (1050, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (306, 1),\n",
       "  (1007, 1),\n",
       "  (1042, 1),\n",
       "  (1051, 1),\n",
       "  (1052, 1),\n",
       "  (1053, 1),\n",
       "  (1054, 1)],\n",
       " [(6, 2),\n",
       "  (29, 1),\n",
       "  (907, 1),\n",
       "  (1055, 1),\n",
       "  (1056, 1),\n",
       "  (1057, 1),\n",
       "  (1058, 1),\n",
       "  (1059, 1),\n",
       "  (1060, 1),\n",
       "  (1061, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (633, 1), (780, 1), (893, 1), (894, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (584, 1), (1062, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (794, 1),\n",
       "  (1041, 1),\n",
       "  (1063, 1),\n",
       "  (1064, 1),\n",
       "  (1065, 1),\n",
       "  (1066, 1),\n",
       "  (1067, 1),\n",
       "  (1068, 1),\n",
       "  (1069, 1),\n",
       "  (1070, 1)],\n",
       " [(6, 1), (256, 1), (1071, 1), (1072, 1), (1073, 1), (1074, 1), (1075, 1)],\n",
       " [(0, 1), (584, 1), (1062, 1)],\n",
       " [(6, 3),\n",
       "  (36, 1),\n",
       "  (406, 1),\n",
       "  (610, 1),\n",
       "  (997, 1),\n",
       "  (1076, 1),\n",
       "  (1077, 1),\n",
       "  (1078, 1),\n",
       "  (1079, 1),\n",
       "  (1080, 1),\n",
       "  (1081, 1),\n",
       "  (1082, 1),\n",
       "  (1083, 1),\n",
       "  (1084, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (103, 1),\n",
       "  (496, 1),\n",
       "  (1085, 1),\n",
       "  (1086, 1),\n",
       "  (1087, 1),\n",
       "  (1088, 1),\n",
       "  (1089, 1),\n",
       "  (1090, 1),\n",
       "  (1091, 1),\n",
       "  (1092, 1),\n",
       "  (1093, 1),\n",
       "  (1094, 1),\n",
       "  (1095, 1),\n",
       "  (1096, 2)],\n",
       " [(6, 1), (1097, 1), (1098, 1), (1099, 1), (1100, 1), (1101, 1)],\n",
       " [(0, 1),\n",
       "  (710, 1),\n",
       "  (1102, 1),\n",
       "  (1103, 1),\n",
       "  (1104, 1),\n",
       "  (1105, 1),\n",
       "  (1106, 1),\n",
       "  (1107, 1),\n",
       "  (1108, 1),\n",
       "  (1109, 1)],\n",
       " [(6, 2),\n",
       "  (7, 1),\n",
       "  (8, 1),\n",
       "  (9, 1),\n",
       "  (10, 1),\n",
       "  (11, 1),\n",
       "  (12, 1),\n",
       "  (13, 1),\n",
       "  (14, 1),\n",
       "  (15, 1),\n",
       "  (16, 1)],\n",
       " [(6, 1), (23, 4), (49, 1), (53, 1), (332, 5), (907, 4)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (453, 1),\n",
       "  (482, 1),\n",
       "  (828, 1),\n",
       "  (1110, 1),\n",
       "  (1111, 1),\n",
       "  (1112, 1),\n",
       "  (1113, 2),\n",
       "  (1114, 1),\n",
       "  (1115, 1),\n",
       "  (1116, 1)],\n",
       " [(6, 1),\n",
       "  (36, 1),\n",
       "  (40, 1),\n",
       "  (179, 1),\n",
       "  (315, 1),\n",
       "  (1117, 1),\n",
       "  (1118, 1),\n",
       "  (1119, 1),\n",
       "  (1120, 1),\n",
       "  (1121, 1),\n",
       "  (1122, 1),\n",
       "  (1123, 1),\n",
       "  (1124, 1),\n",
       "  (1125, 1)],\n",
       " [(6, 2),\n",
       "  (32, 1),\n",
       "  (41, 1),\n",
       "  (270, 1),\n",
       "  (323, 1),\n",
       "  (451, 1),\n",
       "  (643, 1),\n",
       "  (977, 1),\n",
       "  (1044, 1),\n",
       "  (1045, 1),\n",
       "  (1046, 1),\n",
       "  (1047, 1),\n",
       "  (1048, 1),\n",
       "  (1049, 1),\n",
       "  (1050, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (306, 1),\n",
       "  (1007, 1),\n",
       "  (1042, 1),\n",
       "  (1051, 1),\n",
       "  (1052, 1),\n",
       "  (1053, 1),\n",
       "  (1054, 1)],\n",
       " [(6, 2),\n",
       "  (32, 1),\n",
       "  (41, 1),\n",
       "  (270, 1),\n",
       "  (323, 1),\n",
       "  (451, 1),\n",
       "  (643, 1),\n",
       "  (977, 1),\n",
       "  (1044, 1),\n",
       "  (1045, 1),\n",
       "  (1046, 1),\n",
       "  (1047, 1),\n",
       "  (1048, 1),\n",
       "  (1049, 1),\n",
       "  (1050, 1)],\n",
       " [(0, 1),\n",
       "  (531, 1),\n",
       "  (718, 1),\n",
       "  (1126, 1),\n",
       "  (1127, 1),\n",
       "  (1128, 1),\n",
       "  (1129, 1),\n",
       "  (1130, 1),\n",
       "  (1131, 1),\n",
       "  (1132, 1),\n",
       "  (1133, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (306, 1),\n",
       "  (1007, 1),\n",
       "  (1042, 1),\n",
       "  (1051, 1),\n",
       "  (1052, 1),\n",
       "  (1053, 1),\n",
       "  (1054, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (1078, 1),\n",
       "  (1134, 1),\n",
       "  (1135, 1),\n",
       "  (1136, 1),\n",
       "  (1137, 1),\n",
       "  (1138, 1),\n",
       "  (1139, 1),\n",
       "  (1140, 1),\n",
       "  (1141, 1),\n",
       "  (1142, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (306, 1),\n",
       "  (1007, 1),\n",
       "  (1042, 1),\n",
       "  (1051, 1),\n",
       "  (1052, 1),\n",
       "  (1053, 1),\n",
       "  (1054, 1)],\n",
       " [(0, 1), (473, 1), (1143, 1), (1144, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(432, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 3), (669, 1)],\n",
       " [(6, 2),\n",
       "  (163, 1),\n",
       "  (444, 1),\n",
       "  (539, 1),\n",
       "  (545, 1),\n",
       "  (685, 1),\n",
       "  (1039, 1),\n",
       "  (1145, 1),\n",
       "  (1146, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (1147, 1), (1148, 1), (1149, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 5),\n",
       "  (45, 1),\n",
       "  (624, 1),\n",
       "  (1150, 1),\n",
       "  (1151, 1),\n",
       "  (1152, 1),\n",
       "  (1153, 1),\n",
       "  (1154, 1),\n",
       "  (1155, 1),\n",
       "  (1156, 1)],\n",
       " [(6, 2),\n",
       "  (456, 1),\n",
       "  (588, 1),\n",
       "  (706, 1),\n",
       "  (786, 1),\n",
       "  (787, 1),\n",
       "  (788, 1),\n",
       "  (789, 1),\n",
       "  (790, 1),\n",
       "  (791, 1),\n",
       "  (792, 1)],\n",
       " [(6, 3), (669, 1)],\n",
       " [(6, 3), (669, 1)],\n",
       " [(0, 1),\n",
       "  (6, 3),\n",
       "  (281, 1),\n",
       "  (340, 1),\n",
       "  (563, 1),\n",
       "  (895, 1),\n",
       "  (1067, 1),\n",
       "  (1085, 1),\n",
       "  (1157, 1),\n",
       "  (1158, 1),\n",
       "  (1159, 1),\n",
       "  (1160, 1),\n",
       "  (1161, 1),\n",
       "  (1162, 1)],\n",
       " [(83, 1),\n",
       "  (718, 1),\n",
       "  (966, 1),\n",
       "  (1163, 1),\n",
       "  (1164, 1),\n",
       "  (1165, 1),\n",
       "  (1166, 1),\n",
       "  (1167, 1),\n",
       "  (1168, 1),\n",
       "  (1169, 1),\n",
       "  (1170, 1),\n",
       "  (1171, 1)],\n",
       " [(6, 1), (181, 1), (531, 1), (1172, 1), (1173, 1)],\n",
       " [(83, 1),\n",
       "  (718, 1),\n",
       "  (966, 1),\n",
       "  (1163, 1),\n",
       "  (1164, 1),\n",
       "  (1165, 1),\n",
       "  (1166, 1),\n",
       "  (1167, 1),\n",
       "  (1168, 1),\n",
       "  (1169, 1),\n",
       "  (1170, 1),\n",
       "  (1171, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(0, 1),\n",
       "  (119, 1),\n",
       "  (1174, 1),\n",
       "  (1175, 1),\n",
       "  (1176, 1),\n",
       "  (1177, 1),\n",
       "  (1178, 1),\n",
       "  (1179, 1),\n",
       "  (1180, 1),\n",
       "  (1181, 1),\n",
       "  (1182, 1),\n",
       "  (1183, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(0, 1),\n",
       "  (103, 1),\n",
       "  (105, 1),\n",
       "  (313, 1),\n",
       "  (620, 1),\n",
       "  (1184, 1),\n",
       "  (1185, 1),\n",
       "  (1186, 1),\n",
       "  (1187, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(0, 1),\n",
       "  (103, 1),\n",
       "  (105, 1),\n",
       "  (313, 1),\n",
       "  (620, 1),\n",
       "  (1184, 1),\n",
       "  (1185, 1),\n",
       "  (1186, 1),\n",
       "  (1187, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(0, 1),\n",
       "  (103, 1),\n",
       "  (105, 1),\n",
       "  (313, 1),\n",
       "  (620, 1),\n",
       "  (1184, 1),\n",
       "  (1185, 1),\n",
       "  (1186, 1),\n",
       "  (1187, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(353, 1), (432, 1), (548, 1), (549, 1)],\n",
       " [(0, 1),\n",
       "  (103, 1),\n",
       "  (105, 1),\n",
       "  (313, 1),\n",
       "  (620, 1),\n",
       "  (1184, 1),\n",
       "  (1185, 1),\n",
       "  (1186, 1),\n",
       "  (1187, 1)],\n",
       " [(0, 1), (574, 1), (631, 1)],\n",
       " [(6, 1), (45, 2), (611, 1), (1002, 1), (1188, 1), (1189, 1)],\n",
       " [(6, 2),\n",
       "  (11, 1),\n",
       "  (45, 1),\n",
       "  (310, 2),\n",
       "  (345, 1),\n",
       "  (360, 1),\n",
       "  (545, 1),\n",
       "  (643, 1),\n",
       "  (644, 1),\n",
       "  (645, 1),\n",
       "  (646, 1),\n",
       "  (647, 1),\n",
       "  (648, 1),\n",
       "  (649, 1),\n",
       "  (650, 1),\n",
       "  (651, 1),\n",
       "  (652, 1),\n",
       "  (653, 1),\n",
       "  (654, 1),\n",
       "  (655, 1)],\n",
       " [(6, 1),\n",
       "  (20, 1),\n",
       "  (41, 1),\n",
       "  (264, 1),\n",
       "  (655, 1),\n",
       "  (1159, 1),\n",
       "  (1190, 1),\n",
       "  (1191, 1)],\n",
       " [(6, 1), (509, 1), (510, 1), (511, 1), (512, 1), (513, 1), (514, 1)],\n",
       " [(6, 1),\n",
       "  (20, 1),\n",
       "  (41, 1),\n",
       "  (264, 1),\n",
       "  (655, 1),\n",
       "  (1159, 1),\n",
       "  (1190, 1),\n",
       "  (1191, 1)],\n",
       " [(0, 2),\n",
       "  (6, 3),\n",
       "  (305, 1),\n",
       "  (340, 1),\n",
       "  (472, 1),\n",
       "  (1192, 1),\n",
       "  (1193, 1),\n",
       "  (1194, 1),\n",
       "  (1195, 1),\n",
       "  (1196, 1),\n",
       "  (1197, 1),\n",
       "  (1198, 1)],\n",
       " [(40, 1),\n",
       "  (249, 1),\n",
       "  (364, 1),\n",
       "  (453, 1),\n",
       "  (1048, 1),\n",
       "  (1199, 1),\n",
       "  (1200, 1),\n",
       "  (1201, 1),\n",
       "  (1202, 1),\n",
       "  (1203, 1)],\n",
       " [(0, 2),\n",
       "  (6, 2),\n",
       "  (312, 1),\n",
       "  (618, 1),\n",
       "  (1204, 1),\n",
       "  (1205, 1),\n",
       "  (1206, 1),\n",
       "  (1207, 1),\n",
       "  (1208, 1)],\n",
       " [(6, 1),\n",
       "  (20, 1),\n",
       "  (41, 1),\n",
       "  (264, 1),\n",
       "  (655, 1),\n",
       "  (1159, 1),\n",
       "  (1190, 1),\n",
       "  (1191, 1)],\n",
       " [(6, 1),\n",
       "  (100, 1),\n",
       "  (197, 1),\n",
       "  (550, 1),\n",
       "  (973, 1),\n",
       "  (1209, 1),\n",
       "  (1210, 1),\n",
       "  (1211, 1)],\n",
       " [(6, 1),\n",
       "  (67, 1),\n",
       "  (740, 1),\n",
       "  (749, 2),\n",
       "  (1212, 1),\n",
       "  (1213, 1),\n",
       "  (1214, 1),\n",
       "  (1215, 1)],\n",
       " [(6, 5),\n",
       "  (170, 1),\n",
       "  (301, 1),\n",
       "  (456, 2),\n",
       "  (534, 1),\n",
       "  (535, 1),\n",
       "  (860, 1),\n",
       "  (1216, 2),\n",
       "  (1217, 1),\n",
       "  (1218, 1),\n",
       "  (1219, 1),\n",
       "  (1220, 1),\n",
       "  (1221, 1),\n",
       "  (1222, 1),\n",
       "  (1223, 1),\n",
       "  (1224, 1),\n",
       "  (1225, 1),\n",
       "  (1226, 1),\n",
       "  (1227, 1)],\n",
       " [(6, 1),\n",
       "  (20, 1),\n",
       "  (41, 1),\n",
       "  (264, 1),\n",
       "  (655, 1),\n",
       "  (1159, 1),\n",
       "  (1190, 1),\n",
       "  (1191, 1)],\n",
       " [(6, 3), (588, 1), (1228, 1), (1229, 1), (1230, 1)],\n",
       " [(6, 1), (193, 1), (471, 1), (1231, 1), (1232, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 6),\n",
       "  (364, 1),\n",
       "  (1233, 1),\n",
       "  (1234, 1),\n",
       "  (1235, 1),\n",
       "  (1236, 1),\n",
       "  (1237, 1),\n",
       "  (1238, 1),\n",
       "  (1239, 1)],\n",
       " [(6, 2), (224, 1), (1078, 1), (1108, 1), (1240, 1)],\n",
       " [(103, 1), (227, 1), (264, 1), (823, 1), (1241, 1), (1242, 1), (1243, 1)],\n",
       " [(6, 1),\n",
       "  (305, 2),\n",
       "  (1072, 1),\n",
       "  (1137, 1),\n",
       "  (1139, 2),\n",
       "  (1140, 2),\n",
       "  (1244, 1),\n",
       "  (1245, 1),\n",
       "  (1246, 1)],\n",
       " [(6, 2),\n",
       "  (36, 1),\n",
       "  (805, 1),\n",
       "  (955, 1),\n",
       "  (1247, 1),\n",
       "  (1248, 1),\n",
       "  (1249, 1),\n",
       "  (1250, 1),\n",
       "  (1251, 1),\n",
       "  (1252, 1),\n",
       "  (1253, 1)],\n",
       " [(6, 1),\n",
       "  (301, 1),\n",
       "  (1254, 1),\n",
       "  (1255, 1),\n",
       "  (1256, 1),\n",
       "  (1257, 1),\n",
       "  (1258, 1),\n",
       "  (1259, 1),\n",
       "  (1260, 1),\n",
       "  (1261, 1),\n",
       "  (1262, 1),\n",
       "  (1263, 1),\n",
       "  (1264, 1)],\n",
       " [(1265, 1)],\n",
       " [(6, 2), (692, 1), (1030, 1), (1266, 1), (1267, 1), (1268, 1)],\n",
       " [(6, 1),\n",
       "  (33, 1),\n",
       "  (112, 1),\n",
       "  (611, 3),\n",
       "  (1112, 1),\n",
       "  (1269, 1),\n",
       "  (1270, 1),\n",
       "  (1271, 1),\n",
       "  (1272, 1),\n",
       "  (1273, 1)],\n",
       " [(6, 1),\n",
       "  (256, 1),\n",
       "  (377, 1),\n",
       "  (566, 1),\n",
       "  (608, 1),\n",
       "  (794, 2),\n",
       "  (795, 1),\n",
       "  (1194, 1),\n",
       "  (1274, 1),\n",
       "  (1275, 1),\n",
       "  (1276, 1),\n",
       "  (1277, 1),\n",
       "  (1278, 1),\n",
       "  (1279, 1),\n",
       "  (1280, 1),\n",
       "  (1281, 1)],\n",
       " [(6, 1),\n",
       "  (20, 1),\n",
       "  (41, 1),\n",
       "  (264, 1),\n",
       "  (655, 1),\n",
       "  (1159, 1),\n",
       "  (1190, 1),\n",
       "  (1191, 1)],\n",
       " [(6, 1), (476, 1), (1282, 1), (1283, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(18, 1),\n",
       "  (305, 1),\n",
       "  (563, 1),\n",
       "  (795, 1),\n",
       "  (907, 1),\n",
       "  (950, 1),\n",
       "  (1119, 1),\n",
       "  (1217, 1),\n",
       "  (1292, 5),\n",
       "  (1293, 1),\n",
       "  (1294, 1),\n",
       "  (1295, 1),\n",
       "  (1296, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (60, 1),\n",
       "  (1248, 1),\n",
       "  (1265, 1),\n",
       "  (1297, 1),\n",
       "  (1298, 1),\n",
       "  (1299, 1)],\n",
       " [(6, 3),\n",
       "  (20, 1),\n",
       "  (105, 1),\n",
       "  (342, 1),\n",
       "  (687, 1),\n",
       "  (1300, 1),\n",
       "  (1301, 1),\n",
       "  (1302, 1),\n",
       "  (1303, 1),\n",
       "  (1304, 1),\n",
       "  (1305, 1),\n",
       "  (1306, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 1),\n",
       "  (20, 1),\n",
       "  (177, 1),\n",
       "  (426, 1),\n",
       "  (451, 1),\n",
       "  (1159, 1),\n",
       "  (1307, 1),\n",
       "  (1308, 1),\n",
       "  (1309, 1),\n",
       "  (1310, 1),\n",
       "  (1311, 1),\n",
       "  (1312, 1),\n",
       "  (1313, 1)],\n",
       " [(6, 2),\n",
       "  (119, 1),\n",
       "  (871, 1),\n",
       "  (1314, 1),\n",
       "  (1315, 1),\n",
       "  (1316, 1),\n",
       "  (1317, 1),\n",
       "  (1318, 1),\n",
       "  (1319, 1),\n",
       "  (1320, 1),\n",
       "  (1321, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 1), (362, 1), (584, 1), (1322, 1), (1323, 1), (1324, 1)],\n",
       " [(413, 1), (780, 1), (997, 1), (1325, 1), (1326, 1)],\n",
       " [(0, 1), (104, 1), (665, 1), (1327, 1), (1328, 1)],\n",
       " [(6, 1),\n",
       "  (41, 1),\n",
       "  (221, 1),\n",
       "  (264, 1),\n",
       "  (298, 1),\n",
       "  (803, 1),\n",
       "  (808, 1),\n",
       "  (1329, 1),\n",
       "  (1330, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (60, 1),\n",
       "  (1248, 1),\n",
       "  (1265, 1),\n",
       "  (1297, 1),\n",
       "  (1298, 1),\n",
       "  (1299, 1)],\n",
       " [(6, 1),\n",
       "  (105, 1),\n",
       "  (213, 1),\n",
       "  (850, 1),\n",
       "  (937, 1),\n",
       "  (949, 1),\n",
       "  (1087, 1),\n",
       "  (1331, 1),\n",
       "  (1332, 1),\n",
       "  (1333, 2),\n",
       "  (1334, 1),\n",
       "  (1335, 2),\n",
       "  (1336, 1),\n",
       "  (1337, 1),\n",
       "  (1338, 1),\n",
       "  (1339, 1),\n",
       "  (1340, 2)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 3),\n",
       "  (315, 1),\n",
       "  (545, 1),\n",
       "  (597, 1),\n",
       "  (1341, 1),\n",
       "  (1342, 1),\n",
       "  (1343, 1),\n",
       "  (1344, 1)],\n",
       " [(6, 2), (36, 1), (1026, 1), (1345, 1), (1346, 1), (1347, 1)],\n",
       " [(6, 2), (276, 1), (1348, 1), (1349, 1), (1350, 1)],\n",
       " [(6, 2),\n",
       "  (106, 1),\n",
       "  (924, 1),\n",
       "  (996, 1),\n",
       "  (998, 1),\n",
       "  (1104, 1),\n",
       "  (1351, 1),\n",
       "  (1352, 1),\n",
       "  (1353, 1),\n",
       "  (1354, 1),\n",
       "  (1355, 1),\n",
       "  (1356, 1),\n",
       "  (1357, 1),\n",
       "  (1358, 1),\n",
       "  (1359, 1)],\n",
       " [(36, 1),\n",
       "  (80, 1),\n",
       "  (256, 1),\n",
       "  (539, 1),\n",
       "  (618, 1),\n",
       "  (757, 1),\n",
       "  (784, 1),\n",
       "  (1086, 1),\n",
       "  (1360, 1),\n",
       "  (1361, 2),\n",
       "  (1362, 1),\n",
       "  (1363, 1),\n",
       "  (1364, 1),\n",
       "  (1365, 1),\n",
       "  (1366, 1),\n",
       "  (1367, 1)],\n",
       " [(6, 1),\n",
       "  (362, 1),\n",
       "  (762, 1),\n",
       "  (1368, 1),\n",
       "  (1369, 1),\n",
       "  (1370, 1),\n",
       "  (1371, 1),\n",
       "  (1372, 1)],\n",
       " [(112, 1), (153, 1), (1373, 1)],\n",
       " [(6, 1),\n",
       "  (423, 1),\n",
       "  (611, 1),\n",
       "  (985, 1),\n",
       "  (1078, 1),\n",
       "  (1374, 1),\n",
       "  (1375, 1),\n",
       "  (1376, 1),\n",
       "  (1377, 1),\n",
       "  (1378, 1),\n",
       "  (1379, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (352, 1),\n",
       "  (687, 1),\n",
       "  (1012, 1),\n",
       "  (1023, 1),\n",
       "  (1380, 1),\n",
       "  (1381, 1),\n",
       "  (1382, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (352, 1),\n",
       "  (687, 1),\n",
       "  (1012, 1),\n",
       "  (1023, 1),\n",
       "  (1380, 1),\n",
       "  (1381, 1),\n",
       "  (1382, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (352, 1),\n",
       "  (687, 1),\n",
       "  (1012, 1),\n",
       "  (1023, 1),\n",
       "  (1380, 1),\n",
       "  (1381, 1),\n",
       "  (1382, 1)],\n",
       " [(100, 1), (166, 1), (1383, 1), (1384, 1), (1385, 1), (1386, 1)],\n",
       " [(18, 1),\n",
       "  (32, 1),\n",
       "  (36, 1),\n",
       "  (44, 1),\n",
       "  (193, 1),\n",
       "  (307, 1),\n",
       "  (757, 1),\n",
       "  (1041, 1),\n",
       "  (1113, 1),\n",
       "  (1387, 1),\n",
       "  (1388, 1),\n",
       "  (1389, 1),\n",
       "  (1390, 1),\n",
       "  (1391, 1),\n",
       "  (1392, 1),\n",
       "  (1393, 1),\n",
       "  (1394, 5),\n",
       "  (1395, 1),\n",
       "  (1396, 1),\n",
       "  (1397, 1),\n",
       "  (1398, 1),\n",
       "  (1399, 1)],\n",
       " [(6, 4),\n",
       "  (18, 1),\n",
       "  (305, 1),\n",
       "  (413, 1),\n",
       "  (455, 1),\n",
       "  (561, 3),\n",
       "  (638, 1),\n",
       "  (758, 1),\n",
       "  (794, 1),\n",
       "  (1400, 1),\n",
       "  (1401, 1),\n",
       "  (1402, 1),\n",
       "  (1403, 2),\n",
       "  (1404, 1),\n",
       "  (1405, 1),\n",
       "  (1406, 2),\n",
       "  (1407, 1),\n",
       "  (1408, 1),\n",
       "  (1409, 1)],\n",
       " [(6, 5),\n",
       "  (120, 1),\n",
       "  (256, 1),\n",
       "  (493, 1),\n",
       "  (1410, 1),\n",
       "  (1411, 1),\n",
       "  (1412, 1),\n",
       "  (1413, 1),\n",
       "  (1414, 1),\n",
       "  (1415, 1),\n",
       "  (1416, 1)],\n",
       " [(6, 1), (221, 1), (264, 1), (298, 1), (808, 1)],\n",
       " [(6, 5),\n",
       "  (44, 1),\n",
       "  (60, 1),\n",
       "  (475, 1),\n",
       "  (531, 1),\n",
       "  (977, 1),\n",
       "  (1417, 1),\n",
       "  (1418, 1),\n",
       "  (1419, 1),\n",
       "  (1420, 1),\n",
       "  (1421, 1),\n",
       "  (1422, 1),\n",
       "  (1423, 1),\n",
       "  (1424, 1)],\n",
       " [(56, 1),\n",
       "  (213, 1),\n",
       "  (470, 1),\n",
       "  (1334, 1),\n",
       "  (1339, 2),\n",
       "  (1425, 1),\n",
       "  (1426, 1),\n",
       "  (1427, 1)],\n",
       " [(158, 1), (642, 1), (1224, 1), (1428, 1), (1429, 1)],\n",
       " [(56, 1),\n",
       "  (213, 1),\n",
       "  (470, 1),\n",
       "  (1334, 1),\n",
       "  (1339, 2),\n",
       "  (1425, 1),\n",
       "  (1426, 1),\n",
       "  (1427, 1)],\n",
       " [(253, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(995, 1), (1430, 1)],\n",
       " [(995, 1), (1430, 1)],\n",
       " [(995, 1), (1430, 1)],\n",
       " [(6, 1), (100, 1), (656, 1), (657, 1), (658, 1), (659, 1), (660, 1)],\n",
       " [(6, 2), (192, 1), (1010, 1), (1431, 1), (1432, 1), (1433, 1)],\n",
       " [(6, 2), (181, 1), (301, 1), (442, 1), (1434, 1), (1435, 1), (1436, 1)],\n",
       " [(0, 1), (1430, 1), (1437, 1), (1438, 1)],\n",
       " [(6, 1),\n",
       "  (48, 1),\n",
       "  (234, 1),\n",
       "  (552, 1),\n",
       "  (703, 1),\n",
       "  (985, 1),\n",
       "  (1041, 1),\n",
       "  (1439, 1),\n",
       "  (1440, 1),\n",
       "  (1441, 1),\n",
       "  (1442, 1),\n",
       "  (1443, 1),\n",
       "  (1444, 1),\n",
       "  (1445, 1)],\n",
       " [(79, 1),\n",
       "  (87, 1),\n",
       "  (350, 1),\n",
       "  (456, 1),\n",
       "  (574, 1),\n",
       "  (653, 1),\n",
       "  (880, 1),\n",
       "  (922, 1),\n",
       "  (1011, 1),\n",
       "  (1446, 1),\n",
       "  (1447, 1),\n",
       "  (1448, 1),\n",
       "  (1449, 1),\n",
       "  (1450, 1),\n",
       "  (1451, 1),\n",
       "  (1452, 1),\n",
       "  (1453, 1)],\n",
       " [(0, 1),\n",
       "  (1331, 1),\n",
       "  (1336, 1),\n",
       "  (1454, 1),\n",
       "  (1455, 1),\n",
       "  (1456, 1),\n",
       "  (1457, 1),\n",
       "  (1458, 1),\n",
       "  (1459, 1),\n",
       "  (1460, 1)],\n",
       " [(6, 1),\n",
       "  (83, 1),\n",
       "  (456, 1),\n",
       "  (697, 1),\n",
       "  (852, 1),\n",
       "  (932, 1),\n",
       "  (936, 1),\n",
       "  (1461, 1),\n",
       "  (1462, 1)],\n",
       " [(6, 1),\n",
       "  (113, 1),\n",
       "  (478, 1),\n",
       "  (1119, 1),\n",
       "  (1346, 1),\n",
       "  (1463, 1),\n",
       "  (1464, 1),\n",
       "  (1465, 1),\n",
       "  (1466, 1),\n",
       "  (1467, 1),\n",
       "  (1468, 1)],\n",
       " [(6, 1),\n",
       "  (83, 1),\n",
       "  (456, 1),\n",
       "  (697, 1),\n",
       "  (852, 1),\n",
       "  (932, 1),\n",
       "  (936, 1),\n",
       "  (1461, 1),\n",
       "  (1462, 1)],\n",
       " [(306, 1), (665, 1), (1044, 1), (1469, 1), (1470, 1)],\n",
       " [(6, 1),\n",
       "  (25, 1),\n",
       "  (499, 1),\n",
       "  (563, 2),\n",
       "  (1471, 1),\n",
       "  (1472, 2),\n",
       "  (1473, 1),\n",
       "  (1474, 1),\n",
       "  (1475, 1),\n",
       "  (1476, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(306, 1), (665, 1), (1044, 1), (1469, 1), (1470, 1)],\n",
       " [(6, 1),\n",
       "  (794, 2),\n",
       "  (1477, 1),\n",
       "  (1478, 1),\n",
       "  (1479, 1),\n",
       "  (1480, 1),\n",
       "  (1481, 2),\n",
       "  (1482, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(784, 1), (985, 1), (1399, 1), (1483, 1)],\n",
       " [(213, 1),\n",
       "  (568, 1),\n",
       "  (575, 1),\n",
       "  (1373, 1),\n",
       "  (1484, 1),\n",
       "  (1485, 1),\n",
       "  (1486, 1),\n",
       "  (1487, 1)],\n",
       " [(6, 2),\n",
       "  (471, 1),\n",
       "  (584, 1),\n",
       "  (995, 1),\n",
       "  (1488, 1),\n",
       "  (1489, 1),\n",
       "  (1490, 1),\n",
       "  (1491, 1),\n",
       "  (1492, 1),\n",
       "  (1493, 1)],\n",
       " [(6, 1),\n",
       "  (339, 1),\n",
       "  (974, 1),\n",
       "  (1113, 1),\n",
       "  (1494, 1),\n",
       "  (1495, 1),\n",
       "  (1496, 1),\n",
       "  (1497, 1),\n",
       "  (1498, 1),\n",
       "  (1499, 1),\n",
       "  (1500, 1)],\n",
       " [(32, 1), (277, 1), (1009, 1), (1447, 1), (1501, 1)],\n",
       " [(6, 1), (584, 1), (1502, 1), (1503, 1), (1504, 1), (1505, 1)],\n",
       " [(6, 1), (158, 1), (481, 1), (1040, 1), (1224, 1), (1428, 1), (1506, 1)],\n",
       " [(18, 1),\n",
       "  (79, 1),\n",
       "  (391, 2),\n",
       "  (480, 2),\n",
       "  (534, 1),\n",
       "  (950, 1),\n",
       "  (1119, 1),\n",
       "  (1293, 1),\n",
       "  (1440, 1),\n",
       "  (1507, 1),\n",
       "  (1508, 1)],\n",
       " [(6, 1),\n",
       "  (38, 1),\n",
       "  (264, 1),\n",
       "  (404, 1),\n",
       "  (456, 1),\n",
       "  (679, 1),\n",
       "  (924, 1),\n",
       "  (1509, 1),\n",
       "  (1510, 1)],\n",
       " [(582, 1), (1235, 1), (1511, 1), (1512, 1), (1513, 1)],\n",
       " [(6, 1), (158, 1), (481, 1), (1040, 1), (1224, 1), (1428, 1), (1506, 1)],\n",
       " [(0, 1),\n",
       "  (531, 1),\n",
       "  (1514, 1),\n",
       "  (1515, 1),\n",
       "  (1516, 1),\n",
       "  (1517, 1),\n",
       "  (1518, 1),\n",
       "  (1519, 1),\n",
       "  (1520, 1)],\n",
       " [(568, 1), (729, 1), (1521, 1), (1522, 1), (1523, 1), (1524, 1)],\n",
       " [(6, 1), (36, 1), (132, 1), (634, 1), (1525, 1), (1526, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(224, 1), (995, 1), (1333, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (49, 1),\n",
       "  (87, 1),\n",
       "  (145, 1),\n",
       "  (351, 1),\n",
       "  (643, 1),\n",
       "  (1119, 1),\n",
       "  (1527, 1),\n",
       "  (1528, 1),\n",
       "  (1529, 1),\n",
       "  (1530, 1),\n",
       "  (1531, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(0, 2),\n",
       "  (618, 1),\n",
       "  (1183, 1),\n",
       "  (1535, 1),\n",
       "  (1536, 1),\n",
       "  (1537, 1),\n",
       "  (1538, 1),\n",
       "  (1539, 1),\n",
       "  (1540, 1),\n",
       "  (1541, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (49, 1),\n",
       "  (87, 1),\n",
       "  (145, 1),\n",
       "  (351, 1),\n",
       "  (643, 1),\n",
       "  (1119, 1),\n",
       "  (1527, 1),\n",
       "  (1528, 1),\n",
       "  (1529, 1),\n",
       "  (1530, 1),\n",
       "  (1531, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(41, 1), (264, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(0, 1),\n",
       "  (563, 1),\n",
       "  (758, 1),\n",
       "  (895, 1),\n",
       "  (1158, 1),\n",
       "  (1162, 1),\n",
       "  (1333, 1),\n",
       "  (1542, 1),\n",
       "  (1543, 1),\n",
       "  (1544, 1),\n",
       "  (1545, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (602, 1),\n",
       "  (604, 1),\n",
       "  (1546, 1),\n",
       "  (1547, 1),\n",
       "  (1548, 1),\n",
       "  (1549, 1)],\n",
       " [(799, 1),\n",
       "  (977, 1),\n",
       "  (1106, 1),\n",
       "  (1550, 1),\n",
       "  (1551, 1),\n",
       "  (1552, 1),\n",
       "  (1553, 1),\n",
       "  (1554, 1)],\n",
       " [(451, 1), (1555, 1), (1556, 1), (1557, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (93, 1),\n",
       "  (414, 1),\n",
       "  (563, 1),\n",
       "  (634, 1),\n",
       "  (795, 1),\n",
       "  (900, 1),\n",
       "  (1047, 1),\n",
       "  (1315, 1),\n",
       "  (1355, 1),\n",
       "  (1558, 1),\n",
       "  (1559, 1),\n",
       "  (1560, 1),\n",
       "  (1561, 2),\n",
       "  (1562, 1),\n",
       "  (1563, 1)],\n",
       " [(0, 1),\n",
       "  (6, 4),\n",
       "  (36, 1),\n",
       "  (167, 1),\n",
       "  (193, 1),\n",
       "  (977, 1),\n",
       "  (996, 1),\n",
       "  (998, 1),\n",
       "  (1564, 1),\n",
       "  (1565, 1),\n",
       "  (1566, 1),\n",
       "  (1567, 1)],\n",
       " [(6, 2),\n",
       "  (10, 1),\n",
       "  (451, 1),\n",
       "  (767, 1),\n",
       "  (772, 1),\n",
       "  (965, 1),\n",
       "  (1012, 1),\n",
       "  (1451, 1),\n",
       "  (1456, 1),\n",
       "  (1474, 1),\n",
       "  (1535, 1),\n",
       "  (1568, 1),\n",
       "  (1569, 1),\n",
       "  (1570, 1),\n",
       "  (1571, 1),\n",
       "  (1572, 1),\n",
       "  (1573, 1),\n",
       "  (1574, 1),\n",
       "  (1575, 1),\n",
       "  (1576, 1),\n",
       "  (1577, 1)],\n",
       " [(6, 2),\n",
       "  (10, 1),\n",
       "  (451, 1),\n",
       "  (767, 1),\n",
       "  (772, 1),\n",
       "  (965, 1),\n",
       "  (1012, 1),\n",
       "  (1451, 1),\n",
       "  (1456, 1),\n",
       "  (1474, 1),\n",
       "  (1535, 1),\n",
       "  (1568, 1),\n",
       "  (1569, 1),\n",
       "  (1570, 1),\n",
       "  (1571, 1),\n",
       "  (1572, 1),\n",
       "  (1573, 1),\n",
       "  (1574, 1),\n",
       "  (1575, 1),\n",
       "  (1576, 1),\n",
       "  (1577, 1)],\n",
       " [(6, 4), (531, 1), (997, 1), (1389, 1), (1433, 1), (1578, 1), (1579, 1)],\n",
       " [(6, 2),\n",
       "  (10, 1),\n",
       "  (451, 1),\n",
       "  (767, 1),\n",
       "  (772, 1),\n",
       "  (965, 1),\n",
       "  (1012, 1),\n",
       "  (1451, 1),\n",
       "  (1456, 1),\n",
       "  (1474, 1),\n",
       "  (1535, 1),\n",
       "  (1568, 1),\n",
       "  (1569, 1),\n",
       "  (1570, 1),\n",
       "  (1571, 1),\n",
       "  (1572, 1),\n",
       "  (1573, 1),\n",
       "  (1574, 1),\n",
       "  (1575, 1),\n",
       "  (1576, 1),\n",
       "  (1577, 1)],\n",
       " [(6, 2),\n",
       "  (10, 1),\n",
       "  (451, 1),\n",
       "  (767, 1),\n",
       "  (772, 1),\n",
       "  (965, 1),\n",
       "  (1012, 1),\n",
       "  (1451, 1),\n",
       "  (1456, 1),\n",
       "  (1474, 1),\n",
       "  (1535, 1),\n",
       "  (1568, 1),\n",
       "  (1569, 1),\n",
       "  (1570, 1),\n",
       "  (1571, 1),\n",
       "  (1572, 1),\n",
       "  (1573, 1),\n",
       "  (1574, 1),\n",
       "  (1575, 1),\n",
       "  (1576, 1),\n",
       "  (1577, 1)],\n",
       " [(6, 2),\n",
       "  (10, 1),\n",
       "  (451, 1),\n",
       "  (767, 1),\n",
       "  (772, 1),\n",
       "  (965, 1),\n",
       "  (1012, 1),\n",
       "  (1451, 1),\n",
       "  (1456, 1),\n",
       "  (1474, 1),\n",
       "  (1535, 1),\n",
       "  (1568, 1),\n",
       "  (1569, 1),\n",
       "  (1570, 1),\n",
       "  (1571, 1),\n",
       "  (1572, 1),\n",
       "  (1573, 1),\n",
       "  (1574, 1),\n",
       "  (1575, 1),\n",
       "  (1576, 1),\n",
       "  (1577, 1)],\n",
       " [(6, 2),\n",
       "  (10, 1),\n",
       "  (451, 1),\n",
       "  (767, 1),\n",
       "  (772, 1),\n",
       "  (965, 1),\n",
       "  (1012, 1),\n",
       "  (1451, 1),\n",
       "  (1456, 1),\n",
       "  (1474, 1),\n",
       "  (1535, 1),\n",
       "  (1568, 1),\n",
       "  (1569, 1),\n",
       "  (1570, 1),\n",
       "  (1571, 1),\n",
       "  (1572, 1),\n",
       "  (1573, 1),\n",
       "  (1574, 1),\n",
       "  (1575, 1),\n",
       "  (1576, 1),\n",
       "  (1577, 1)],\n",
       " [(6, 2),\n",
       "  (10, 1),\n",
       "  (451, 1),\n",
       "  (767, 1),\n",
       "  (772, 1),\n",
       "  (965, 1),\n",
       "  (1012, 1),\n",
       "  (1451, 1),\n",
       "  (1456, 1),\n",
       "  (1474, 1),\n",
       "  (1535, 1),\n",
       "  (1568, 1),\n",
       "  (1569, 1),\n",
       "  (1570, 1),\n",
       "  (1571, 1),\n",
       "  (1572, 1),\n",
       "  (1573, 1),\n",
       "  (1574, 1),\n",
       "  (1575, 1),\n",
       "  (1576, 1),\n",
       "  (1577, 1)],\n",
       " [(6, 3),\n",
       "  (236, 2),\n",
       "  (1396, 1),\n",
       "  (1535, 1),\n",
       "  (1580, 1),\n",
       "  (1581, 1),\n",
       "  (1582, 1),\n",
       "  (1583, 1),\n",
       "  (1584, 1),\n",
       "  (1585, 1)],\n",
       " [(6, 2),\n",
       "  (107, 1),\n",
       "  (125, 1),\n",
       "  (531, 1),\n",
       "  (545, 1),\n",
       "  (995, 1),\n",
       "  (1116, 1),\n",
       "  (1391, 1)],\n",
       " [(772, 1),\n",
       "  (871, 1),\n",
       "  (1477, 1),\n",
       "  (1479, 1),\n",
       "  (1481, 1),\n",
       "  (1482, 1),\n",
       "  (1586, 1),\n",
       "  (1587, 1),\n",
       "  (1588, 1),\n",
       "  (1589, 1)],\n",
       " [(6, 2), (72, 1), (432, 1), (574, 1), (1590, 1), (1591, 1), (1592, 1)],\n",
       " [(6, 2),\n",
       "  (107, 1),\n",
       "  (125, 1),\n",
       "  (531, 1),\n",
       "  (545, 1),\n",
       "  (995, 1),\n",
       "  (1116, 1),\n",
       "  (1391, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (49, 1),\n",
       "  (87, 1),\n",
       "  (145, 1),\n",
       "  (351, 1),\n",
       "  (643, 1),\n",
       "  (1119, 1),\n",
       "  (1527, 1),\n",
       "  (1528, 1),\n",
       "  (1529, 1),\n",
       "  (1530, 1),\n",
       "  (1531, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (49, 1),\n",
       "  (87, 1),\n",
       "  (145, 1),\n",
       "  (351, 1),\n",
       "  (643, 1),\n",
       "  (1119, 1),\n",
       "  (1527, 1),\n",
       "  (1528, 1),\n",
       "  (1529, 1),\n",
       "  (1530, 1),\n",
       "  (1531, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(29, 1), (41, 2), (123, 1), (860, 1), (1593, 1), (1594, 1), (1595, 1)],\n",
       " [(6, 3),\n",
       "  (36, 1),\n",
       "  (145, 1),\n",
       "  (245, 1),\n",
       "  (362, 1),\n",
       "  (424, 1),\n",
       "  (493, 1),\n",
       "  (534, 1),\n",
       "  (712, 1),\n",
       "  (762, 1),\n",
       "  (895, 1),\n",
       "  (905, 1),\n",
       "  (1234, 1),\n",
       "  (1340, 1),\n",
       "  (1411, 1),\n",
       "  (1596, 1),\n",
       "  (1597, 1),\n",
       "  (1598, 1),\n",
       "  (1599, 1),\n",
       "  (1600, 1),\n",
       "  (1601, 1),\n",
       "  (1602, 1),\n",
       "  (1603, 1),\n",
       "  (1604, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (83, 1),\n",
       "  (125, 1),\n",
       "  (723, 1),\n",
       "  (1116, 1),\n",
       "  (1605, 1),\n",
       "  (1606, 1),\n",
       "  (1607, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (276, 1),\n",
       "  (899, 1),\n",
       "  (903, 1),\n",
       "  (1608, 1),\n",
       "  (1609, 1),\n",
       "  (1610, 1),\n",
       "  (1611, 1),\n",
       "  (1612, 1)],\n",
       " [(6, 4),\n",
       "  (11, 1),\n",
       "  (129, 1),\n",
       "  (538, 1),\n",
       "  (1375, 1),\n",
       "  (1415, 1),\n",
       "  (1613, 1),\n",
       "  (1614, 1),\n",
       "  (1615, 1),\n",
       "  (1616, 1),\n",
       "  (1617, 1),\n",
       "  (1618, 1),\n",
       "  (1619, 1),\n",
       "  (1620, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (227, 1),\n",
       "  (1065, 1),\n",
       "  (1139, 1),\n",
       "  (1140, 1),\n",
       "  (1621, 1),\n",
       "  (1622, 1),\n",
       "  (1623, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (43, 1), (1624, 1), (1625, 1)],\n",
       " [(6, 1), (1626, 1), (1627, 1), (1628, 1), (1629, 1)],\n",
       " [(6, 2), (244, 1), (350, 1), (1630, 1), (1631, 1), (1632, 1)],\n",
       " [(0, 2),\n",
       "  (6, 1),\n",
       "  (103, 1),\n",
       "  (999, 1),\n",
       "  (1633, 1),\n",
       "  (1634, 1),\n",
       "  (1635, 1),\n",
       "  (1636, 1),\n",
       "  (1637, 1),\n",
       "  (1638, 1),\n",
       "  (1639, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(483, 1), (613, 1), (1423, 1), (1595, 1), (1640, 1), (1641, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 3), (745, 1), (1418, 1), (1419, 2), (1642, 1), (1643, 1)],\n",
       " [(6, 1),\n",
       "  (31, 1),\n",
       "  (32, 1),\n",
       "  (33, 1),\n",
       "  (34, 1),\n",
       "  (35, 1),\n",
       "  (36, 1),\n",
       "  (37, 1),\n",
       "  (38, 1),\n",
       "  (39, 1),\n",
       "  (40, 1)],\n",
       " [(6, 2), (181, 1), (976, 1), (1423, 1), (1644, 1), (1645, 1)],\n",
       " [(6, 3),\n",
       "  (213, 1),\n",
       "  (345, 1),\n",
       "  (1069, 2),\n",
       "  (1646, 1),\n",
       "  (1647, 1),\n",
       "  (1648, 1),\n",
       "  (1649, 1),\n",
       "  (1650, 1)],\n",
       " [(6, 2),\n",
       "  (456, 1),\n",
       "  (588, 1),\n",
       "  (706, 1),\n",
       "  (786, 1),\n",
       "  (787, 1),\n",
       "  (788, 1),\n",
       "  (789, 1),\n",
       "  (790, 1),\n",
       "  (791, 1),\n",
       "  (792, 1)],\n",
       " [(224, 1), (995, 1), (1333, 1)],\n",
       " [(18, 1), (432, 1), (895, 1), (1651, 1)],\n",
       " [(6, 4),\n",
       "  (41, 1),\n",
       "  (45, 1),\n",
       "  (227, 1),\n",
       "  (264, 2),\n",
       "  (750, 1),\n",
       "  (757, 1),\n",
       "  (1284, 1),\n",
       "  (1285, 1),\n",
       "  (1286, 1),\n",
       "  (1287, 1),\n",
       "  (1288, 1),\n",
       "  (1289, 1),\n",
       "  (1290, 1),\n",
       "  (1291, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(29, 1), (41, 2), (123, 1), (860, 1), (1593, 1), (1594, 1), (1595, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(18, 1),\n",
       "  (20, 1),\n",
       "  (36, 1),\n",
       "  (72, 1),\n",
       "  (568, 1),\n",
       "  (794, 1),\n",
       "  (1326, 1),\n",
       "  (1452, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(6, 3), (234, 1), (1393, 1), (1532, 1), (1533, 1), (1534, 1)],\n",
       " [(29, 1), (41, 2), (123, 1), (860, 1), (1593, 1), (1594, 1), (1595, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (276, 1),\n",
       "  (899, 1),\n",
       "  (903, 1),\n",
       "  (1608, 1),\n",
       "  (1609, 1),\n",
       "  (1610, 1),\n",
       "  (1611, 1),\n",
       "  (1612, 1)],\n",
       " [(29, 1), (41, 2), (123, 1), (860, 1), (1593, 1), (1594, 1), (1595, 1)],\n",
       " [(6, 1),\n",
       "  (48, 1),\n",
       "  (234, 1),\n",
       "  (552, 1),\n",
       "  (703, 1),\n",
       "  (985, 1),\n",
       "  (1041, 1),\n",
       "  (1439, 1),\n",
       "  (1440, 1),\n",
       "  (1441, 1),\n",
       "  (1442, 1),\n",
       "  (1443, 1),\n",
       "  (1444, 1),\n",
       "  (1445, 1)],\n",
       " [(103, 1), (129, 1), (264, 1), (553, 1), (1652, 1)],\n",
       " [(234, 2),\n",
       "  (611, 1),\n",
       "  (666, 1),\n",
       "  (675, 1),\n",
       "  (688, 1),\n",
       "  (934, 1),\n",
       "  (996, 1),\n",
       "  (997, 1),\n",
       "  (998, 1),\n",
       "  (1116, 1),\n",
       "  (1320, 1),\n",
       "  (1494, 1),\n",
       "  (1653, 1),\n",
       "  (1654, 2),\n",
       "  (1655, 1),\n",
       "  (1656, 1),\n",
       "  (1657, 1),\n",
       "  (1658, 2),\n",
       "  (1659, 1)],\n",
       " [(6, 2),\n",
       "  (11, 1),\n",
       "  (45, 1),\n",
       "  (310, 2),\n",
       "  (345, 1),\n",
       "  (360, 1),\n",
       "  (545, 1),\n",
       "  (643, 1),\n",
       "  (644, 1),\n",
       "  (645, 1),\n",
       "  (646, 1),\n",
       "  (647, 1),\n",
       "  (648, 1),\n",
       "  (649, 1),\n",
       "  (650, 1),\n",
       "  (651, 1),\n",
       "  (652, 1),\n",
       "  (653, 1),\n",
       "  (654, 1),\n",
       "  (655, 1)],\n",
       " [(0, 2),\n",
       "  (6, 1),\n",
       "  (1660, 1),\n",
       "  (1661, 1),\n",
       "  (1662, 1),\n",
       "  (1663, 2),\n",
       "  (1664, 1),\n",
       "  (1665, 1),\n",
       "  (1666, 1),\n",
       "  (1667, 1)],\n",
       " [(906, 1), (1041, 1), (1668, 1), (1669, 1), (1670, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(71, 1), (87, 1), (545, 1), (741, 1), (742, 1), (743, 1), (744, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(721, 1), (1389, 1), (1674, 1), (1675, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(30, 1),\n",
       "  (36, 1),\n",
       "  (83, 1),\n",
       "  (132, 1),\n",
       "  (306, 1),\n",
       "  (784, 1),\n",
       "  (1009, 1),\n",
       "  (1240, 1),\n",
       "  (1360, 1),\n",
       "  (1671, 1),\n",
       "  (1672, 1),\n",
       "  (1673, 1)],\n",
       " [(632, 1), (1357, 1), (1676, 1), (1677, 1), (1678, 1), (1679, 1), (1680, 1)],\n",
       " [(6, 1),\n",
       "  (183, 1),\n",
       "  (1118, 1),\n",
       "  (1681, 1),\n",
       "  (1682, 1),\n",
       "  (1683, 1),\n",
       "  (1684, 1),\n",
       "  (1685, 1),\n",
       "  (1686, 1),\n",
       "  (1687, 2),\n",
       "  (1688, 1),\n",
       "  (1689, 1),\n",
       "  (1690, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(106, 1),\n",
       "  (256, 1),\n",
       "  (757, 1),\n",
       "  (965, 1),\n",
       "  (1310, 1),\n",
       "  (1388, 1),\n",
       "  (1691, 1),\n",
       "  (1692, 1),\n",
       "  (1693, 1),\n",
       "  (1694, 1),\n",
       "  (1695, 1),\n",
       "  (1696, 1),\n",
       "  (1697, 1),\n",
       "  (1698, 1),\n",
       "  (1699, 1)],\n",
       " [(6, 3), (20, 1), (46, 1), (1159, 1), (1553, 1), (1700, 1), (1701, 1)],\n",
       " [(664, 1), (1644, 1), (1702, 1), (1703, 1), (1704, 1)],\n",
       " [(0, 1),\n",
       "  (616, 2),\n",
       "  (1705, 1),\n",
       "  (1706, 1),\n",
       "  (1707, 1),\n",
       "  (1708, 1),\n",
       "  (1709, 1),\n",
       "  (1710, 1),\n",
       "  (1711, 1),\n",
       "  (1712, 1),\n",
       "  (1713, 1),\n",
       "  (1714, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 1), (889, 1), (1715, 1), (1716, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(392, 1), (1154, 1), (1717, 1), (1718, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(392, 1), (1154, 1), (1717, 1), (1718, 1)],\n",
       " [(6, 2), (193, 1), (1152, 1), (1719, 1), (1720, 1)],\n",
       " [(1721, 1),\n",
       "  (1722, 1),\n",
       "  (1723, 1),\n",
       "  (1724, 1),\n",
       "  (1725, 1),\n",
       "  (1726, 1),\n",
       "  (1727, 1),\n",
       "  (1728, 1),\n",
       "  (1729, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (6, 3),\n",
       "  (1258, 1),\n",
       "  (1711, 1),\n",
       "  (1730, 1),\n",
       "  (1731, 1),\n",
       "  (1732, 1),\n",
       "  (1733, 1)],\n",
       " [(18, 1),\n",
       "  (103, 1),\n",
       "  (145, 1),\n",
       "  (977, 1),\n",
       "  (1041, 1),\n",
       "  (1238, 1),\n",
       "  (1250, 1),\n",
       "  (1306, 1),\n",
       "  (1344, 1),\n",
       "  (1734, 1),\n",
       "  (1735, 1),\n",
       "  (1736, 1),\n",
       "  (1737, 1)],\n",
       " [(0, 2),\n",
       "  (608, 1),\n",
       "  (665, 1),\n",
       "  (719, 1),\n",
       "  (1085, 1),\n",
       "  (1738, 1),\n",
       "  (1739, 1),\n",
       "  (1740, 1),\n",
       "  (1741, 1),\n",
       "  (1742, 1),\n",
       "  (1743, 1),\n",
       "  (1744, 1),\n",
       "  (1745, 1),\n",
       "  (1746, 1)],\n",
       " [(72, 1),\n",
       "  (209, 1),\n",
       "  (706, 1),\n",
       "  (1747, 1),\n",
       "  (1748, 1),\n",
       "  (1749, 1),\n",
       "  (1750, 1),\n",
       "  (1751, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (36, 1),\n",
       "  (480, 2),\n",
       "  (531, 1),\n",
       "  (712, 1),\n",
       "  (1752, 1),\n",
       "  (1753, 1),\n",
       "  (1754, 1),\n",
       "  (1755, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (478, 1), (545, 1), (634, 1), (1389, 1), (1756, 1), (1757, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (747, 1),\n",
       "  (784, 1),\n",
       "  (889, 1),\n",
       "  (1758, 1),\n",
       "  (1759, 1),\n",
       "  (1760, 1),\n",
       "  (1761, 1)],\n",
       " [(41, 1), (45, 1), (285, 1), (608, 1), (1072, 1), (1762, 1)],\n",
       " [(6, 1), (312, 1), (560, 1), (1085, 1), (1763, 1), (1764, 1), (1765, 1)],\n",
       " [(451, 1),\n",
       "  (1010, 1),\n",
       "  (1051, 1),\n",
       "  (1766, 1),\n",
       "  (1767, 1),\n",
       "  (1768, 1),\n",
       "  (1769, 1),\n",
       "  (1770, 1)],\n",
       " [(6, 1),\n",
       "  (235, 1),\n",
       "  (1242, 1),\n",
       "  (1526, 1),\n",
       "  (1771, 1),\n",
       "  (1772, 1),\n",
       "  (1773, 1),\n",
       "  (1774, 1),\n",
       "  (1775, 1),\n",
       "  (1776, 1),\n",
       "  (1777, 1),\n",
       "  (1778, 1),\n",
       "  (1779, 1)],\n",
       " [(6, 5),\n",
       "  (54, 1),\n",
       "  (773, 1),\n",
       "  (774, 1),\n",
       "  (775, 1),\n",
       "  (776, 1),\n",
       "  (777, 1),\n",
       "  (778, 1),\n",
       "  (779, 1),\n",
       "  (780, 1),\n",
       "  (781, 1),\n",
       "  (782, 1),\n",
       "  (783, 1)],\n",
       " [(0, 1), (6, 3), (995, 1), (1780, 1), (1781, 1), (1782, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2),\n",
       "  (338, 1),\n",
       "  (451, 1),\n",
       "  (1343, 1),\n",
       "  (1553, 1),\n",
       "  (1783, 1),\n",
       "  (1784, 1),\n",
       "  (1785, 1),\n",
       "  (1786, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1), (432, 1), (664, 1), (1371, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (1787, 1), (1788, 1), (1789, 1), (1790, 1)],\n",
       " [(0, 1), (6, 1), (1791, 1), (1792, 1), (1793, 1), (1794, 1), (1795, 1)],\n",
       " [(0, 1), (1374, 1), (1796, 1), (1797, 1), (1798, 1), (1799, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 1),\n",
       "  (281, 1),\n",
       "  (332, 1),\n",
       "  (389, 1),\n",
       "  (532, 1),\n",
       "  (997, 1),\n",
       "  (1188, 1),\n",
       "  (1800, 1),\n",
       "  (1801, 1),\n",
       "  (1802, 1),\n",
       "  (1803, 1)],\n",
       " [(103, 1), (591, 1), (970, 1), (1804, 1), (1805, 1)],\n",
       " [(6, 1),\n",
       "  (261, 2),\n",
       "  (352, 1),\n",
       "  (974, 1),\n",
       "  (1192, 1),\n",
       "  (1239, 2),\n",
       "  (1806, 1),\n",
       "  (1807, 1),\n",
       "  (1808, 1),\n",
       "  (1809, 1),\n",
       "  (1810, 1),\n",
       "  (1811, 1),\n",
       "  (1812, 1),\n",
       "  (1813, 1)],\n",
       " [(103, 1), (591, 1), (970, 1), (1804, 1), (1805, 1)],\n",
       " [(103, 1), (591, 1), (970, 1), (1804, 1), (1805, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 7),\n",
       "  (310, 1),\n",
       "  (1814, 1),\n",
       "  (1815, 1),\n",
       "  (1816, 1),\n",
       "  (1817, 1),\n",
       "  (1818, 2),\n",
       "  (1819, 1),\n",
       "  (1820, 1),\n",
       "  (1821, 1),\n",
       "  (1822, 1),\n",
       "  (1823, 1),\n",
       "  (1824, 1),\n",
       "  (1825, 1)],\n",
       " [(6, 2),\n",
       "  (21, 1),\n",
       "  (72, 1),\n",
       "  (151, 1),\n",
       "  (152, 1),\n",
       "  (360, 1),\n",
       "  (665, 1),\n",
       "  (1600, 1),\n",
       "  (1826, 1),\n",
       "  (1827, 1),\n",
       "  (1828, 1)],\n",
       " [(6, 1),\n",
       "  (560, 1),\n",
       "  (1763, 1),\n",
       "  (1829, 1),\n",
       "  (1830, 1),\n",
       "  (1831, 1),\n",
       "  (1832, 1),\n",
       "  (1833, 1),\n",
       "  (1834, 1),\n",
       "  (1835, 1),\n",
       "  (1836, 2),\n",
       "  (1837, 1)],\n",
       " [(6, 1),\n",
       "  (87, 1),\n",
       "  (104, 1),\n",
       "  (305, 1),\n",
       "  (314, 1),\n",
       "  (423, 1),\n",
       "  (904, 1),\n",
       "  (1838, 1),\n",
       "  (1839, 1),\n",
       "  (1840, 1)],\n",
       " [(41, 1), (120, 1), (639, 1), (640, 1), (641, 1), (642, 1), (643, 1)],\n",
       " [(1841, 1), (1842, 1), (1843, 1)],\n",
       " [(0, 2),\n",
       "  (6, 5),\n",
       "  (15, 1),\n",
       "  (281, 1),\n",
       "  (591, 1),\n",
       "  (626, 1),\n",
       "  (1844, 1),\n",
       "  (1845, 1),\n",
       "  (1846, 1),\n",
       "  (1847, 1),\n",
       "  (1848, 1),\n",
       "  (1849, 1),\n",
       "  (1850, 1),\n",
       "  (1851, 1),\n",
       "  (1852, 1),\n",
       "  (1853, 1),\n",
       "  (1854, 1),\n",
       "  (1855, 1),\n",
       "  (1856, 1),\n",
       "  (1857, 1),\n",
       "  (1858, 1),\n",
       "  (1859, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(1078, 1), (1241, 1)],\n",
       " [(6, 2),\n",
       "  (18, 1),\n",
       "  (23, 1),\n",
       "  (276, 1),\n",
       "  (339, 1),\n",
       "  (341, 1),\n",
       "  (563, 1),\n",
       "  (1860, 1),\n",
       "  (1861, 1),\n",
       "  (1862, 1),\n",
       "  (1863, 1),\n",
       "  (1864, 1),\n",
       "  (1865, 1),\n",
       "  (1866, 1),\n",
       "  (1867, 1)],\n",
       " [(451, 1),\n",
       "  (1010, 1),\n",
       "  (1051, 1),\n",
       "  (1766, 1),\n",
       "  (1767, 1),\n",
       "  (1768, 1),\n",
       "  (1769, 1),\n",
       "  (1770, 1)],\n",
       " [(451, 1),\n",
       "  (1010, 1),\n",
       "  (1051, 1),\n",
       "  (1766, 1),\n",
       "  (1767, 1),\n",
       "  (1768, 1),\n",
       "  (1769, 1),\n",
       "  (1770, 1)],\n",
       " [(6, 2),\n",
       "  (1224, 1),\n",
       "  (1362, 1),\n",
       "  (1868, 1),\n",
       "  (1869, 1),\n",
       "  (1870, 1),\n",
       "  (1871, 1),\n",
       "  (1872, 1),\n",
       "  (1873, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(451, 1),\n",
       "  (1010, 1),\n",
       "  (1051, 1),\n",
       "  (1766, 1),\n",
       "  (1767, 1),\n",
       "  (1768, 1),\n",
       "  (1769, 1),\n",
       "  (1770, 1)],\n",
       " [(81, 1), (251, 1), (807, 1), (1874, 1), (1875, 1), (1876, 1), (1877, 1)],\n",
       " [(0, 1),\n",
       "  (6, 4),\n",
       "  (897, 1),\n",
       "  (1482, 1),\n",
       "  (1878, 1),\n",
       "  (1879, 1),\n",
       "  (1880, 1),\n",
       "  (1881, 1),\n",
       "  (1882, 1)],\n",
       " [(36, 1),\n",
       "  (149, 1),\n",
       "  (709, 1),\n",
       "  (1250, 1),\n",
       "  (1804, 1),\n",
       "  (1883, 1),\n",
       "  (1884, 1),\n",
       "  (1885, 1)],\n",
       " [(0, 1),\n",
       "  (6, 4),\n",
       "  (897, 1),\n",
       "  (1482, 1),\n",
       "  (1878, 1),\n",
       "  (1879, 1),\n",
       "  (1880, 1),\n",
       "  (1881, 1),\n",
       "  (1882, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (591, 1),\n",
       "  (1078, 1),\n",
       "  (1711, 1),\n",
       "  (1886, 1),\n",
       "  (1887, 1),\n",
       "  (1888, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(81, 1), (251, 1), (807, 1), (1874, 1), (1875, 1), (1876, 1), (1877, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (16, 1), (181, 1), (1889, 1)],\n",
       " [(0, 1),\n",
       "  (6, 4),\n",
       "  (897, 1),\n",
       "  (1482, 1),\n",
       "  (1878, 1),\n",
       "  (1879, 1),\n",
       "  (1880, 1),\n",
       "  (1881, 1),\n",
       "  (1882, 1)],\n",
       " [(54, 1),\n",
       "  (83, 1),\n",
       "  (574, 1),\n",
       "  (638, 1),\n",
       "  (655, 1),\n",
       "  (747, 2),\n",
       "  (889, 1),\n",
       "  (1015, 1),\n",
       "  (1398, 1),\n",
       "  (1432, 1),\n",
       "  (1711, 1),\n",
       "  (1890, 1),\n",
       "  (1891, 1),\n",
       "  (1892, 1),\n",
       "  (1893, 1),\n",
       "  (1894, 1),\n",
       "  (1895, 1),\n",
       "  (1896, 1)],\n",
       " [(0, 1), (104, 1), (1325, 1), (1897, 1), (1898, 1), (1899, 1), (1900, 1)],\n",
       " [(6, 2),\n",
       "  (29, 1),\n",
       "  (305, 2),\n",
       "  (391, 1),\n",
       "  (563, 1),\n",
       "  (795, 2),\n",
       "  (1072, 1),\n",
       "  (1154, 1),\n",
       "  (1217, 1),\n",
       "  (1689, 1),\n",
       "  (1901, 1),\n",
       "  (1902, 1),\n",
       "  (1903, 1),\n",
       "  (1904, 1),\n",
       "  (1905, 1)],\n",
       " [(87, 1),\n",
       "  (329, 1),\n",
       "  (334, 2),\n",
       "  (925, 1),\n",
       "  (977, 1),\n",
       "  (1233, 1),\n",
       "  (1885, 1),\n",
       "  (1906, 1),\n",
       "  (1907, 2),\n",
       "  (1908, 1)],\n",
       " [(224, 1), (548, 1), (1804, 1), (1909, 1)],\n",
       " [(6, 1),\n",
       "  (360, 1),\n",
       "  (493, 1),\n",
       "  (545, 1),\n",
       "  (1275, 1),\n",
       "  (1650, 1),\n",
       "  (1804, 1),\n",
       "  (1875, 1),\n",
       "  (1910, 1),\n",
       "  (1911, 1),\n",
       "  (1912, 1),\n",
       "  (1913, 1),\n",
       "  (1914, 1)],\n",
       " [(0, 1), (1915, 1), (1916, 1), (1917, 1), (1918, 1), (1919, 1)],\n",
       " [(6, 1), (970, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(0, 1),\n",
       "  (103, 1),\n",
       "  (105, 1),\n",
       "  (313, 1),\n",
       "  (620, 1),\n",
       "  (1184, 1),\n",
       "  (1185, 1),\n",
       "  (1186, 1),\n",
       "  (1922, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(213, 1),\n",
       "  (482, 1),\n",
       "  (985, 1),\n",
       "  (1679, 1),\n",
       "  (1758, 1),\n",
       "  (1923, 1),\n",
       "  (1924, 1),\n",
       "  (1925, 1),\n",
       "  (1926, 1)],\n",
       " [(6, 1),\n",
       "  (103, 1),\n",
       "  (119, 1),\n",
       "  (264, 1),\n",
       "  (733, 1),\n",
       "  (966, 1),\n",
       "  (1468, 1),\n",
       "  (1927, 1),\n",
       "  (1928, 1),\n",
       "  (1929, 1),\n",
       "  (1930, 1),\n",
       "  (1931, 1)],\n",
       " [(362, 1),\n",
       "  (602, 1),\n",
       "  (877, 1),\n",
       "  (918, 1),\n",
       "  (1674, 1),\n",
       "  (1932, 1),\n",
       "  (1933, 1),\n",
       "  (1934, 1),\n",
       "  (1935, 1),\n",
       "  (1936, 1),\n",
       "  (1937, 1),\n",
       "  (1938, 1),\n",
       "  (1939, 1)],\n",
       " [(6, 1),\n",
       "  (11, 1),\n",
       "  (94, 1),\n",
       "  (108, 1),\n",
       "  (125, 1),\n",
       "  (566, 1),\n",
       "  (1235, 1),\n",
       "  (1940, 1)],\n",
       " [(6, 1),\n",
       "  (103, 1),\n",
       "  (119, 1),\n",
       "  (264, 1),\n",
       "  (733, 1),\n",
       "  (966, 1),\n",
       "  (1468, 1),\n",
       "  (1927, 1),\n",
       "  (1928, 1),\n",
       "  (1929, 1),\n",
       "  (1930, 1),\n",
       "  (1931, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(1941, 1), (1942, 1), (1943, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (729, 1), (1944, 1)],\n",
       " [(6, 1),\n",
       "  (103, 1),\n",
       "  (119, 1),\n",
       "  (264, 1),\n",
       "  (733, 1),\n",
       "  (966, 1),\n",
       "  (1468, 1),\n",
       "  (1927, 1),\n",
       "  (1928, 1),\n",
       "  (1929, 1),\n",
       "  (1930, 1),\n",
       "  (1931, 1)],\n",
       " [(6, 4),\n",
       "  (87, 1),\n",
       "  (545, 1),\n",
       "  (1884, 1),\n",
       "  (1945, 1),\n",
       "  (1946, 1),\n",
       "  (1947, 1),\n",
       "  (1948, 1)],\n",
       " [(832, 1), (1949, 1), (1950, 1), (1951, 1), (1952, 1)],\n",
       " [(832, 1), (1949, 1), (1950, 1), (1951, 1), (1952, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (60, 1),\n",
       "  (188, 1),\n",
       "  (204, 1),\n",
       "  (491, 1),\n",
       "  (1953, 1),\n",
       "  (1954, 1),\n",
       "  (1955, 1),\n",
       "  (1956, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (60, 1),\n",
       "  (188, 1),\n",
       "  (204, 1),\n",
       "  (491, 1),\n",
       "  (1953, 1),\n",
       "  (1954, 1),\n",
       "  (1955, 1),\n",
       "  (1956, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(6, 2), (391, 1), (1957, 1), (1958, 1), (1959, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(6, 3),\n",
       "  (740, 1),\n",
       "  (1138, 1),\n",
       "  (1868, 1),\n",
       "  (1960, 1),\n",
       "  (1961, 1),\n",
       "  (1962, 1),\n",
       "  (1963, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(40, 1), (72, 1), (1027, 1), (1964, 1)],\n",
       " [(36, 1),\n",
       "  (761, 1),\n",
       "  (1133, 1),\n",
       "  (1326, 1),\n",
       "  (1608, 1),\n",
       "  (1965, 1),\n",
       "  (1966, 1),\n",
       "  (1967, 1),\n",
       "  (1968, 1),\n",
       "  (1969, 1),\n",
       "  (1970, 1),\n",
       "  (1971, 1)],\n",
       " [(6, 1), (100, 1), (656, 1), (657, 1), (658, 1), (659, 1), (660, 1)],\n",
       " [(100, 1), (103, 1), (264, 1), (1972, 1)],\n",
       " [(1241, 1), (1381, 1), (1531, 1), (1973, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(6, 1),\n",
       "  (125, 1),\n",
       "  (413, 1),\n",
       "  (480, 1),\n",
       "  (502, 1),\n",
       "  (749, 1),\n",
       "  (1025, 1),\n",
       "  (1120, 1),\n",
       "  (1711, 1),\n",
       "  (1974, 1),\n",
       "  (1975, 1)],\n",
       " [(6, 1),\n",
       "  (145, 1),\n",
       "  (1266, 1),\n",
       "  (1976, 1),\n",
       "  (1977, 1),\n",
       "  (1978, 1),\n",
       "  (1979, 1),\n",
       "  (1980, 1),\n",
       "  (1981, 1),\n",
       "  (1982, 1),\n",
       "  (1983, 1),\n",
       "  (1984, 1),\n",
       "  (1985, 1),\n",
       "  (1986, 1),\n",
       "  (1987, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(6, 1),\n",
       "  (296, 1),\n",
       "  (499, 1),\n",
       "  (532, 1),\n",
       "  (533, 1),\n",
       "  (534, 1),\n",
       "  (535, 1),\n",
       "  (536, 1)],\n",
       " [(1988, 1), (1989, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(0, 1), (1990, 1), (1991, 1), (1992, 1)],\n",
       " [(531, 1), (691, 1), (1920, 1), (1921, 1)],\n",
       " [(6, 4),\n",
       "  (87, 1),\n",
       "  (545, 1),\n",
       "  (1884, 1),\n",
       "  (1945, 1),\n",
       "  (1946, 1),\n",
       "  (1947, 1),\n",
       "  (1948, 1)],\n",
       " [(0, 1), (6, 1), (298, 1), (767, 1), (1993, 1), (1994, 1), (1995, 1)],\n",
       " [(125, 1), (301, 1), (1399, 1), (1996, 1)],\n",
       " [(0, 1), (389, 1), (597, 1), (1997, 1), (1998, 1), (1999, 1), (2000, 1)],\n",
       " [(6, 4),\n",
       "  (132, 1),\n",
       "  (368, 1),\n",
       "  (1711, 1),\n",
       "  (1812, 2),\n",
       "  (2001, 1),\n",
       "  (2002, 1),\n",
       "  (2003, 1),\n",
       "  (2004, 1),\n",
       "  (2005, 1),\n",
       "  (2006, 1),\n",
       "  (2007, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(575, 1), (1112, 1), (1401, 1), (1497, 1), (2011, 1), (2012, 1), (2013, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(244, 1),\n",
       "  (960, 1),\n",
       "  (1515, 1),\n",
       "  (2014, 1),\n",
       "  (2015, 1),\n",
       "  (2016, 1),\n",
       "  (2017, 1),\n",
       "  (2018, 1),\n",
       "  (2019, 1),\n",
       "  (2020, 1),\n",
       "  (2021, 1)],\n",
       " [(6, 4),\n",
       "  (132, 1),\n",
       "  (368, 1),\n",
       "  (1711, 1),\n",
       "  (1812, 2),\n",
       "  (2001, 1),\n",
       "  (2002, 1),\n",
       "  (2003, 1),\n",
       "  (2004, 1),\n",
       "  (2005, 1),\n",
       "  (2006, 1),\n",
       "  (2007, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (889, 1), (1715, 1), (1716, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(1245, 1), (2022, 1), (2023, 1), (2024, 1), (2025, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(30, 1),\n",
       "  (244, 1),\n",
       "  (531, 1),\n",
       "  (597, 1),\n",
       "  (970, 1),\n",
       "  (1388, 1),\n",
       "  (1423, 1),\n",
       "  (1672, 1),\n",
       "  (2026, 1),\n",
       "  (2027, 1),\n",
       "  (2028, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(0, 1), (298, 1), (1373, 1), (2029, 1), (2030, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (418, 1),\n",
       "  (419, 1),\n",
       "  (422, 1),\n",
       "  (423, 1),\n",
       "  (456, 1),\n",
       "  (564, 1),\n",
       "  (612, 1),\n",
       "  (865, 1),\n",
       "  (866, 1),\n",
       "  (1283, 1),\n",
       "  (1308, 1),\n",
       "  (1355, 1),\n",
       "  (1560, 1),\n",
       "  (1906, 1),\n",
       "  (2031, 1),\n",
       "  (2032, 1),\n",
       "  (2033, 1),\n",
       "  (2034, 1),\n",
       "  (2035, 1),\n",
       "  (2036, 1),\n",
       "  (2037, 1)],\n",
       " [(6, 2), (11, 1), (1636, 1), (1838, 1), (2038, 1), (2039, 1), (2040, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (418, 1),\n",
       "  (419, 1),\n",
       "  (422, 1),\n",
       "  (423, 1),\n",
       "  (456, 1),\n",
       "  (564, 1),\n",
       "  (612, 1),\n",
       "  (865, 1),\n",
       "  (866, 1),\n",
       "  (1283, 1),\n",
       "  (1308, 1),\n",
       "  (1355, 1),\n",
       "  (1560, 1),\n",
       "  (1906, 1),\n",
       "  (2031, 1),\n",
       "  (2032, 1),\n",
       "  (2033, 1),\n",
       "  (2034, 1),\n",
       "  (2035, 1),\n",
       "  (2036, 1),\n",
       "  (2037, 1)],\n",
       " [(6, 1),\n",
       "  (36, 1),\n",
       "  (499, 1),\n",
       "  (1140, 1),\n",
       "  (2041, 1),\n",
       "  (2042, 1),\n",
       "  (2043, 1),\n",
       "  (2044, 1),\n",
       "  (2045, 1),\n",
       "  (2046, 1),\n",
       "  (2047, 1),\n",
       "  (2048, 2),\n",
       "  (2049, 1)],\n",
       " [(6, 2), (11, 1), (1636, 1), (1838, 1), (2038, 1), (2039, 1), (2040, 1)],\n",
       " [(148, 1), (2050, 1)],\n",
       " [(0, 1),\n",
       "  (368, 1),\n",
       "  (805, 1),\n",
       "  (910, 1),\n",
       "  (1632, 2),\n",
       "  (1726, 1),\n",
       "  (2051, 1),\n",
       "  (2052, 1),\n",
       "  (2053, 1),\n",
       "  (2054, 1),\n",
       "  (2055, 1),\n",
       "  (2056, 1),\n",
       "  (2057, 1),\n",
       "  (2058, 1),\n",
       "  (2059, 1),\n",
       "  (2060, 2)],\n",
       " [(6, 2), (41, 1), (264, 1), (432, 1), (1284, 1)],\n",
       " [(6, 2),\n",
       "  (148, 2),\n",
       "  (312, 1),\n",
       "  (406, 1),\n",
       "  (424, 1),\n",
       "  (966, 1),\n",
       "  (1078, 1),\n",
       "  (1401, 1),\n",
       "  (1486, 1),\n",
       "  (1552, 1),\n",
       "  (2061, 1),\n",
       "  (2062, 1),\n",
       "  (2063, 1),\n",
       "  (2064, 1),\n",
       "  (2065, 1)],\n",
       " [(0, 1),\n",
       "  (368, 1),\n",
       "  (805, 1),\n",
       "  (910, 1),\n",
       "  (1632, 2),\n",
       "  (1726, 1),\n",
       "  (2051, 1),\n",
       "  (2052, 1),\n",
       "  (2053, 1),\n",
       "  (2054, 1),\n",
       "  (2055, 1),\n",
       "  (2056, 1),\n",
       "  (2057, 1),\n",
       "  (2058, 1),\n",
       "  (2059, 1),\n",
       "  (2060, 2)],\n",
       " [(0, 1),\n",
       "  (368, 1),\n",
       "  (805, 1),\n",
       "  (910, 1),\n",
       "  (1632, 2),\n",
       "  (1726, 1),\n",
       "  (2051, 1),\n",
       "  (2052, 1),\n",
       "  (2053, 1),\n",
       "  (2054, 1),\n",
       "  (2055, 1),\n",
       "  (2056, 1),\n",
       "  (2057, 1),\n",
       "  (2058, 1),\n",
       "  (2059, 1),\n",
       "  (2060, 2)],\n",
       " [(105, 1), (322, 1), (2066, 1), (2067, 1), (2068, 1)],\n",
       " [(1333, 1), (2069, 1), (2070, 1), (2071, 1), (2072, 1)],\n",
       " [(0, 1),\n",
       "  (6, 4),\n",
       "  (1698, 2),\n",
       "  (2073, 1),\n",
       "  (2074, 1),\n",
       "  (2075, 1),\n",
       "  (2076, 1),\n",
       "  (2077, 1)],\n",
       " [(6, 2),\n",
       "  (36, 1),\n",
       "  (49, 1),\n",
       "  (79, 1),\n",
       "  (171, 1),\n",
       "  (203, 1),\n",
       "  (258, 1),\n",
       "  (406, 1),\n",
       "  (456, 1),\n",
       "  (665, 1),\n",
       "  (850, 1),\n",
       "  (1217, 1),\n",
       "  (1333, 1),\n",
       "  (1343, 1),\n",
       "  (1823, 1),\n",
       "  (1857, 1),\n",
       "  (2078, 1),\n",
       "  (2079, 1),\n",
       "  (2080, 2),\n",
       "  (2081, 1),\n",
       "  (2082, 1),\n",
       "  (2083, 1),\n",
       "  (2084, 2),\n",
       "  (2085, 1),\n",
       "  (2086, 1),\n",
       "  (2087, 1),\n",
       "  (2088, 1),\n",
       "  (2089, 1)],\n",
       " [(6, 1), (60, 1), (120, 1), (2090, 1), (2091, 1)],\n",
       " [(0, 1),\n",
       "  (794, 1),\n",
       "  (895, 1),\n",
       "  (903, 1),\n",
       "  (1608, 1),\n",
       "  (1610, 1),\n",
       "  (2092, 1),\n",
       "  (2093, 1),\n",
       "  (2094, 1)],\n",
       " [(6, 2),\n",
       "  (36, 1),\n",
       "  (49, 1),\n",
       "  (79, 1),\n",
       "  (171, 1),\n",
       "  (203, 1),\n",
       "  (258, 1),\n",
       "  (406, 1),\n",
       "  (456, 1),\n",
       "  (665, 1),\n",
       "  (850, 1),\n",
       "  (1217, 1),\n",
       "  (1333, 1),\n",
       "  (1343, 1),\n",
       "  (1823, 1),\n",
       "  (1857, 1),\n",
       "  (2078, 1),\n",
       "  (2079, 1),\n",
       "  (2080, 2),\n",
       "  (2081, 1),\n",
       "  (2082, 1),\n",
       "  (2083, 1),\n",
       "  (2084, 2),\n",
       "  (2085, 1),\n",
       "  (2086, 1),\n",
       "  (2087, 1),\n",
       "  (2088, 1),\n",
       "  (2089, 1)],\n",
       " [(44, 1),\n",
       "  (608, 1),\n",
       "  (977, 1),\n",
       "  (1136, 1),\n",
       "  (2095, 1),\n",
       "  (2096, 1),\n",
       "  (2097, 1),\n",
       "  (2098, 1)],\n",
       " [(6, 1), (108, 1), (499, 1), (2008, 1), (2009, 1), (2010, 1)],\n",
       " [(6, 1),\n",
       "  (416, 1),\n",
       "  (478, 1),\n",
       "  (499, 1),\n",
       "  (611, 1),\n",
       "  (712, 1),\n",
       "  (889, 1),\n",
       "  (1371, 1),\n",
       "  (2099, 1),\n",
       "  (2100, 1),\n",
       "  (2101, 1),\n",
       "  (2102, 1),\n",
       "  (2103, 1),\n",
       "  (2104, 1),\n",
       "  (2105, 1)],\n",
       " [(6, 1), (290, 1), (2106, 1)],\n",
       " [(6, 6),\n",
       "  (93, 1),\n",
       "  (648, 1),\n",
       "  (1360, 1),\n",
       "  (2107, 1),\n",
       "  (2108, 1),\n",
       "  (2109, 1),\n",
       "  (2110, 1),\n",
       "  (2111, 1),\n",
       "  (2112, 1)],\n",
       " [(6, 1),\n",
       "  (14, 1),\n",
       "  (451, 1),\n",
       "  (669, 1),\n",
       "  (1450, 1),\n",
       "  (2113, 1),\n",
       "  (2114, 1),\n",
       "  (2115, 1),\n",
       "  (2116, 1),\n",
       "  (2117, 1),\n",
       "  (2118, 1)],\n",
       " [(0, 1), (6, 2), (437, 1), (2119, 1)],\n",
       " [(6, 1),\n",
       "  (14, 1),\n",
       "  (451, 1),\n",
       "  (669, 1),\n",
       "  (1450, 1),\n",
       "  (2113, 1),\n",
       "  (2114, 1),\n",
       "  (2115, 1),\n",
       "  (2116, 1),\n",
       "  (2117, 1),\n",
       "  (2118, 1)],\n",
       " [(0, 1), (2120, 1), (2121, 1), (2122, 1)],\n",
       " [(6, 2),\n",
       "  (60, 1),\n",
       "  (120, 1),\n",
       "  (256, 1),\n",
       "  (434, 1),\n",
       "  (532, 1),\n",
       "  (624, 1),\n",
       "  (804, 1),\n",
       "  (1097, 1),\n",
       "  (1534, 1),\n",
       "  (1869, 1),\n",
       "  (2123, 1),\n",
       "  (2124, 1),\n",
       "  (2125, 1),\n",
       "  (2126, 1)],\n",
       " [(6, 1), (129, 1), (132, 1), (1845, 1), (2127, 1), (2128, 1)],\n",
       " [(225, 1), (2129, 1), (2130, 1), (2131, 1)],\n",
       " [(470, 1), (880, 1), (2132, 1), (2133, 1), (2134, 1)],\n",
       " [(470, 1), (880, 1), (2132, 1), (2133, 1), (2134, 1)],\n",
       " [(6, 1),\n",
       "  (20, 1),\n",
       "  (298, 1),\n",
       "  (350, 1),\n",
       "  (352, 1),\n",
       "  (499, 1),\n",
       "  (757, 1),\n",
       "  (1140, 1),\n",
       "  (1206, 1),\n",
       "  (1223, 1),\n",
       "  (2135, 1),\n",
       "  (2136, 1)],\n",
       " [(44, 2),\n",
       "  (120, 1),\n",
       "  (233, 1),\n",
       "  (269, 1),\n",
       "  (426, 1),\n",
       "  (470, 1),\n",
       "  (997, 1),\n",
       "  (1754, 1),\n",
       "  (2137, 1),\n",
       "  (2138, 2),\n",
       "  (2139, 1),\n",
       "  (2140, 1),\n",
       "  (2141, 1),\n",
       "  (2142, 1),\n",
       "  (2143, 1),\n",
       "  (2144, 1),\n",
       "  (2145, 1)],\n",
       " [(6, 1), (429, 1), (2146, 1)],\n",
       " [(2147, 1)],\n",
       " [(0, 1),\n",
       "  (213, 1),\n",
       "  (531, 1),\n",
       "  (843, 1),\n",
       "  (2148, 1),\n",
       "  (2149, 1),\n",
       "  (2150, 1),\n",
       "  (2151, 1),\n",
       "  (2152, 1),\n",
       "  (2153, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (1140, 1),\n",
       "  (2154, 1),\n",
       "  (2155, 1),\n",
       "  (2156, 1),\n",
       "  (2157, 1),\n",
       "  (2158, 1),\n",
       "  (2159, 1),\n",
       "  (2160, 1),\n",
       "  (2161, 1),\n",
       "  (2162, 1),\n",
       "  (2163, 1)],\n",
       " [(6, 1), (233, 1), (345, 1), (622, 1), (979, 1)],\n",
       " [(531, 1), (1478, 1), (2164, 1), (2165, 1), (2166, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (456, 1),\n",
       "  (588, 1),\n",
       "  (706, 1),\n",
       "  (786, 1),\n",
       "  (788, 1),\n",
       "  (789, 1),\n",
       "  (790, 1),\n",
       "  (791, 1),\n",
       "  (792, 1),\n",
       "  (2169, 1)],\n",
       " [(6, 3),\n",
       "  (72, 1),\n",
       "  (213, 1),\n",
       "  (239, 1),\n",
       "  (241, 1),\n",
       "  (470, 2),\n",
       "  (574, 1),\n",
       "  (602, 3),\n",
       "  (604, 2),\n",
       "  (965, 1),\n",
       "  (1953, 1),\n",
       "  (2096, 1),\n",
       "  (2170, 1),\n",
       "  (2171, 1),\n",
       "  (2172, 1),\n",
       "  (2173, 1),\n",
       "  (2174, 1),\n",
       "  (2175, 1),\n",
       "  (2176, 1)],\n",
       " [(0, 1),\n",
       "  (93, 1),\n",
       "  (233, 1),\n",
       "  (457, 1),\n",
       "  (736, 1),\n",
       "  (2177, 1),\n",
       "  (2178, 1),\n",
       "  (2179, 1),\n",
       "  (2180, 1),\n",
       "  (2181, 1),\n",
       "  (2182, 1),\n",
       "  (2183, 1),\n",
       "  (2184, 1),\n",
       "  (2185, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 3),\n",
       "  (574, 1),\n",
       "  (1389, 1),\n",
       "  (1478, 1),\n",
       "  (2186, 1),\n",
       "  (2187, 1),\n",
       "  (2188, 1),\n",
       "  (2189, 1),\n",
       "  (2190, 1),\n",
       "  (2191, 1),\n",
       "  (2192, 1),\n",
       "  (2193, 1),\n",
       "  (2194, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(89, 1), (103, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1),\n",
       "  (6, 5),\n",
       "  (72, 1),\n",
       "  (368, 1),\n",
       "  (470, 1),\n",
       "  (563, 1),\n",
       "  (665, 1),\n",
       "  (1107, 1),\n",
       "  (1118, 1),\n",
       "  (1196, 1),\n",
       "  (1279, 1),\n",
       "  (1366, 1),\n",
       "  (2195, 1),\n",
       "  (2196, 1),\n",
       "  (2197, 1),\n",
       "  (2198, 1),\n",
       "  (2199, 1),\n",
       "  (2200, 1),\n",
       "  (2201, 1),\n",
       "  (2202, 1),\n",
       "  (2203, 1),\n",
       "  (2204, 1),\n",
       "  (2205, 1),\n",
       "  (2206, 1),\n",
       "  (2207, 1),\n",
       "  (2208, 1),\n",
       "  (2209, 2),\n",
       "  (2210, 1)],\n",
       " [(0, 1),\n",
       "  (6, 5),\n",
       "  (72, 1),\n",
       "  (368, 1),\n",
       "  (470, 1),\n",
       "  (563, 1),\n",
       "  (665, 1),\n",
       "  (1107, 1),\n",
       "  (1118, 1),\n",
       "  (1196, 1),\n",
       "  (1279, 1),\n",
       "  (1366, 1),\n",
       "  (2195, 1),\n",
       "  (2196, 1),\n",
       "  (2197, 1),\n",
       "  (2198, 1),\n",
       "  (2199, 1),\n",
       "  (2200, 1),\n",
       "  (2201, 1),\n",
       "  (2202, 1),\n",
       "  (2203, 1),\n",
       "  (2204, 1),\n",
       "  (2205, 1),\n",
       "  (2206, 1),\n",
       "  (2207, 1),\n",
       "  (2208, 1),\n",
       "  (2209, 2),\n",
       "  (2210, 1)],\n",
       " [(6, 2),\n",
       "  (692, 2),\n",
       "  (1240, 1),\n",
       "  (1679, 1),\n",
       "  (2211, 1),\n",
       "  (2212, 1),\n",
       "  (2213, 1),\n",
       "  (2214, 1),\n",
       "  (2215, 1)],\n",
       " [(41, 1),\n",
       "  (44, 1),\n",
       "  (653, 1),\n",
       "  (843, 1),\n",
       "  (1108, 1),\n",
       "  (1374, 1),\n",
       "  (1451, 1),\n",
       "  (2216, 1),\n",
       "  (2217, 1),\n",
       "  (2218, 1),\n",
       "  (2219, 1),\n",
       "  (2220, 1),\n",
       "  (2221, 1),\n",
       "  (2222, 1)],\n",
       " [(424, 1), (2223, 1)],\n",
       " [(41, 1),\n",
       "  (44, 1),\n",
       "  (653, 1),\n",
       "  (843, 1),\n",
       "  (1108, 1),\n",
       "  (1374, 1),\n",
       "  (1451, 1),\n",
       "  (2216, 1),\n",
       "  (2217, 1),\n",
       "  (2218, 1),\n",
       "  (2219, 1),\n",
       "  (2220, 1),\n",
       "  (2221, 1),\n",
       "  (2222, 1)],\n",
       " [(120, 1),\n",
       "  (352, 1),\n",
       "  (611, 1),\n",
       "  (776, 1),\n",
       "  (876, 1),\n",
       "  (2224, 1),\n",
       "  (2225, 1),\n",
       "  (2226, 1),\n",
       "  (2227, 1),\n",
       "  (2228, 1)],\n",
       " [(41, 1),\n",
       "  (44, 1),\n",
       "  (653, 1),\n",
       "  (843, 1),\n",
       "  (1108, 1),\n",
       "  (1374, 1),\n",
       "  (1451, 1),\n",
       "  (2216, 1),\n",
       "  (2217, 1),\n",
       "  (2218, 1),\n",
       "  (2219, 1),\n",
       "  (2220, 1),\n",
       "  (2221, 1),\n",
       "  (2222, 1)],\n",
       " [(41, 1),\n",
       "  (44, 1),\n",
       "  (653, 1),\n",
       "  (843, 1),\n",
       "  (1108, 1),\n",
       "  (1374, 1),\n",
       "  (1451, 1),\n",
       "  (2216, 1),\n",
       "  (2217, 1),\n",
       "  (2218, 1),\n",
       "  (2219, 1),\n",
       "  (2220, 1),\n",
       "  (2221, 1),\n",
       "  (2222, 1)],\n",
       " [(9, 2), (270, 1), (747, 1), (2229, 2)],\n",
       " [(6, 2),\n",
       "  (444, 1),\n",
       "  (719, 1),\n",
       "  (803, 1),\n",
       "  (1058, 1),\n",
       "  (2230, 1),\n",
       "  (2231, 1),\n",
       "  (2232, 1),\n",
       "  (2233, 1),\n",
       "  (2234, 1),\n",
       "  (2235, 1)],\n",
       " [(41, 1),\n",
       "  (44, 1),\n",
       "  (653, 1),\n",
       "  (843, 1),\n",
       "  (1108, 1),\n",
       "  (1374, 1),\n",
       "  (1451, 1),\n",
       "  (2216, 1),\n",
       "  (2217, 1),\n",
       "  (2218, 1),\n",
       "  (2219, 1),\n",
       "  (2220, 1),\n",
       "  (2221, 1),\n",
       "  (2222, 1)],\n",
       " [(41, 1),\n",
       "  (44, 1),\n",
       "  (653, 1),\n",
       "  (843, 1),\n",
       "  (1108, 1),\n",
       "  (1374, 1),\n",
       "  (1451, 1),\n",
       "  (2216, 1),\n",
       "  (2217, 1),\n",
       "  (2218, 1),\n",
       "  (2219, 1),\n",
       "  (2220, 1),\n",
       "  (2221, 1),\n",
       "  (2222, 1)],\n",
       " [(41, 1),\n",
       "  (44, 1),\n",
       "  (653, 1),\n",
       "  (843, 1),\n",
       "  (1108, 1),\n",
       "  (1374, 1),\n",
       "  (1451, 1),\n",
       "  (2216, 1),\n",
       "  (2217, 1),\n",
       "  (2218, 1),\n",
       "  (2219, 1),\n",
       "  (2220, 1),\n",
       "  (2221, 1),\n",
       "  (2222, 1)],\n",
       " [(23, 1),\n",
       "  (264, 1),\n",
       "  (675, 1),\n",
       "  (749, 1),\n",
       "  (970, 1),\n",
       "  (999, 1),\n",
       "  (1028, 1),\n",
       "  (1636, 1),\n",
       "  (2236, 1),\n",
       "  (2237, 1)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (24, 1),\n",
       "  (548, 1),\n",
       "  (595, 1),\n",
       "  (1679, 1),\n",
       "  (1825, 1),\n",
       "  (2238, 1),\n",
       "  (2239, 1),\n",
       "  (2240, 1)],\n",
       " [(6, 4),\n",
       "  (32, 1),\n",
       "  (125, 1),\n",
       "  (360, 1),\n",
       "  (499, 1),\n",
       "  (950, 1),\n",
       "  (1424, 1),\n",
       "  (1466, 1),\n",
       "  (2091, 1),\n",
       "  (2241, 1),\n",
       "  (2242, 1)],\n",
       " [(6, 1),\n",
       "  (11, 1),\n",
       "  (120, 1),\n",
       "  (746, 1),\n",
       "  (977, 1),\n",
       "  (1418, 1),\n",
       "  (2243, 1),\n",
       "  (2244, 1),\n",
       "  (2245, 1),\n",
       "  (2246, 1)],\n",
       " [(633, 1), (1119, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 1),\n",
       "  (60, 1),\n",
       "  (67, 1),\n",
       "  (605, 1),\n",
       "  (977, 1),\n",
       "  (1189, 1),\n",
       "  (1553, 1),\n",
       "  (2247, 1),\n",
       "  (2248, 1)],\n",
       " [(188, 1), (581, 1), (1018, 1), (1108, 1), (2249, 1), (2250, 1), (2251, 1)],\n",
       " [(188, 1), (581, 1), (1018, 1), (1108, 1), (2249, 1), (2250, 1), (2251, 1)],\n",
       " [(352, 1), (2252, 1), (2253, 1), (2254, 1)],\n",
       " [(352, 1), (2252, 1), (2253, 1), (2254, 1)],\n",
       " [(99, 1), (100, 1), (101, 1), (102, 1), (103, 1), (104, 1)],\n",
       " [(6, 3),\n",
       "  (169, 1),\n",
       "  (170, 1),\n",
       "  (171, 1),\n",
       "  (172, 1),\n",
       "  (173, 1),\n",
       "  (174, 1),\n",
       "  (175, 1),\n",
       "  (176, 1),\n",
       "  (177, 1),\n",
       "  (178, 1)],\n",
       " [(6, 1), (417, 1), (1279, 1), (2144, 1)],\n",
       " [(6, 1),\n",
       "  (36, 1),\n",
       "  (175, 1),\n",
       "  (1527, 2),\n",
       "  (2255, 1),\n",
       "  (2256, 1),\n",
       "  (2257, 1),\n",
       "  (2258, 1),\n",
       "  (2259, 1),\n",
       "  (2260, 1),\n",
       "  (2261, 1)],\n",
       " [(263, 1), (2262, 1)],\n",
       " [(6, 2),\n",
       "  (93, 1),\n",
       "  (125, 1),\n",
       "  (362, 1),\n",
       "  (520, 1),\n",
       "  (905, 1),\n",
       "  (1283, 1),\n",
       "  (1423, 1),\n",
       "  (1911, 1),\n",
       "  (2263, 1),\n",
       "  (2264, 1),\n",
       "  (2265, 1),\n",
       "  (2266, 1),\n",
       "  (2267, 1)],\n",
       " [(2268, 1)],\n",
       " [(0, 1),\n",
       "  (36, 1),\n",
       "  (719, 1),\n",
       "  (2269, 1),\n",
       "  (2270, 1),\n",
       "  (2271, 1),\n",
       "  (2272, 1),\n",
       "  (2273, 1),\n",
       "  (2274, 1)],\n",
       " [(0, 1), (193, 1), (2275, 1), (2276, 1), (2277, 1)],\n",
       " [(0, 1), (193, 1), (2275, 1), (2276, 1), (2277, 1)],\n",
       " [(6, 1), (411, 1), (1804, 1)],\n",
       " [(0, 1),\n",
       "  (350, 1),\n",
       "  (1258, 1),\n",
       "  (2278, 1),\n",
       "  (2279, 1),\n",
       "  (2280, 1),\n",
       "  (2281, 1),\n",
       "  (2282, 1)],\n",
       " [(0, 1), (193, 1), (2275, 1), (2276, 1), (2277, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(794, 1), (895, 1), (1461, 1), (2283, 1), (2284, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(0, 1), (6, 1), (171, 1), (2285, 1), (2286, 1), (2287, 1), (2288, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 1),\n",
       "  (119, 1),\n",
       "  (170, 1),\n",
       "  (245, 1),\n",
       "  (279, 1),\n",
       "  (719, 1),\n",
       "  (950, 1),\n",
       "  (1146, 1),\n",
       "  (2289, 1),\n",
       "  (2290, 1),\n",
       "  (2291, 1),\n",
       "  (2292, 1),\n",
       "  (2293, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (16, 1), (181, 1), (725, 1), (2294, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 1),\n",
       "  (188, 1),\n",
       "  (657, 1),\n",
       "  (1283, 1),\n",
       "  (1885, 1),\n",
       "  (1958, 1),\n",
       "  (2295, 1),\n",
       "  (2296, 1),\n",
       "  (2297, 1),\n",
       "  (2298, 1),\n",
       "  (2299, 1),\n",
       "  (2300, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(0, 2), (187, 1), (2308, 1), (2309, 1), (2310, 1), (2311, 1), (2312, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(6, 2), (599, 1), (1223, 1), (2313, 1), (2314, 1), (2315, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(6, 1),\n",
       "  (132, 1),\n",
       "  (1232, 1),\n",
       "  (1240, 1),\n",
       "  (2301, 1),\n",
       "  (2302, 1),\n",
       "  (2303, 1),\n",
       "  (2304, 1),\n",
       "  (2305, 1),\n",
       "  (2306, 1),\n",
       "  (2307, 1)],\n",
       " [(0, 1), (6, 1), (89, 1), (688, 1), (2167, 1), (2168, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 4), (36, 1), (312, 1), (607, 1), (956, 1), (1120, 1), (2316, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(0, 1), (45, 1), (1154, 1), (1189, 1), (2317, 1), (2318, 1), (2319, 1)],\n",
       " [(6, 3),\n",
       "  (100, 1),\n",
       "  (350, 1),\n",
       "  (1679, 1),\n",
       "  (2320, 1),\n",
       "  (2321, 1),\n",
       "  (2322, 1),\n",
       "  (2323, 1),\n",
       "  (2324, 1),\n",
       "  (2325, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(0, 1), (45, 1), (1154, 1), (1189, 1), (2317, 1), (2318, 1), (2319, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 1),\n",
       "  (441, 1),\n",
       "  (634, 1),\n",
       "  (763, 1),\n",
       "  (1069, 1),\n",
       "  (2326, 1),\n",
       "  (2327, 1),\n",
       "  (2328, 1),\n",
       "  (2329, 1),\n",
       "  (2330, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(0, 1),\n",
       "  (6, 1),\n",
       "  (184, 1),\n",
       "  (582, 1),\n",
       "  (1072, 1),\n",
       "  (1225, 1),\n",
       "  (1398, 1),\n",
       "  (2331, 1),\n",
       "  (2332, 1)],\n",
       " [(108, 1),\n",
       "  (413, 1),\n",
       "  (653, 1),\n",
       "  (712, 1),\n",
       "  (1040, 1),\n",
       "  (1303, 1),\n",
       "  (2333, 1),\n",
       "  (2334, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(2335, 1), (2336, 1), (2337, 1)],\n",
       " [(6, 2), (41, 1), (42, 1), (43, 1), (44, 1), (45, 1), (46, 1)],\n",
       " [(6, 3),\n",
       "  (152, 1),\n",
       "  (394, 1),\n",
       "  (955, 1),\n",
       "  (958, 1),\n",
       "  (999, 1),\n",
       "  (1763, 1),\n",
       "  (2338, 1),\n",
       "  (2339, 1),\n",
       "  (2340, 1),\n",
       "  (2341, 1),\n",
       "  (2342, 1),\n",
       "  (2343, 1)],\n",
       " [(995, 1)],\n",
       " [(8, 1), (539, 1), (2344, 1), (2345, 1)],\n",
       " [(6, 4),\n",
       "  (28, 1),\n",
       "  (41, 1),\n",
       "  (125, 1),\n",
       "  (126, 1),\n",
       "  (127, 1),\n",
       "  (128, 1),\n",
       "  (129, 1),\n",
       "  (130, 3)],\n",
       " [(0, 1), (45, 1), (1154, 1), (1189, 1), (2317, 1), (2318, 1), (2319, 1)],\n",
       " [(6, 1),\n",
       "  (48, 1),\n",
       "  (234, 1),\n",
       "  (552, 1),\n",
       "  (703, 1),\n",
       "  (985, 1),\n",
       "  (1041, 1),\n",
       "  (1439, 1),\n",
       "  (1440, 1),\n",
       "  (1441, 1),\n",
       "  (1442, 1),\n",
       "  (1443, 1),\n",
       "  (1444, 1),\n",
       "  (1445, 1)],\n",
       " [(6, 5),\n",
       "  (499, 1),\n",
       "  (862, 1),\n",
       "  (1478, 1),\n",
       "  (1807, 1),\n",
       "  (1881, 1),\n",
       "  (1883, 1),\n",
       "  (2346, 1),\n",
       "  (2347, 1),\n",
       "  (2348, 1)],\n",
       " [(0, 1), (377, 1), (2349, 1), (2350, 1)],\n",
       " [(0, 1),\n",
       "  (18, 1),\n",
       "  (21, 1),\n",
       "  (23, 1),\n",
       "  (25, 1),\n",
       "  (233, 1),\n",
       "  (675, 1),\n",
       "  (966, 1),\n",
       "  (1192, 1),\n",
       "  (1250, 1),\n",
       "  (2027, 1),\n",
       "  (2050, 1),\n",
       "  (2351, 1),\n",
       "  (2352, 1),\n",
       "  (2353, 1),\n",
       "  (2354, 1),\n",
       "  (2355, 1),\n",
       "  (2356, 1),\n",
       "  (2357, 1),\n",
       "  (2358, 1),\n",
       "  (2359, 1),\n",
       "  (2360, 1),\n",
       "  (2361, 1),\n",
       "  (2362, 1),\n",
       "  (2363, 1),\n",
       "  (2364, 1),\n",
       "  (2365, 1),\n",
       "  (2366, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (18, 1),\n",
       "  (21, 1),\n",
       "  (23, 1),\n",
       "  (25, 1),\n",
       "  (233, 1),\n",
       "  (675, 1),\n",
       "  (966, 1),\n",
       "  (1192, 1),\n",
       "  (1250, 1),\n",
       "  (2027, 1),\n",
       "  (2050, 1),\n",
       "  (2351, 1),\n",
       "  (2352, 1),\n",
       "  (2353, 1),\n",
       "  (2354, 1),\n",
       "  (2355, 1),\n",
       "  (2356, 1),\n",
       "  (2357, 1),\n",
       "  (2358, 1),\n",
       "  (2359, 1),\n",
       "  (2360, 1),\n",
       "  (2361, 1),\n",
       "  (2362, 1),\n",
       "  (2363, 1),\n",
       "  (2364, 1),\n",
       "  (2365, 1),\n",
       "  (2366, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (103, 1),\n",
       "  (105, 1),\n",
       "  (313, 1),\n",
       "  (620, 1),\n",
       "  (1184, 1),\n",
       "  (1185, 1),\n",
       "  (1186, 1),\n",
       "  (2376, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " [(0, 1),\n",
       "  (6, 2),\n",
       "  (30, 1),\n",
       "  (83, 1),\n",
       "  (350, 1),\n",
       "  (871, 1),\n",
       "  (921, 1),\n",
       "  (2367, 1),\n",
       "  (2368, 1),\n",
       "  (2369, 1),\n",
       "  (2370, 1),\n",
       "  (2371, 1),\n",
       "  (2372, 1),\n",
       "  (2373, 1),\n",
       "  (2374, 1),\n",
       "  (2375, 1)],\n",
       " ...]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Process ForkPoolWorker-459:\n",
      "Process ForkPoolWorker-454:\n",
      "Process ForkPoolWorker-456:\n",
      "Process ForkPoolWorker-455:\n",
      "Process ForkPoolWorker-458:\n",
      "Process ForkPoolWorker-460:\n",
      "Traceback (most recent call last):\n",
      "Process ForkPoolWorker-452:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "Traceback (most recent call last):\n",
      "Process ForkPoolWorker-451:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "KeyboardInterrupt\n",
      "Process ForkPoolWorker-462:\n",
      "Traceback (most recent call last):\n",
      "Process ForkPoolWorker-453:\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "Traceback (most recent call last):\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "Process ForkPoolWorker-470:\n",
      "Process ForkPoolWorker-473:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "Process ForkPoolWorker-472:\n",
      "Process ForkPoolWorker-471:\n",
      "Process ForkPoolWorker-463:\n",
      "Process ForkPoolWorker-461:\n",
      "Process ForkPoolWorker-464:\n",
      "Process ForkPoolWorker-475:\n",
      "Process ForkPoolWorker-474:\n",
      "Process ForkPoolWorker-457:\n",
      "Process ForkPoolWorker-476:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "Process ForkPoolWorker-468:\n",
      "Process ForkPoolWorker-467:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "Process ForkPoolWorker-466:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "KeyboardInterrupt\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "Traceback (most recent call last):\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "Traceback (most recent call last):\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "KeyboardInterrupt\n",
      "KeyboardInterrupt\n",
      "Process ForkPoolWorker-469:\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "Process ForkPoolWorker-465:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "Traceback (most recent call last):\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n",
      "    self.run()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 99, in run\n",
      "    self._target(*self._args, **self._kwargs)\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/pool.py\", line 105, in worker\n",
      "    initializer(*initargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/site-packages/gensim/models/ldamulticore.py\", line 334, in worker_e_step\n",
      "    chunk_no, chunk, worker_lda = input_queue.get()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 93, in get\n",
      "    with self._rlock:\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/synchronize.py\", line 95, in __enter__\n",
      "    return self._semlock.__enter__()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "Traceback (most recent call last):\n",
      "KeyboardInterrupt\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/process.py\", line 300, in _bootstrap\n",
      "    util._exit_function()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 337, in _exit_function\n",
      "    _run_finalizers()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 277, in _run_finalizers\n",
      "    finalizer()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/util.py\", line 201, in __call__\n",
      "    res = self._callback(*self._args, **self._kwargs)\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/multiprocessing/queues.py\", line 192, in _finalize_join\n",
      "    thread.join()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1044, in join\n",
      "    self._wait_for_tstate_lock()\n",
      "  File \"/home/ubuntu/anaconda3/lib/python3.7/threading.py\", line 1060, in _wait_for_tstate_lock\n",
      "    elif lock.acquire(block, timeout):\n",
      "KeyboardInterrupt\n"
     ]
    }
   ],
   "source": [
    "ldamodel = gensim.models.ldamulticore.LdaMulticore(corpus, num_topics = 100, id2word=dictionary, passes=5, workers=96)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20\n"
     ]
    }
   ],
   "source": [
    "print(len(topics))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(94, '0.079*\"unk\" + 0.031*\"co\" + 0.021*\"messag\" + 0.020*\"plaidoi\" + 0.014*\"supprim\" + 0.013*\"qd\" + 0.012*\"directric\" + 0.011*\"va\" + 0.010*\"sent\" + 0.009*\"ignor\"')\n",
      "(0, '0.066*\"unk\" + 0.029*\"co\" + 0.012*\"fcnant\" + 0.012*\"1\" + 0.009*\"agress\" + 0.008*\"mdrrrr\" + 0.008*\"2\" + 0.008*\"vendr\" + 0.007*\"bien\" + 0.007*\"plus\"')\n",
      "(66, '0.177*\"unk\" + 0.033*\"co\" + 0.018*\"derb\" + 0.017*\"halamadrid\" + 0.015*\"derby\" + 0.014*\"attitud\" + 0.009*\"rien\" + 0.009*\"femm\" + 0.007*\"assist\" + 0.007*\"el\"')\n",
      "(47, '0.056*\"unk\" + 0.053*\"co\" + 0.012*\"6\" + 0.007*\"1\" + 0.007*\"extraordinair\" + 0.006*\"chaussur\" + 0.006*\"3\" + 0.005*\"plus\" + 0.005*\"4\" + 0.005*\"thiem\"')\n",
      "(49, '0.113*\"unk\" + 0.034*\"co\" + 0.014*\"ouais\" + 0.011*\"non\" + 0.008*\"ptdrrr\" + 0.008*\"prendr\" + 0.007*\"5\" + 0.007*\"awbach\" + 0.007*\"oubli\" + 0.007*\"plus\"')\n",
      "(63, '0.130*\"unk\" + 0.050*\"co\" + 0.023*\"ptdrrr\" + 0.012*\"lebron\" + 0.012*\"poussin\" + 0.009*\"merveil\" + 0.007*\"adn\" + 0.006*\"préfer\" + 0.006*\"cloch\" + 0.006*\"anim\"')\n",
      "(92, '0.098*\"unk\" + 0.055*\"co\" + 0.045*\"prêt\" + 0.028*\"officiel\" + 0.024*\"option\" + 0.024*\"achat\" + 0.021*\"mouss\" + 0.020*\"nic\" + 0.017*\"wagu\" + 0.016*\"saison\"')\n",
      "(29, '0.182*\"unk\" + 0.040*\"terrifi\" + 0.029*\"moment\" + 0.019*\"boob\" + 0.019*\"aller\" + 0.018*\"ferm\" + 0.017*\"gueul\" + 0.016*\"co\" + 0.015*\"radio\" + 0.014*\"circul\"')\n",
      "(10, '0.087*\"unk\" + 0.033*\"co\" + 0.011*\"plus\" + 0.008*\"réveil\" + 0.008*\"sim\" + 0.007*\"gourcuff\" + 0.005*\"ptdrrrrr\" + 0.004*\"compl\" + 0.004*\"franc\" + 0.004*\"con\"')\n",
      "(37, '0.058*\"unk\" + 0.050*\"co\" + 0.013*\"entrain\" + 0.012*\"seul\" + 0.011*\"répons\" + 0.010*\"trouv\" + 0.009*\"têt\" + 0.009*\"fill\" + 0.009*\"fin\" + 0.009*\"joy\"')\n",
      "(87, '0.054*\"unk\" + 0.054*\"co\" + 0.015*\"netflixfr\" + 0.012*\"2020\" + 0.012*\"janvi\" + 0.010*\"ptdrr\" + 0.010*\"gem\" + 0.010*\"uncut\" + 0.010*\"safd\" + 0.010*\"31\"')\n",
      "(15, '0.243*\"unk\" + 0.058*\"quoi\" + 0.048*\"tweet\" + 0.037*\"boob\" + 0.035*\"wesh\" + 0.034*\"cru\" + 0.033*\"cousin\" + 0.020*\"co\" + 0.008*\"twitt\" + 0.006*\"seul\"')\n",
      "(73, '0.067*\"unk\" + 0.038*\"co\" + 0.015*\"plus\" + 0.008*\"100\" + 0.008*\"répondr\" + 0.007*\"monaco\" + 0.007*\"algérien\" + 0.006*\"gen\" + 0.006*\"jogging\" + 0.005*\"répond\"')\n",
      "(20, '0.077*\"unk\" + 0.054*\"co\" + 0.008*\"chambr\" + 0.006*\"yas\" + 0.005*\"an\" + 0.005*\"0u\" + 0.005*\"franc\" + 0.005*\"avril\" + 0.005*\"sort\" + 0.004*\"nouvel\"')\n",
      "(9, '0.110*\"unk\" + 0.047*\"co\" + 0.009*\"comport\" + 0.009*\"nzonz\" + 0.009*\"beb\" + 0.009*\"steven\" + 0.007*\"vi\" + 0.006*\"part\" + 0.006*\"quoi\" + 0.006*\"mercato\"')\n",
      "(75, '0.118*\"unk\" + 0.043*\"co\" + 0.018*\"2\" + 0.017*\"pleur\" + 0.011*\"ol\" + 0.009*\"1\" + 0.008*\"3\" + 0.008*\"saison\" + 0.007*\"club\" + 0.007*\"grand\"')\n",
      "(12, '0.094*\"unk\" + 0.047*\"co\" + 0.022*\"attend\" + 0.018*\"piec\" + 0.018*\"voir\" + 0.017*\"one\" + 0.016*\"possibl\" + 0.016*\"anim\" + 0.016*\"peux\" + 0.014*\"ball\"')\n",
      "(70, '0.073*\"unk\" + 0.027*\"ah\" + 0.024*\"co\" + 0.014*\"sah\" + 0.013*\"justic\" + 0.012*\"problem\" + 0.010*\"pédophil\" + 0.010*\"violeur\" + 0.009*\"forest\" + 0.009*\"florenc\"')\n",
      "(42, '0.129*\"unk\" + 0.042*\"co\" + 0.017*\"oblig\" + 0.017*\"classiqu\" + 0.013*\"remettr\" + 0.011*\"plus\" + 0.011*\"attendr\" + 0.010*\"choqu\" + 0.009*\"adnanim\" + 0.008*\"préfer\"')\n",
      "(31, '0.086*\"unk\" + 0.070*\"gt\" + 0.048*\"co\" + 0.016*\"truc\" + 0.015*\"pair\" + 0.014*\"drôl\" + 0.013*\"youtubeur\" + 0.010*\"wsh\" + 0.010*\"annonc\" + 0.009*\"trentenair\"')\n"
     ]
    }
   ],
   "source": [
    "topics = ldamodel.print_topics(num_words=10)\n",
    "for topic in topics:\n",
    "    print(topic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 0.0016676844),\n",
       " (1, 0.0016676844),\n",
       " (2, 0.0016676844),\n",
       " (3, 0.0016676844),\n",
       " (4, 0.0016676844),\n",
       " (5, 0.0016676844),\n",
       " (6, 0.0016676844),\n",
       " (7, 0.0016676844),\n",
       " (8, 0.0016676844),\n",
       " (9, 0.0016676844),\n",
       " (10, 0.0016676844),\n",
       " (11, 0.0016676844),\n",
       " (12, 0.0016676844),\n",
       " (13, 0.0016676844),\n",
       " (14, 0.0016676844),\n",
       " (15, 0.0016676844),\n",
       " (16, 0.0016676844),\n",
       " (17, 0.0016676844),\n",
       " (18, 0.0016676844),\n",
       " (19, 0.0016676844),\n",
       " (20, 0.0016676844),\n",
       " (21, 0.0016676844),\n",
       " (22, 0.0016676844),\n",
       " (23, 0.0016676844),\n",
       " (24, 0.0016676844),\n",
       " (25, 0.0016676844),\n",
       " (26, 0.0016676844),\n",
       " (27, 0.0016676844),\n",
       " (28, 0.0016676844),\n",
       " (29, 0.0016676844),\n",
       " (30, 0.0016676844),\n",
       " (31, 0.0016676844),\n",
       " (32, 0.0016676844),\n",
       " (33, 0.0016676844),\n",
       " (34, 0.0016676844),\n",
       " (35, 0.0016676844),\n",
       " (36, 0.0016676844),\n",
       " (37, 0.0016676844),\n",
       " (38, 0.0016676844),\n",
       " (39, 0.0016676844),\n",
       " (40, 0.0016676844),\n",
       " (41, 0.0016676844),\n",
       " (42, 0.0016676844),\n",
       " (43, 0.0016676844),\n",
       " (44, 0.0016676844),\n",
       " (45, 0.0016676844),\n",
       " (46, 0.0016676844),\n",
       " (47, 0.0016676844),\n",
       " (48, 0.0016676844),\n",
       " (49, 0.0016676844),\n",
       " (50, 0.0016676844),\n",
       " (51, 0.0016676844),\n",
       " (52, 0.0016676844),\n",
       " (53, 0.0016676844),\n",
       " (54, 0.0016676844),\n",
       " (55, 0.0016676844),\n",
       " (56, 0.0016676844),\n",
       " (57, 0.0016676844),\n",
       " (58, 0.0016676844),\n",
       " (59, 0.24861197),\n",
       " (60, 0.0016676844),\n",
       " (61, 0.0016676844),\n",
       " (62, 0.0016676844),\n",
       " (63, 0.0016676844),\n",
       " (64, 0.0016676844),\n",
       " (65, 0.0016676844),\n",
       " (66, 0.0016676844),\n",
       " (67, 0.0016676844),\n",
       " (68, 0.0016676844),\n",
       " (69, 0.0016676844),\n",
       " (70, 0.0016676844),\n",
       " (71, 0.0016676844),\n",
       " (72, 0.0016676844),\n",
       " (73, 0.0016676844),\n",
       " (74, 0.0016676844),\n",
       " (75, 0.0016676844),\n",
       " (76, 0.0016676844),\n",
       " (77, 0.0016676844),\n",
       " (78, 0.0016676844),\n",
       " (79, 0.0016676844),\n",
       " (80, 0.0016676844),\n",
       " (81, 0.0016676844),\n",
       " (82, 0.28615972),\n",
       " (83, 0.0016676844),\n",
       " (84, 0.0016676844),\n",
       " (85, 0.0016676844),\n",
       " (86, 0.0016676844),\n",
       " (87, 0.0016676844),\n",
       " (88, 0.0016676844),\n",
       " (89, 0.30346295),\n",
       " (90, 0.0016676844),\n",
       " (91, 0.0016676844),\n",
       " (92, 0.0016676844),\n",
       " (93, 0.0016676844),\n",
       " (94, 0.0016676844),\n",
       " (95, 0.0016676844),\n",
       " (96, 0.0016676844),\n",
       " (97, 0.0016676844),\n",
       " (98, 0.0016676844),\n",
       " (99, 0.0016676844)]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldamodel.get_document_topics(corpus[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.001667684), (1, 0.001667684), (2, 0.001667684), (3, 0.001667684), (4, 0.001667684), (5, 0.001667684), (6, 0.001667684), (7, 0.001667684), (8, 0.001667684), (9, 0.001667684), (10, 0.001667684), (11, 0.001667684), (12, 0.001667684), (13, 0.001667684), (14, 0.001667684), (15, 0.001667684), (16, 0.001667684), (17, 0.001667684), (18, 0.001667684), (19, 0.001667684), (20, 0.001667684), (21, 0.001667684), (22, 0.001667684), (23, 0.001667684), (24, 0.001667684), (25, 0.001667684), (26, 0.001667684), (27, 0.001667684), (28, 0.001667684), (29, 0.001667684), (30, 0.001667684), (31, 0.001667684), (32, 0.001667684), (33, 0.001667684), (34, 0.001667684), (35, 0.001667684), (36, 0.001667684), (37, 0.001667684), (38, 0.001667684), (39, 0.001667684), (40, 0.001667684), (41, 0.001667684), (42, 0.001667684), (43, 0.001667684), (44, 0.001667684), (45, 0.001667684), (46, 0.001667684), (47, 0.001667684), (48, 0.001667684), (49, 0.001667684), (50, 0.001667684), (51, 0.001667684), (52, 0.001667684), (53, 0.001667684), (54, 0.001667684), (55, 0.001667684), (56, 0.001667684), (57, 0.001667684), (58, 0.001667684), (59, 0.24826384), (60, 0.001667684), (61, 0.001667684), (62, 0.001667684), (63, 0.001667684), (64, 0.001667684), (65, 0.001667684), (66, 0.001667684), (67, 0.001667684), (68, 0.001667684), (69, 0.001667684), (70, 0.001667684), (71, 0.001667684), (72, 0.001667684), (73, 0.001667684), (74, 0.001667684), (75, 0.001667684), (76, 0.001667684), (77, 0.001667684), (78, 0.001667684), (79, 0.001667684), (80, 0.001667684), (81, 0.001667684), (82, 0.28617066), (83, 0.001667684), (84, 0.001667684), (85, 0.001667684), (86, 0.001667684), (87, 0.001667684), (88, 0.001667684), (89, 0.3038002), (90, 0.001667684), (91, 0.001667684), (92, 0.001667684), (93, 0.001667684), (94, 0.001667684), (95, 0.001667684), (96, 0.001667684), (97, 0.001667684), (98, 0.001667684), (99, 0.001667684)]\n",
      "Word topics: [(0, [89, 82, 59]), (1, [59, 82]), (2, []), (3, [82]), (4, []), (5, [89, 59, 82]), (6, [89, 82, 59])]\n",
      "Phi values: [(0, [(59, 0.2213971), (82, 0.34188163), (89, 0.43671346)]), (1, [(59, 0.98951674), (82, 0.010350891)]), (2, []), (3, [(82, 0.99649787)]), (4, []), (5, [(59, 0.061005432), (82, 0.0032003664), (89, 0.93572086)]), (6, [(59, 0.19717483), (82, 0.3402183), (89, 0.4626052)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0007692453), (1, 0.0007692453), (2, 0.0007692453), (3, 0.0007692453), (4, 0.0007692453), (5, 0.0007692453), (6, 0.0007692453), (7, 0.0007692453), (8, 0.0007692453), (9, 0.0007692453), (10, 0.0007692453), (11, 0.0007692453), (12, 0.0007692453), (13, 0.0007692453), (14, 0.0007692453), (15, 0.0007692453), (16, 0.0007692453), (17, 0.0007692453), (18, 0.0007692453), (19, 0.0007692453), (20, 0.0007692453), (21, 0.0007692453), (22, 0.0007692453), (23, 0.0007692453), (24, 0.0007692453), (25, 0.0007692453), (26, 0.0007692453), (27, 0.0007692453), (28, 0.0007692453), (29, 0.0007692453), (30, 0.0007692453), (31, 0.0007692453), (32, 0.0007692453), (33, 0.0007692453), (34, 0.0007692453), (35, 0.0007692453), (36, 0.0007692453), (37, 0.0007692453), (38, 0.0007692453), (39, 0.0007692453), (40, 0.0007692453), (41, 0.0007692453), (42, 0.0007692453), (43, 0.0007692453), (44, 0.0007692453), (45, 0.0007692453), (46, 0.0007692453), (47, 0.0007692453), (48, 0.0007692453), (49, 0.0007692453), (50, 0.0007692453), (51, 0.0007692453), (52, 0.0007692453), (53, 0.0007692453), (54, 0.0007692453), (55, 0.0007692453), (56, 0.0007692453), (57, 0.0007692453), (58, 0.0007692453), (59, 0.0007692453), (60, 0.0007692453), (61, 0.0007692453), (62, 0.0007692453), (63, 0.0007692453), (64, 0.0007692453), (65, 0.92384475), (66, 0.0007692453), (67, 0.0007692453), (68, 0.0007692453), (69, 0.0007692453), (70, 0.0007692453), (71, 0.0007692453), (72, 0.0007692453), (73, 0.0007692453), (74, 0.0007692453), (75, 0.0007692453), (76, 0.0007692453), (77, 0.0007692453), (78, 0.0007692453), (79, 0.0007692453), (80, 0.0007692453), (81, 0.0007692453), (82, 0.0007692453), (83, 0.0007692453), (84, 0.0007692453), (85, 0.0007692453), (86, 0.0007692453), (87, 0.0007692453), (88, 0.0007692453), (89, 0.0007692453), (90, 0.0007692453), (91, 0.0007692453), (92, 0.0007692453), (93, 0.0007692453), (94, 0.0007692453), (95, 0.0007692453), (96, 0.0007692453), (97, 0.0007692453), (98, 0.0007692453), (99, 0.0007692453)]\n",
      "Word topics: [(6, [65]), (7, [65]), (8, [65]), (9, [65]), (10, [65]), (11, [65]), (12, [65]), (13, [65]), (14, [65]), (15, [65]), (16, [65])]\n",
      "Phi values: [(6, [(65, 1.9999976)]), (7, [(65, 0.9999662)]), (8, [(65, 0.9999875)]), (9, [(65, 0.9999799)]), (10, [(65, 0.99997693)]), (11, [(65, 0.99998325)]), (12, [(65, 0.9999649)]), (13, [(65, 0.9999668)]), (14, [(65, 0.9999763)]), (15, [(65, 0.99997604)]), (16, [(65, 0.99997914)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0016677552), (1, 0.0016677552), (2, 0.0016677552), (3, 0.0016677552), (4, 0.0016677552), (5, 0.0016677552), (6, 0.0016677552), (7, 0.0016677552), (8, 0.0016677552), (9, 0.0016677552), (10, 0.0016677552), (11, 0.0016677552), (12, 0.0016677552), (13, 0.0016677552), (14, 0.0016677552), (15, 0.0016677552), (16, 0.0016677552), (17, 0.0016677552), (18, 0.0016677552), (19, 0.0016677552), (20, 0.0016677552), (21, 0.0016677552), (22, 0.0016677552), (23, 0.0016677552), (24, 0.0016677552), (25, 0.0016677552), (26, 0.0016677552), (27, 0.0016677552), (28, 0.0016677552), (29, 0.0016677552), (30, 0.0016677552), (31, 0.0016677552), (32, 0.0016677552), (33, 0.0016677552), (34, 0.0016677552), (35, 0.0016677552), (36, 0.0016677552), (37, 0.0016677552), (38, 0.0016677552), (39, 0.0016677552), (40, 0.0016677552), (41, 0.0016677552), (42, 0.0016677552), (43, 0.0016677552), (44, 0.0016677552), (45, 0.0016677552), (46, 0.0016677552), (47, 0.0016677552), (48, 0.0016677552), (49, 0.0016677552), (50, 0.0016677552), (51, 0.0016677552), (52, 0.0016677552), (53, 0.0016677552), (54, 0.0016677552), (55, 0.0016677552), (56, 0.0016677552), (57, 0.0016677552), (58, 0.0016677552), (59, 0.24027993), (60, 0.0016677552), (61, 0.0016677552), (62, 0.0016677552), (63, 0.0016677552), (64, 0.3257287), (65, 0.0016677552), (66, 0.0016677552), (67, 0.0016677552), (68, 0.0016677552), (69, 0.0016677552), (70, 0.0016677552), (71, 0.0016677552), (72, 0.0016677552), (73, 0.0016677552), (74, 0.0016677552), (75, 0.0016677552), (76, 0.0016677552), (77, 0.0016677552), (78, 0.0016677552), (79, 0.0016677552), (80, 0.0016677552), (81, 0.0016677552), (82, 0.2722191), (83, 0.0016677552), (84, 0.0016677552), (85, 0.0016677552), (86, 0.0016677552), (87, 0.0016677552), (88, 0.0016677552), (89, 0.0016677552), (90, 0.0016677552), (91, 0.0016677552), (92, 0.0016677552), (93, 0.0016677552), (94, 0.0016677552), (95, 0.0016677552), (96, 0.0016677552), (97, 0.0016677552), (98, 0.0016677552), (99, 0.0016677552)]\n",
      "Word topics: [(0, [64, 82, 59]), (1, [59, 82, 64]), (2, []), (3, [82]), (4, []), (5, [64, 59, 82]), (6, [64, 82, 59])]\n",
      "Phi values: [(0, [(59, 0.15995039), (64, 0.5983044), (82, 0.24173929)]), (1, [(59, 0.9829929), (64, 0.00680549), (82, 0.010063826)]), (2, []), (3, [(82, 0.9962533)]), (4, []), (5, [(59, 0.064922795), (64, 0.9316619), (82, 0.003333393)]), (6, [(59, 0.21269), (64, 0.4281288), (82, 0.35917935)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0005883992), (1, 0.0005883992), (2, 0.0005883992), (3, 0.0005883992), (4, 0.0005883992), (5, 0.0005883992), (6, 0.0005883992), (7, 0.0005883992), (8, 0.0005883992), (9, 0.0005883992), (10, 0.0005883992), (11, 0.0005883992), (12, 0.0005883992), (13, 0.0005883992), (14, 0.0005883992), (15, 0.0005883992), (16, 0.0005883992), (17, 0.0005883992), (18, 0.0005883992), (19, 0.0005883992), (20, 0.0005883992), (21, 0.0005883992), (22, 0.0005883992), (23, 0.0005883992), (24, 0.0005883992), (25, 0.0005883992), (26, 0.0005883992), (27, 0.0005883992), (28, 0.0005883992), (29, 0.10981825), (30, 0.0005883992), (31, 0.0005883992), (32, 0.0005883992), (33, 0.0005883992), (34, 0.0005883992), (35, 0.0005883992), (36, 0.0005883992), (37, 0.0005883992), (38, 0.0005883992), (39, 0.0005883992), (40, 0.0005883992), (41, 0.0005883992), (42, 0.0005883992), (43, 0.0005883992), (44, 0.0005883992), (45, 0.0005883992), (46, 0.0005883992), (47, 0.0005883992), (48, 0.0005883992), (49, 0.0005883992), (50, 0.0005883992), (51, 0.0005883992), (52, 0.0005883992), (53, 0.0005883992), (54, 0.173292), (55, 0.0005883992), (56, 0.0005883992), (57, 0.0005883992), (58, 0.0005883992), (59, 0.0005883992), (60, 0.0005883992), (61, 0.0005883992), (62, 0.0005883992), (63, 0.0005883992), (64, 0.0005883992), (65, 0.0005883992), (66, 0.0005883992), (67, 0.0005883992), (68, 0.0005883992), (69, 0.0005883992), (70, 0.0005883992), (71, 0.0005883992), (72, 0.0005883992), (73, 0.0005883992), (74, 0.0005883992), (75, 0.0005883992), (76, 0.0005883992), (77, 0.0005883992), (78, 0.0005883992), (79, 0.0005883992), (80, 0.0005883992), (81, 0.0005883992), (82, 0.0005883992), (83, 0.659815), (84, 0.0005883992), (85, 0.0005883992), (86, 0.0005883992), (87, 0.0005883992), (88, 0.0005883992), (89, 0.0005883992), (90, 0.0005883992), (91, 0.0005883992), (92, 0.0005883992), (93, 0.0005883992), (94, 0.0005883992), (95, 0.0005883992), (96, 0.0005883992), (97, 0.0005883992), (98, 0.0005883992), (99, 0.0005883992)]\n",
      "Word topics: [(6, [83, 54, 29]), (17, [83, 54]), (18, [83, 54, 29]), (19, [83]), (20, [83, 29, 54]), (21, [83, 54, 29]), (22, [83]), (23, [83, 54, 29]), (24, [83, 29, 54]), (25, [54, 83, 29]), (26, [83]), (27, [83]), (28, [29, 83, 54]), (29, [83, 54, 29]), (30, [54, 83, 29])]\n",
      "Phi values: [(6, [(29, 0.2738957), (54, 0.31452608), (83, 1.4115762)]), (17, [(54, 0.17324981), (83, 0.8259535)]), (18, [(29, 0.0259087), (54, 0.2052011), (83, 0.76881135)]), (19, [(83, 0.99941003)]), (20, [(29, 0.16330379), (54, 0.017483052), (83, 0.8190755)]), (21, [(29, 0.015282088), (54, 0.16817403), (83, 0.8162531)]), (22, [(83, 0.99946564)]), (23, [(29, 0.018429687), (54, 0.24651253), (83, 0.7349136)]), (24, [(29, 0.37094644), (54, 0.12561676), (83, 0.50311923)]), (25, [(29, 0.027461339), (54, 0.50431275), (83, 0.4681294)]), (26, [(83, 0.9989552)]), (27, [(83, 0.9997137)]), (28, [(29, 0.86677414), (54, 0.023238068), (83, 0.10990667)]), (29, [(29, 0.097037315), (54, 0.20044407), (83, 0.7022594)]), (30, [(29, 0.010083315), (54, 0.9747626), (83, 0.01506952)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0008333588), (1, 0.0008333588), (2, 0.0008333588), (3, 0.0008333588), (4, 0.0008333588), (5, 0.0008333588), (6, 0.0008333588), (7, 0.0008333588), (8, 0.0008333588), (9, 0.0008333588), (10, 0.0008333588), (11, 0.0008333588), (12, 0.0008333588), (13, 0.0008333588), (14, 0.0008333588), (15, 0.0008333588), (16, 0.0008333588), (17, 0.0008333588), (18, 0.0008333588), (19, 0.0008333588), (20, 0.0008333588), (21, 0.0008333588), (22, 0.0008333588), (23, 0.0008333588), (24, 0.0008333588), (25, 0.0008333588), (26, 0.0008333588), (27, 0.0008333588), (28, 0.0008333588), (29, 0.0008333588), (30, 0.0008333588), (31, 0.0008333588), (32, 0.0008333588), (33, 0.22453365), (34, 0.0008333588), (35, 0.0008333588), (36, 0.0008333588), (37, 0.0008333588), (38, 0.0008333588), (39, 0.0008333588), (40, 0.0008333588), (41, 0.0008333588), (42, 0.0008333588), (43, 0.0008333588), (44, 0.0008333588), (45, 0.0008333588), (46, 0.0008333588), (47, 0.0008333588), (48, 0.0008333588), (49, 0.0008333588), (50, 0.0008333588), (51, 0.0008333588), (52, 0.0008333588), (53, 0.0008333588), (54, 0.0008333588), (55, 0.0008333588), (56, 0.0008333588), (57, 0.0008333588), (58, 0.0008333588), (59, 0.0008333588), (60, 0.0008333588), (61, 0.6937972), (62, 0.0008333588), (63, 0.0008333588), (64, 0.0008333588), (65, 0.0008333588), (66, 0.0008333588), (67, 0.0008333588), (68, 0.0008333588), (69, 0.0008333588), (70, 0.0008333588), (71, 0.0008333588), (72, 0.0008333588), (73, 0.0008333588), (74, 0.0008333588), (75, 0.0008333588), (76, 0.0008333588), (77, 0.0008333588), (78, 0.0008333588), (79, 0.0008333588), (80, 0.0008333588), (81, 0.0008333588), (82, 0.0008333588), (83, 0.0008333588), (84, 0.0008333588), (85, 0.0008333588), (86, 0.0008333588), (87, 0.0008333588), (88, 0.0008333588), (89, 0.0008333588), (90, 0.0008333588), (91, 0.0008333588), (92, 0.0008333588), (93, 0.0008333588), (94, 0.0008333588), (95, 0.0008333588), (96, 0.0008333588), (97, 0.0008333588), (98, 0.0008333588), (99, 0.0008333588)]\n",
      "Word topics: [(6, [61, 33]), (31, [61, 33]), (32, [61, 33]), (33, [61, 33]), (34, [33]), (35, [61]), (36, [61, 33]), (37, [61]), (38, [33]), (39, [61, 33]), (40, [61, 33])]\n",
      "Phi values: [(6, [(33, 0.10596511), (61, 0.89403373)]), (31, [(33, 0.36373726), (61, 0.6362254)]), (32, [(33, 0.009676154), (61, 0.99031484)]), (33, [(33, 0.025840577), (61, 0.97412413)]), (34, [(33, 0.9999053)]), (35, [(61, 0.99997646)]), (36, [(33, 0.015772643), (61, 0.9842149)]), (37, [(61, 0.99996626)]), (38, [(33, 0.99994564)]), (39, [(33, 0.10794069), (61, 0.89201444)]), (40, [(33, 0.05102163), (61, 0.94895667)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0007692822), (1, 0.0007692822), (2, 0.0007692822), (3, 0.0007692822), (4, 0.0007692822), (5, 0.0007692822), (6, 0.0007692822), (7, 0.0007692822), (8, 0.0007692822), (9, 0.0007692822), (10, 0.0007692822), (11, 0.0007692822), (12, 0.0007692822), (13, 0.0007692822), (14, 0.0007692822), (15, 0.0007692822), (16, 0.0007692822), (17, 0.0007692822), (18, 0.0007692822), (19, 0.0007692822), (20, 0.0007692822), (21, 0.0007692822), (22, 0.0007692822), (23, 0.0007692822), (24, 0.0007692822), (25, 0.0007692822), (26, 0.0007692822), (27, 0.0007692822), (28, 0.0007692822), (29, 0.0007692822), (30, 0.0007692822), (31, 0.0007692822), (32, 0.0007692822), (33, 0.0007692822), (34, 0.0007692822), (35, 0.0007692822), (36, 0.0007692822), (37, 0.0007692822), (38, 0.0007692822), (39, 0.0007692822), (40, 0.0007692822), (41, 0.0007692822), (42, 0.0007692822), (43, 0.0007692822), (44, 0.0007692822), (45, 0.0007692822), (46, 0.0007692822), (47, 0.0007692822), (48, 0.0007692822), (49, 0.0007692822), (50, 0.0007692822), (51, 0.0007692822), (52, 0.0007692822), (53, 0.0007692822), (54, 0.0007692822), (55, 0.0007692822), (56, 0.0007692822), (57, 0.0007692822), (58, 0.0007692822), (59, 0.0007692822), (60, 0.0007692822), (61, 0.0007692822), (62, 0.0007692822), (63, 0.0007692822), (64, 0.0007692822), (65, 0.0007692822), (66, 0.0007692822), (67, 0.0007692822), (68, 0.0007692822), (69, 0.0007692822), (70, 0.0007692822), (71, 0.0007692822), (72, 0.0007692822), (73, 0.0007692822), (74, 0.0007692822), (75, 0.0007692822), (76, 0.0007692822), (77, 0.8435738), (78, 0.0007692822), (79, 0.0007692822), (80, 0.08103655), (81, 0.0007692822), (82, 0.0007692822), (83, 0.0007692822), (84, 0.0007692822), (85, 0.0007692822), (86, 0.0007692822), (87, 0.0007692822), (88, 0.0007692822), (89, 0.0007692822), (90, 0.0007692822), (91, 0.0007692822), (92, 0.0007692822), (93, 0.0007692822), (94, 0.0007692822), (95, 0.0007692822), (96, 0.0007692822), (97, 0.0007692822), (98, 0.0007692822), (99, 0.0007692822)]\n",
      "Word topics: [(47, [77, 80]), (48, [77, 80]), (49, [77, 80]), (50, [77, 80]), (51, [77, 80]), (52, [77, 80]), (53, [77]), (54, [80]), (55, [77, 80]), (56, [77, 80]), (57, [77, 80])]\n",
      "Phi values: [(47, [(77, 0.9971831), (80, 0.0027621102)]), (48, [(77, 0.9933757), (80, 0.0065151197)]), (49, [(77, 0.99415535), (80, 0.0057669734)]), (50, [(77, 0.9987555), (80, 0.0011859398)]), (51, [(77, 0.99837655), (80, 0.0015837929)]), (52, [(77, 1.9768074), (80, 0.02312271)]), (53, [(77, 0.9998943)]), (54, [(80, 0.9997977)]), (55, [(77, 0.9998437), (80, 0.00014087658)]), (56, [(77, 0.99743724), (80, 0.0024990286)]), (57, [(77, 0.9999271), (80, 1.8630525e-08)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0025012307), (1, 0.0025012307), (2, 0.0025012307), (3, 0.0025012307), (4, 0.0025012307), (5, 0.0025012307), (6, 0.0025012307), (7, 0.0025012307), (8, 0.0025012307), (9, 0.0025012307), (10, 0.0025012307), (11, 0.0025012307), (12, 0.0025012307), (13, 0.0025012307), (14, 0.0025012307), (15, 0.0025012307), (16, 0.0025012307), (17, 0.0025012307), (18, 0.0025012307), (19, 0.0025012307), (20, 0.0025012307), (21, 0.0025012307), (22, 0.0025012307), (23, 0.0025012307), (24, 0.0025012307), (25, 0.0025012307), (26, 0.0025012307), (27, 0.75237817), (28, 0.0025012307), (29, 0.0025012307), (30, 0.0025012307), (31, 0.0025012307), (32, 0.0025012307), (33, 0.0025012307), (34, 0.0025012307), (35, 0.0025012307), (36, 0.0025012307), (37, 0.0025012307), (38, 0.0025012307), (39, 0.0025012307), (40, 0.0025012307), (41, 0.0025012307), (42, 0.0025012307), (43, 0.0025012307), (44, 0.0025012307), (45, 0.0025012307), (46, 0.0025012307), (47, 0.0025012307), (48, 0.0025012307), (49, 0.0025012307), (50, 0.0025012307), (51, 0.0025012307), (52, 0.0025012307), (53, 0.0025012307), (54, 0.0025012307), (55, 0.0025012307), (56, 0.0025012307), (57, 0.0025012307), (58, 0.0025012307), (59, 0.0025012307), (60, 0.0025012307), (61, 0.0025012307), (62, 0.0025012307), (63, 0.0025012307), (64, 0.0025012307), (65, 0.0025012307), (66, 0.0025012307), (67, 0.0025012307), (68, 0.0025012307), (69, 0.0025012307), (70, 0.0025012307), (71, 0.0025012307), (72, 0.0025012307), (73, 0.0025012307), (74, 0.0025012307), (75, 0.0025012307), (76, 0.0025012307), (77, 0.0025012307), (78, 0.0025012307), (79, 0.0025012307), (80, 0.0025012307), (81, 0.0025012307), (82, 0.0025012307), (83, 0.0025012307), (84, 0.0025012307), (85, 0.0025012307), (86, 0.0025012307), (87, 0.0025012307), (88, 0.0025012307), (89, 0.0025012307), (90, 0.0025012307), (91, 0.0025012307), (92, 0.0025012307), (93, 0.0025012307), (94, 0.0025012307), (95, 0.0025012307), (96, 0.0025012307), (97, 0.0025012307), (98, 0.0025012307), (99, 0.0025012307)]\n",
      "Word topics: [(58, [27]), (59, [27]), (60, [27])]\n",
      "Phi values: [(58, [(27, 0.9983136)]), (59, [(27, 0.99985206)]), (60, [(27, 0.99987304)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0016676801), (1, 0.0016676801), (2, 0.0016676801), (3, 0.0016676801), (4, 0.0016676801), (5, 0.0016676801), (6, 0.0016676801), (7, 0.0016676801), (8, 0.0016676801), (9, 0.0016676801), (10, 0.0016676801), (11, 0.0016676801), (12, 0.0016676801), (13, 0.0016676801), (14, 0.0016676801), (15, 0.0016676801), (16, 0.0016676801), (17, 0.0016676801), (18, 0.0016676801), (19, 0.0016676801), (20, 0.0016676801), (21, 0.0016676801), (22, 0.0016676801), (23, 0.0016676801), (24, 0.0016676801), (25, 0.0016676801), (26, 0.0016676801), (27, 0.0016676801), (28, 0.0016676801), (29, 0.0016676801), (30, 0.0016676801), (31, 0.0016676801), (32, 0.0016676801), (33, 0.0016676801), (34, 0.0016676801), (35, 0.0016676801), (36, 0.0016676801), (37, 0.0016676801), (38, 0.0016676801), (39, 0.0016676801), (40, 0.0016676801), (41, 0.0016676801), (42, 0.0016676801), (43, 0.0016676801), (44, 0.0016676801), (45, 0.0016676801), (46, 0.0016676801), (47, 0.0016676801), (48, 0.0016676801), (49, 0.0016676801), (50, 0.0016676801), (51, 0.0016676801), (52, 0.0016676801), (53, 0.0016676801), (54, 0.0016676801), (55, 0.0016676801), (56, 0.0016676801), (57, 0.0016676801), (58, 0.0016676801), (59, 0.24832833), (60, 0.0016676801), (61, 0.0016676801), (62, 0.0016676801), (63, 0.0016676801), (64, 0.0016676801), (65, 0.0016676801), (66, 0.0016676801), (67, 0.0016676801), (68, 0.0016676801), (69, 0.0016676801), (70, 0.0016676801), (71, 0.0016676801), (72, 0.0016676801), (73, 0.0016676801), (74, 0.0016676801), (75, 0.0016676801), (76, 0.0016676801), (77, 0.0016676801), (78, 0.0016676801), (79, 0.0016676801), (80, 0.0016676801), (81, 0.0016676801), (82, 0.28668338), (83, 0.0016676801), (84, 0.0016676801), (85, 0.0016676801), (86, 0.0016676801), (87, 0.0016676801), (88, 0.0016676801), (89, 0.30322328), (90, 0.0016676801), (91, 0.0016676801), (92, 0.0016676801), (93, 0.0016676801), (94, 0.0016676801), (95, 0.0016676801), (96, 0.0016676801), (97, 0.0016676801), (98, 0.0016676801), (99, 0.0016676801)]\n",
      "Word topics: [(0, [89, 82, 59]), (1, [59, 82]), (2, []), (3, [82]), (4, []), (5, [89, 59, 82]), (6, [89, 82, 59])]\n",
      "Phi values: [(0, [(59, 0.22152051), (82, 0.3427712), (89, 0.43570054)]), (1, [(59, 0.9894959), (82, 0.010371825)]), (2, []), (3, [(82, 0.9965062)]), (4, []), (5, [(59, 0.061169602), (82, 0.0032155365), (89, 0.9355413)]), (6, [(59, 0.19730012), (82, 0.34113008), (89, 0.46156818)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0005883991), (1, 0.0005883991), (2, 0.0005883991), (3, 0.0005883991), (4, 0.0005883991), (5, 0.0005883991), (6, 0.0005883991), (7, 0.0005883991), (8, 0.0005883991), (9, 0.0005883991), (10, 0.0005883991), (11, 0.0005883991), (12, 0.0005883991), (13, 0.0005883991), (14, 0.0005883991), (15, 0.0005883991), (16, 0.0005883991), (17, 0.0005883991), (18, 0.0005883991), (19, 0.0005883991), (20, 0.0005883991), (21, 0.0005883991), (22, 0.0005883991), (23, 0.0005883991), (24, 0.0005883991), (25, 0.0005883991), (26, 0.0005883991), (27, 0.0005883991), (28, 0.0005883991), (29, 0.10845767), (30, 0.0005883991), (31, 0.0005883991), (32, 0.0005883991), (33, 0.0005883991), (34, 0.0005883991), (35, 0.0005883991), (36, 0.0005883991), (37, 0.0005883991), (38, 0.0005883991), (39, 0.0005883991), (40, 0.0005883991), (41, 0.0005883991), (42, 0.0005883991), (43, 0.0005883991), (44, 0.0005883991), (45, 0.0005883991), (46, 0.0005883991), (47, 0.0005883991), (48, 0.0005883991), (49, 0.0005883991), (50, 0.0005883991), (51, 0.0005883991), (52, 0.0005883991), (53, 0.0005883991), (54, 0.174464), (55, 0.0005883991), (56, 0.0005883991), (57, 0.0005883991), (58, 0.0005883991), (59, 0.0005883991), (60, 0.0005883991), (61, 0.0005883991), (62, 0.0005883991), (63, 0.0005883991), (64, 0.0005883991), (65, 0.0005883991), (66, 0.0005883991), (67, 0.0005883991), (68, 0.0005883991), (69, 0.0005883991), (70, 0.0005883991), (71, 0.0005883991), (72, 0.0005883991), (73, 0.0005883991), (74, 0.0005883991), (75, 0.0005883991), (76, 0.0005883991), (77, 0.0005883991), (78, 0.0005883991), (79, 0.0005883991), (80, 0.0005883991), (81, 0.0005883991), (82, 0.0005883991), (83, 0.6600036), (84, 0.0005883991), (85, 0.0005883991), (86, 0.0005883991), (87, 0.0005883991), (88, 0.0005883991), (89, 0.0005883991), (90, 0.0005883991), (91, 0.0005883991), (92, 0.0005883991), (93, 0.0005883991), (94, 0.0005883991), (95, 0.0005883991), (96, 0.0005883991), (97, 0.0005883991), (98, 0.0005883991), (99, 0.0005883991)]\n",
      "Word topics: [(6, [83, 54, 29]), (17, [83, 54]), (18, [83, 54, 29]), (19, [83]), (20, [83, 29, 54]), (21, [83, 54, 29]), (22, [83]), (23, [83, 54, 29]), (24, [83, 29, 54]), (25, [54, 83, 29]), (26, [83]), (27, [83]), (28, [29, 83, 54]), (29, [83, 54, 29]), (30, [54, 83, 29])]\n",
      "Phi values: [(6, [(29, 0.26964295), (54, 0.31729344), (83, 1.4130616)]), (17, [(54, 0.17435673), (83, 0.8248479)]), (18, [(29, 0.025450109), (54, 0.2065496), (83, 0.7679215)]), (19, [(83, 0.9994103)]), (20, [(29, 0.16101287), (54, 0.01766372), (83, 0.8211854)]), (21, [(29, 0.015013252), (54, 0.1692979), (83, 0.8153985)]), (22, [(83, 0.9994658)]), (23, [(29, 0.018095465), (54, 0.24802266), (83, 0.73373795)]), (24, [(29, 0.36669934), (54, 0.12724689), (83, 0.50573474)]), (25, [(29, 0.026913738), (54, 0.506469), (83, 0.46652102)]), (26, [(83, 0.99895555)]), (27, [(83, 0.99971384)]), (28, [(29, 0.86467606), (54, 0.02375462), (83, 0.111487076)]), (29, [(29, 0.09543555), (54, 0.20200646), (83, 0.7022988)]), (30, [(29, 0.009843712), (54, 0.97511315), (83, 0.014959185)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.14677744), (1, 0.0012501322), (2, 0.0012501322), (3, 0.0012501322), (4, 0.0012501322), (5, 0.0012501322), (6, 0.0012501322), (7, 0.0012501322), (8, 0.0012501322), (9, 0.0012501322), (10, 0.0012501322), (11, 0.0012501322), (12, 0.0012501322), (13, 0.0012501322), (14, 0.0012501322), (15, 0.32679197), (16, 0.0012501322), (17, 0.0012501322), (18, 0.0012501322), (19, 0.0012501322), (20, 0.0012501322), (21, 0.0012501322), (22, 0.0012501322), (23, 0.0012501322), (24, 0.0012501322), (25, 0.0012501322), (26, 0.0012501322), (27, 0.0012501322), (28, 0.0012501322), (29, 0.0012501322), (30, 0.0012501322), (31, 0.0012501322), (32, 0.0012501322), (33, 0.0012501322), (34, 0.0012501322), (35, 0.0012501322), (36, 0.0012501322), (37, 0.0012501322), (38, 0.0012501322), (39, 0.0012501322), (40, 0.0012501322), (41, 0.0012501322), (42, 0.0012501322), (43, 0.0012501322), (44, 0.0012501322), (45, 0.0012501322), (46, 0.0012501322), (47, 0.0012501322), (48, 0.0012501322), (49, 0.0012501322), (50, 0.0012501322), (51, 0.0012501322), (52, 0.0012501322), (53, 0.0012501322), (54, 0.0012501322), (55, 0.0012501322), (56, 0.0012501322), (57, 0.0012501322), (58, 0.0012501322), (59, 0.0012501322), (60, 0.0012501322), (61, 0.0012501322), (62, 0.0012501322), (63, 0.0012501322), (64, 0.0012501322), (65, 0.0012501322), (66, 0.0012501322), (67, 0.0012501322), (68, 0.0012501322), (69, 0.0012501322), (70, 0.0012501322), (71, 0.0012501322), (72, 0.0012501322), (73, 0.1867679), (74, 0.0012501322), (75, 0.21964997), (76, 0.0012501322), (77, 0.0012501322), (78, 0.0012501322), (79, 0.0012501322), (80, 0.0012501322), (81, 0.0012501322), (82, 0.0012501322), (83, 0.0012501322), (84, 0.0012501322), (85, 0.0012501322), (86, 0.0012501322), (87, 0.0012501322), (88, 0.0012501322), (89, 0.0012501322), (90, 0.0012501322), (91, 0.0012501322), (92, 0.0012501322), (93, 0.0012501322), (94, 0.0012501322), (95, 0.0012501322), (96, 0.0012501322), (97, 0.0012501322), (98, 0.0012501322), (99, 0.0012501322)]\n",
      "Word topics: [(0, [75, 15, 73, 0]), (6, [15, 75, 73, 0]), (45, [15, 0, 75, 73]), (61, []), (62, [75, 15]), (63, [0, 73, 15, 75]), (64, [73, 15, 75, 0]), (65, [])]\n",
      "Phi values: [(0, [(0, 0.13155873), (15, 0.27006704), (73, 0.24611695), (75, 0.35225165)]), (6, [(0, 0.11986147), (15, 1.3211083), (73, 0.17674698), (75, 0.38228098)]), (45, [(0, 0.031095607), (15, 0.96430784), (73, 0.002011151), (75, 0.002577066)]), (61, []), (62, [(15, 0.0004793666), (75, 0.99906623)]), (63, [(0, 0.862045), (15, 0.032572545), (73, 0.10105402), (75, 0.004128973)]), (64, [(0, 0.0019692925), (15, 0.015914828), (73, 0.9799354), (75, 0.0020015754)]), (65, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.10507736), (1, 0.0005909807), (2, 0.0005909807), (3, 0.0005909807), (4, 0.0005909807), (5, 0.0005909807), (6, 0.0005909807), (7, 0.0005909807), (8, 0.0005909807), (9, 0.0005909807), (10, 0.2516753), (11, 0.0005909807), (12, 0.04278682), (13, 0.0005909807), (14, 0.0005909807), (15, 0.0005909807), (16, 0.0005909807), (17, 0.50803965), (18, 0.0005909807), (19, 0.0005909807), (20, 0.0005909807), (21, 0.0005909807), (22, 0.0005909807), (23, 0.0005909807), (24, 0.0005909807), (25, 0.0005909807), (26, 0.0005909807), (27, 0.0005909807), (28, 0.0005909807), (29, 0.0005909807), (30, 0.0005909807), (31, 0.0005909807), (32, 0.0005909807), (33, 0.03627774), (34, 0.0005909807), (35, 0.0005909807), (36, 0.0005909807), (37, 0.0005909807), (38, 0.0005909807), (39, 0.0005909807), (40, 0.0005909807), (41, 0.0005909807), (42, 0.0005909807), (43, 0.0005909807), (44, 0.0005909807), (45, 0.0005909807), (46, 0.0005909807), (47, 0.0005909807), (48, 0.0005909807), (49, 0.0005909807), (50, 0.0005909807), (51, 0.0005909807), (52, 0.0005909807), (53, 0.0005909807), (54, 0.0005909807), (55, 0.0005909807), (56, 0.0005909807), (57, 0.0005909807), (58, 0.0005909807), (59, 0.0005909807), (60, 0.0005909807), (61, 0.0005909807), (62, 0.0005909807), (63, 0.0005909807), (64, 0.0005909807), (65, 0.0005909807), (66, 0.0005909807), (67, 0.0005909807), (68, 0.0005909807), (69, 0.0005909807), (70, 0.0005909807), (71, 0.0005909807), (72, 0.0005909807), (73, 0.0005909807), (74, 0.0005909807), (75, 0.0005909807), (76, 0.0005909807), (77, 0.0005909807), (78, 0.0005909807), (79, 0.0005909807), (80, 0.0005909807), (81, 0.0005909807), (82, 0.0005909807), (83, 0.0005909807), (84, 0.0005909807), (85, 0.0005909807), (86, 0.0005909807), (87, 0.0005909807), (88, 0.0005909807), (89, 0.0005909807), (90, 0.0005909807), (91, 0.0005909807), (92, 0.0005909807), (93, 0.0005909807), (94, 0.0005909807), (95, 0.0005909807), (96, 0.0005909807), (97, 0.0005909807), (98, 0.0005909807), (99, 0.0005909807)]\n",
      "Word topics: [(6, [17, 10, 0, 12, 33]), (66, [17, 10, 0, 12, 33]), (67, [12, 17, 10, 0, 33]), (68, [17]), (69, [10, 17]), (70, [33, 17, 0, 10]), (71, [0, 17, 10, 12]), (72, [0, 17, 10, 12, 33]), (73, [17]), (74, [17]), (75, [10, 17, 0, 33, 12]), (76, [10, 17, 33, 12, 0]), (77, [17]), (78, [17, 10, 0, 12])]\n",
      "Phi values: [(6, [(0, 0.18648222), (10, 0.72075033), (12, 0.0643636), (17, 2.0010579), (33, 0.027341563)]), (66, [(0, 0.110453025), (10, 0.24805783), (12, 0.025367932), (17, 0.61117554), (33, 0.004856443)]), (67, [(0, 0.020160485), (10, 0.14154743), (12, 0.58184963), (17, 0.24870458), (33, 0.007568927)]), (68, [(17, 0.9866706)]), (69, [(10, 0.9391977), (17, 0.05681753)]), (70, [(0, 0.032369077), (10, 0.0016510802), (17, 0.42962244), (33, 0.5348049)]), (71, [(0, 0.97458404), (10, 0.002469836), (12, 0.0005425237), (17, 0.022174776)]), (72, [(0, 0.352082), (10, 0.31631994), (12, 0.007062998), (17, 0.32096213), (33, 0.0034760318)]), (73, [(17, 0.9734007)]), (74, [(17, 0.9953545)]), (75, [(0, 0.024979759), (10, 0.66193694), (12, 0.0022150173), (17, 0.307031), (33, 0.0031202673)]), (76, [(0, 9.6863694e-08), (10, 0.9925672), (12, 6.978905e-05), (17, 0.006424606), (33, 0.0007925826)]), (77, [(17, 0.9731404)]), (78, [(0, 0.06695635), (10, 0.22041455), (12, 0.016319392), (17, 0.69608843)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0005884072), (1, 0.0005884072), (2, 0.0005884072), (3, 0.0005884072), (4, 0.0005884072), (5, 0.10528291), (6, 0.38119242), (7, 0.0005884072), (8, 0.0005884072), (9, 0.0005884072), (10, 0.27801082), (11, 0.17902675), (12, 0.0005884072), (13, 0.0005884072), (14, 0.0005884072), (15, 0.0005884072), (16, 0.0005884072), (17, 0.0005884072), (18, 0.0005884072), (19, 0.0005884072), (20, 0.0005884072), (21, 0.0005884072), (22, 0.0005884072), (23, 0.0005884072), (24, 0.0005884072), (25, 0.0005884072), (26, 0.0005884072), (27, 0.0005884072), (28, 0.0005884072), (29, 0.0005884072), (30, 0.0005884072), (31, 0.0005884072), (32, 0.0005884072), (33, 0.0005884072), (34, 0.0005884072), (35, 0.0005884072), (36, 0.0005884072), (37, 0.0005884072), (38, 0.0005884072), (39, 0.0005884072), (40, 0.0005884072), (41, 0.0005884072), (42, 0.0005884072), (43, 0.0005884072), (44, 0.0005884072), (45, 0.0005884072), (46, 0.0005884072), (47, 0.0005884072), (48, 0.0005884072), (49, 0.0005884072), (50, 0.0005884072), (51, 0.0005884072), (52, 0.0005884072), (53, 0.0005884072), (54, 0.0005884072), (55, 0.0005884072), (56, 0.0005884072), (57, 0.0005884072), (58, 0.0005884072), (59, 0.0005884072), (60, 0.0005884072), (61, 0.0005884072), (62, 0.0005884072), (63, 0.0005884072), (64, 0.0005884072), (65, 0.0005884072), (66, 0.0005884072), (67, 0.0005884072), (68, 0.0005884072), (69, 0.0005884072), (70, 0.0005884072), (71, 0.0005884072), (72, 0.0005884072), (73, 0.0005884072), (74, 0.0005884072), (75, 0.0005884072), (76, 0.0005884072), (77, 0.0005884072), (78, 0.0005884072), (79, 0.0005884072), (80, 0.0005884072), (81, 0.0005884072), (82, 0.0005884072), (83, 0.0005884072), (84, 0.0005884072), (85, 0.0005884072), (86, 0.0005884072), (87, 0.0005884072), (88, 0.0005884072), (89, 0.0005884072), (90, 0.0005884072), (91, 0.0005884072), (92, 0.0005884072), (93, 0.0005884072), (94, 0.0005884072), (95, 0.0005884072), (96, 0.0005884072), (97, 0.0005884072), (98, 0.0005884072), (99, 0.0005884072)]\n",
      "Word topics: [(6, [6, 10, 11, 5]), (79, [11, 10, 5, 6]), (80, [11, 6, 10, 5]), (81, [6, 10, 5, 11]), (82, [10, 6, 11]), (83, [6, 10, 11, 5]), (84, [11, 10, 6]), (85, [6, 5, 10, 11]), (86, [10, 6]), (87, [6, 10, 11, 5]), (88, [5, 10, 11]), (89, [6, 11, 10, 5]), (90, [10, 6, 5, 11]), (91, [6, 10, 5, 11])]\n",
      "Phi values: [(6, [(5, 0.18176621), (6, 1.3642858), (10, 0.93021744), (11, 0.52372557)]), (79, [(5, 0.15123127), (6, 0.12568022), (10, 0.18895467), (11, 0.5338117)]), (80, [(5, 0.0375012), (6, 0.41588902), (10, 0.11574058), (11, 0.42924502)]), (81, [(5, 0.12583998), (6, 0.5443734), (10, 0.28832442), (11, 0.041065164)]), (82, [(6, 0.053947542), (10, 0.94502676), (11, 0.0006671377)]), (83, [(5, 0.004407867), (6, 0.77164406), (10, 0.12417531), (11, 0.099713884)]), (84, [(6, 0.013000173), (10, 0.02164047), (11, 0.96507645)]), (85, [(5, 0.13953379), (6, 0.75206864), (10, 0.10038967), (11, 0.0077319085)]), (86, [(6, 0.0023293365), (10, 0.99744695)]), (87, [(5, 0.08044267), (6, 0.6322502), (10, 0.19194488), (11, 0.09528354)]), (88, [(5, 0.9354383), (10, 0.059775528), (11, 0.004486548)]), (89, [(5, 0.039679512), (6, 0.42312524), (10, 0.24688652), (11, 0.29015738)]), (90, [(5, 0.07549099), (6, 0.4078112), (10, 0.47522116), (11, 0.040636398)]), (91, [(5, 0.0031948052), (6, 0.98945886), (10, 0.005457755), (11, 0.0018371618)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0012586642), (1, 0.0012586642), (2, 0.0012586642), (3, 0.0012586642), (4, 0.0012586642), (5, 0.0012586642), (6, 0.0012586642), (7, 0.0012586642), (8, 0.0012586642), (9, 0.0012586642), (10, 0.0012586642), (11, 0.0012586642), (12, 0.0012586642), (13, 0.0012586642), (14, 0.0012586642), (15, 0.0012586642), (16, 0.0012586642), (17, 0.0012586642), (18, 0.0012586642), (19, 0.0012586642), (20, 0.0012586642), (21, 0.0012586642), (22, 0.0012586642), (23, 0.0012586642), (24, 0.0012586642), (25, 0.0012586642), (26, 0.0012586642), (27, 0.0012586642), (28, 0.0012586642), (29, 0.0012586642), (30, 0.0012586642), (31, 0.0012586642), (32, 0.0012586642), (33, 0.0012586642), (34, 0.0012586642), (35, 0.0012586642), (36, 0.0012586642), (37, 0.0012586642), (38, 0.0012586642), (39, 0.0012586642), (40, 0.0012586642), (41, 0.0012586642), (42, 0.0012586642), (43, 0.0012586642), (44, 0.0012586642), (45, 0.0012586642), (46, 0.0012586642), (47, 0.0012586642), (48, 0.0012586642), (49, 0.0012586642), (50, 0.0012586642), (51, 0.0012586642), (52, 0.0012586642), (53, 0.0012586642), (54, 0.0012586642), (55, 0.0012586642), (56, 0.0012586642), (57, 0.0012586642), (58, 0.0012586642), (59, 0.28868088), (60, 0.0012586642), (61, 0.31314832), (62, 0.0012586642), (63, 0.0012586642), (64, 0.0012586642), (65, 0.0012586642), (66, 0.0012586642), (67, 0.0012586642), (68, 0.0012586642), (69, 0.0012586642), (70, 0.0012586642), (71, 0.0012586642), (72, 0.15059668), (73, 0.0012586642), (74, 0.0012586642), (75, 0.0012586642), (76, 0.0012586642), (77, 0.0012586642), (78, 0.0012586642), (79, 0.0012586642), (80, 0.0012586642), (81, 0.0012586642), (82, 0.0012586642), (83, 0.0012586642), (84, 0.0012586642), (85, 0.0012586642), (86, 0.0012586642), (87, 0.0012586642), (88, 0.0012586642), (89, 0.0012586642), (90, 0.0012586642), (91, 0.0012586642), (92, 0.0012586642), (93, 0.0012586642), (94, 0.0012586642), (95, 0.12674235), (96, 0.0012586642), (97, 0.0012586642), (98, 0.0012586642), (99, 0.0012586642)]\n",
      "Word topics: [(1, [59, 95]), (6, [61, 59, 72, 95]), (60, [61, 59, 95, 72]), (89, [59, 61, 72, 95]), (92, [72]), (93, [61, 72, 95, 59]), (94, [95, 59, 72, 61])]\n",
      "Phi values: [(1, [(59, 0.99969035), (95, 0.00020730056)]), (6, [(59, 0.27848476), (61, 0.51685435), (72, 0.12273457), (95, 0.08192454)]), (60, [(59, 0.075782664), (61, 0.86323303), (72, 0.02992682), (95, 0.031019473)]), (89, [(59, 0.8443572), (61, 0.100927204), (72, 0.03484129), (95, 0.019835996)]), (92, [(72, 0.9444663)]), (93, [(59, 0.0040773707), (61, 0.97980636), (72, 0.009702442), (95, 0.0063765324)]), (94, [(59, 0.070511505), (61, 0.03129146), (72, 0.039785333), (95, 0.85831445)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0020004546), (1, 0.0020004546), (2, 0.0020004546), (3, 0.0020004546), (4, 0.0020004546), (5, 0.0020004546), (6, 0.0020004546), (7, 0.0020004546), (8, 0.0020004546), (9, 0.0020004546), (10, 0.0020004546), (11, 0.0020004546), (12, 0.0020004546), (13, 0.0020004546), (14, 0.0020004546), (15, 0.0020004546), (16, 0.0020004546), (17, 0.0020004546), (18, 0.0020004546), (19, 0.0020004546), (20, 0.0020004546), (21, 0.0020004546), (22, 0.0020004546), (23, 0.0020004546), (24, 0.0020004546), (25, 0.0020004546), (26, 0.0020004546), (27, 0.0020004546), (28, 0.0020004546), (29, 0.23742366), (30, 0.0020004546), (31, 0.0020004546), (32, 0.0020004546), (33, 0.0020004546), (34, 0.0020004546), (35, 0.0020004546), (36, 0.0020004546), (37, 0.0020004546), (38, 0.0020004546), (39, 0.0020004546), (40, 0.0020004546), (41, 0.0020004546), (42, 0.0020004546), (43, 0.0020004546), (44, 0.0020004546), (45, 0.0020004546), (46, 0.0020004546), (47, 0.0020004546), (48, 0.37859735), (49, 0.0020004546), (50, 0.0020004546), (51, 0.0020004546), (52, 0.0020004546), (53, 0.0020004546), (54, 0.0020004546), (55, 0.0020004546), (56, 0.0020004546), (57, 0.0020004546), (58, 0.0020004546), (59, 0.0020004546), (60, 0.0020004546), (61, 0.0020004546), (62, 0.0020004546), (63, 0.0020004546), (64, 0.0020004546), (65, 0.0020004546), (66, 0.0020004546), (67, 0.0020004546), (68, 0.0020004546), (69, 0.0020004546), (70, 0.0020004546), (71, 0.0020004546), (72, 0.0020004546), (73, 0.0020004546), (74, 0.0020004546), (75, 0.0020004546), (76, 0.0020004546), (77, 0.0020004546), (78, 0.0020004546), (79, 0.0020004546), (80, 0.0020004546), (81, 0.0020004546), (82, 0.0020004546), (83, 0.0020004546), (84, 0.0020004546), (85, 0.0020004546), (86, 0.0020004546), (87, 0.18993488), (88, 0.0020004546), (89, 0.0020004546), (90, 0.0020004546), (91, 0.0020004546), (92, 0.0020004546), (93, 0.0020004546), (94, 0.0020004546), (95, 0.0020004546), (96, 0.0020004546), (97, 0.0020004546), (98, 0.0020004546), (99, 0.0020004546)]\n",
      "Word topics: [(95, [87, 48, 29]), (96, [48, 29, 87]), (97, [29, 48]), (98, [48, 87, 29])]\n",
      "Phi values: [(95, [(29, 0.027615124), (48, 0.13417073), (87, 0.8378212)]), (96, [(29, 0.1475366), (48, 0.7605128), (87, 0.091660134)]), (97, [(29, 0.9788981), (48, 0.020692743)]), (98, [(29, 0.007309007), (48, 0.98485273), (87, 0.0077809244)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0016666815), (1, 0.0016666815), (2, 0.0016666815), (3, 0.0016666815), (4, 0.0016666815), (5, 0.0016666815), (6, 0.0016666815), (7, 0.0016666815), (8, 0.0016666815), (9, 0.0016666815), (10, 0.0016666815), (11, 0.0016666815), (12, 0.0016666815), (13, 0.0016666815), (14, 0.0016666815), (15, 0.0016666815), (16, 0.0016666815), (17, 0.0016666815), (18, 0.0016666815), (19, 0.0016666815), (20, 0.0016666815), (21, 0.0016666815), (22, 0.0016666815), (23, 0.0016666815), (24, 0.0016666815), (25, 0.0016666815), (26, 0.0016666815), (27, 0.0016666815), (28, 0.0016666815), (29, 0.0016666815), (30, 0.0016666815), (31, 0.0016666815), (32, 0.0016666815), (33, 0.0016666815), (34, 0.0016666815), (35, 0.0016666815), (36, 0.0016666815), (37, 0.0016666815), (38, 0.0016666815), (39, 0.0016666815), (40, 0.0016666815), (41, 0.0016666815), (42, 0.0016666815), (43, 0.0016666815), (44, 0.0016666815), (45, 0.0016666815), (46, 0.0016666815), (47, 0.0016666815), (48, 0.0016666815), (49, 0.0016666815), (50, 0.0016666815), (51, 0.0016666815), (52, 0.83499855), (53, 0.0016666815), (54, 0.0016666815), (55, 0.0016666815), (56, 0.0016666815), (57, 0.0016666815), (58, 0.0016666815), (59, 0.0016666815), (60, 0.0016666815), (61, 0.0016666815), (62, 0.0016666815), (63, 0.0016666815), (64, 0.0016666815), (65, 0.0016666815), (66, 0.0016666815), (67, 0.0016666815), (68, 0.0016666815), (69, 0.0016666815), (70, 0.0016666815), (71, 0.0016666815), (72, 0.0016666815), (73, 0.0016666815), (74, 0.0016666815), (75, 0.0016666815), (76, 0.0016666815), (77, 0.0016666815), (78, 0.0016666815), (79, 0.0016666815), (80, 0.0016666815), (81, 0.0016666815), (82, 0.0016666815), (83, 0.0016666815), (84, 0.0016666815), (85, 0.0016666815), (86, 0.0016666815), (87, 0.0016666815), (88, 0.0016666815), (89, 0.0016666815), (90, 0.0016666815), (91, 0.0016666815), (92, 0.0016666815), (93, 0.0016666815), (94, 0.0016666815), (95, 0.0016666815), (96, 0.0016666815), (97, 0.0016666815), (98, 0.0016666815), (99, 0.0016666815)]\n",
      "Word topics: [(99, [52]), (100, [52]), (101, []), (102, [52]), (103, [52]), (104, [52])]\n",
      "Phi values: [(99, [(52, 0.9999916)]), (100, [(52, 0.9999881)]), (101, []), (102, [(52, 0.9999905)]), (103, [(52, 0.99999124)]), (104, [(52, 0.9999852)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111139), (1, 0.0011111139), (2, 0.0011111139), (3, 0.0011111139), (4, 0.0011111139), (5, 0.0011111139), (6, 0.0011111139), (7, 0.0011111139), (8, 0.0011111139), (9, 0.0011111139), (10, 0.0011111139), (11, 0.0011111139), (12, 0.0011111139), (13, 0.0011111139), (14, 0.0011111139), (15, 0.88999975), (16, 0.0011111139), (17, 0.0011111139), (18, 0.0011111139), (19, 0.0011111139), (20, 0.0011111139), (21, 0.0011111139), (22, 0.0011111139), (23, 0.0011111139), (24, 0.0011111139), (25, 0.0011111139), (26, 0.0011111139), (27, 0.0011111139), (28, 0.0011111139), (29, 0.0011111139), (30, 0.0011111139), (31, 0.0011111139), (32, 0.0011111139), (33, 0.0011111139), (34, 0.0011111139), (35, 0.0011111139), (36, 0.0011111139), (37, 0.0011111139), (38, 0.0011111139), (39, 0.0011111139), (40, 0.0011111139), (41, 0.0011111139), (42, 0.0011111139), (43, 0.0011111139), (44, 0.0011111139), (45, 0.0011111139), (46, 0.0011111139), (47, 0.0011111139), (48, 0.0011111139), (49, 0.0011111139), (50, 0.0011111139), (51, 0.0011111139), (52, 0.0011111139), (53, 0.0011111139), (54, 0.0011111139), (55, 0.0011111139), (56, 0.0011111139), (57, 0.0011111139), (58, 0.0011111139), (59, 0.0011111139), (60, 0.0011111139), (61, 0.0011111139), (62, 0.0011111139), (63, 0.0011111139), (64, 0.0011111139), (65, 0.0011111139), (66, 0.0011111139), (67, 0.0011111139), (68, 0.0011111139), (69, 0.0011111139), (70, 0.0011111139), (71, 0.0011111139), (72, 0.0011111139), (73, 0.0011111139), (74, 0.0011111139), (75, 0.0011111139), (76, 0.0011111139), (77, 0.0011111139), (78, 0.0011111139), (79, 0.0011111139), (80, 0.0011111139), (81, 0.0011111139), (82, 0.0011111139), (83, 0.0011111139), (84, 0.0011111139), (85, 0.0011111139), (86, 0.0011111139), (87, 0.0011111139), (88, 0.0011111139), (89, 0.0011111139), (90, 0.0011111139), (91, 0.0011111139), (92, 0.0011111139), (93, 0.0011111139), (94, 0.0011111139), (95, 0.0011111139), (96, 0.0011111139), (97, 0.0011111139), (98, 0.0011111139), (99, 0.0011111139)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0020002131), (1, 0.0020002131), (2, 0.0020002131), (3, 0.0020002131), (4, 0.0020002131), (5, 0.0020002131), (6, 0.0020002131), (7, 0.45575958), (8, 0.0020002131), (9, 0.0020002131), (10, 0.0020002131), (11, 0.0020002131), (12, 0.0020002131), (13, 0.0020002131), (14, 0.0020002131), (15, 0.0020002131), (16, 0.0020002131), (17, 0.0020002131), (18, 0.0020002131), (19, 0.0020002131), (20, 0.0020002131), (21, 0.0020002131), (22, 0.0020002131), (23, 0.0020002131), (24, 0.0020002131), (25, 0.0020002131), (26, 0.0020002131), (27, 0.0020002131), (28, 0.0020002131), (29, 0.0020002131), (30, 0.0020002131), (31, 0.0020002131), (32, 0.0020002131), (33, 0.0020002131), (34, 0.0020002131), (35, 0.0020002131), (36, 0.0020002131), (37, 0.0020002131), (38, 0.0020002131), (39, 0.0020002131), (40, 0.0020002131), (41, 0.0020002131), (42, 0.0020002131), (43, 0.0020002131), (44, 0.0020002131), (45, 0.0020002131), (46, 0.0020002131), (47, 0.0020002131), (48, 0.0020002131), (49, 0.0020002131), (50, 0.0020002131), (51, 0.0020002131), (52, 0.0020002131), (53, 0.0020002131), (54, 0.0020002131), (55, 0.0020002131), (56, 0.0020002131), (57, 0.0020002131), (58, 0.0020002131), (59, 0.0020002131), (60, 0.0020002131), (61, 0.0020002131), (62, 0.0020002131), (63, 0.0020002131), (64, 0.0020002131), (65, 0.0020002131), (66, 0.0020002131), (67, 0.0020002131), (68, 0.0020002131), (69, 0.0020002131), (70, 0.0020002131), (71, 0.0020002131), (72, 0.0020002131), (73, 0.0020002131), (74, 0.0020002131), (75, 0.0020002131), (76, 0.0020002131), (77, 0.0020002131), (78, 0.34821954), (79, 0.0020002131), (80, 0.0020002131), (81, 0.0020002131), (82, 0.0020002131), (83, 0.0020002131), (84, 0.0020002131), (85, 0.0020002131), (86, 0.0020002131), (87, 0.0020002131), (88, 0.0020002131), (89, 0.0020002131), (90, 0.0020002131), (91, 0.0020002131), (92, 0.0020002131), (93, 0.0020002131), (94, 0.0020002131), (95, 0.0020002131), (96, 0.0020002131), (97, 0.0020002131), (98, 0.0020002131), (99, 0.0020002131)]\n",
      "Word topics: [(36, [7, 78]), (105, [78, 7]), (106, [78, 7]), (107, [7])]\n",
      "Phi values: [(36, [(7, 0.737083), (78, 0.26288646)]), (105, [(7, 0.42421442), (78, 0.5757336)]), (106, [(7, 0.082977265), (78, 0.91687155)]), (107, [(7, 0.99969876)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014285989), (1, 0.0014285989), (2, 0.0014285989), (3, 0.0014285989), (4, 0.0014285989), (5, 0.0014285989), (6, 0.0014285989), (7, 0.0014285989), (8, 0.0014285989), (9, 0.0014285989), (10, 0.0014285989), (11, 0.0014285989), (12, 0.0014285989), (13, 0.0014285989), (14, 0.0014285989), (15, 0.0014285989), (16, 0.0014285989), (17, 0.0014285989), (18, 0.0014285989), (19, 0.0014285989), (20, 0.0014285989), (21, 0.0014285989), (22, 0.0014285989), (23, 0.0014285989), (24, 0.0014285989), (25, 0.0014285989), (26, 0.0014285989), (27, 0.0014285989), (28, 0.0014285989), (29, 0.0014285989), (30, 0.0014285989), (31, 0.0014285989), (32, 0.0014285989), (33, 0.0014285989), (34, 0.0014285989), (35, 0.0014285989), (36, 0.0014285989), (37, 0.0014285989), (38, 0.0014285989), (39, 0.0014285989), (40, 0.0014285989), (41, 0.0014285989), (42, 0.0014285989), (43, 0.0014285989), (44, 0.0014285989), (45, 0.0014285989), (46, 0.0014285989), (47, 0.0014285989), (48, 0.0014285989), (49, 0.0014285989), (50, 0.0014285989), (51, 0.0014285989), (52, 0.0014285989), (53, 0.0014285989), (54, 0.0014285989), (55, 0.0014285989), (56, 0.8585687), (57, 0.0014285989), (58, 0.0014285989), (59, 0.0014285989), (60, 0.0014285989), (61, 0.0014285989), (62, 0.0014285989), (63, 0.0014285989), (64, 0.0014285989), (65, 0.0014285989), (66, 0.0014285989), (67, 0.0014285989), (68, 0.0014285989), (69, 0.0014285989), (70, 0.0014285989), (71, 0.0014285989), (72, 0.0014285989), (73, 0.0014285989), (74, 0.0014285989), (75, 0.0014285989), (76, 0.0014285989), (77, 0.0014285989), (78, 0.0014285989), (79, 0.0014285989), (80, 0.0014285989), (81, 0.0014285989), (82, 0.0014285989), (83, 0.0014285989), (84, 0.0014285989), (85, 0.0014285989), (86, 0.0014285989), (87, 0.0014285989), (88, 0.0014285989), (89, 0.0014285989), (90, 0.0014285989), (91, 0.0014285989), (92, 0.0014285989), (93, 0.0014285989), (94, 0.0014285989), (95, 0.0014285989), (96, 0.0014285989), (97, 0.0014285989), (98, 0.0014285989), (99, 0.0014285989)]\n",
      "Word topics: [(6, [56]), (108, [56]), (109, []), (110, [56]), (111, [56]), (112, [56]), (113, [56])]\n",
      "Phi values: [(6, [(56, 0.9999979)]), (108, [(56, 0.9999715)]), (109, []), (110, [(56, 0.9999658)]), (111, [(56, 0.99998623)]), (112, [(56, 0.9999819)]), (113, [(56, 0.99996275)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0033333444), (1, 0.0033333444), (2, 0.0033333444), (3, 0.0033333444), (4, 0.0033333444), (5, 0.0033333444), (6, 0.0033333444), (7, 0.0033333444), (8, 0.0033333444), (9, 0.0033333444), (10, 0.0033333444), (11, 0.0033333444), (12, 0.0033333444), (13, 0.0033333444), (14, 0.0033333444), (15, 0.0033333444), (16, 0.0033333444), (17, 0.0033333444), (18, 0.0033333444), (19, 0.0033333444), (20, 0.0033333444), (21, 0.0033333444), (22, 0.0033333444), (23, 0.0033333444), (24, 0.0033333444), (25, 0.0033333444), (26, 0.0033333444), (27, 0.0033333444), (28, 0.0033333444), (29, 0.0033333444), (30, 0.0033333444), (31, 0.0033333444), (32, 0.0033333444), (33, 0.0033333444), (34, 0.0033333444), (35, 0.0033333444), (36, 0.0033333444), (37, 0.0033333444), (38, 0.0033333444), (39, 0.6699989), (40, 0.0033333444), (41, 0.0033333444), (42, 0.0033333444), (43, 0.0033333444), (44, 0.0033333444), (45, 0.0033333444), (46, 0.0033333444), (47, 0.0033333444), (48, 0.0033333444), (49, 0.0033333444), (50, 0.0033333444), (51, 0.0033333444), (52, 0.0033333444), (53, 0.0033333444), (54, 0.0033333444), (55, 0.0033333444), (56, 0.0033333444), (57, 0.0033333444), (58, 0.0033333444), (59, 0.0033333444), (60, 0.0033333444), (61, 0.0033333444), (62, 0.0033333444), (63, 0.0033333444), (64, 0.0033333444), (65, 0.0033333444), (66, 0.0033333444), (67, 0.0033333444), (68, 0.0033333444), (69, 0.0033333444), (70, 0.0033333444), (71, 0.0033333444), (72, 0.0033333444), (73, 0.0033333444), (74, 0.0033333444), (75, 0.0033333444), (76, 0.0033333444), (77, 0.0033333444), (78, 0.0033333444), (79, 0.0033333444), (80, 0.0033333444), (81, 0.0033333444), (82, 0.0033333444), (83, 0.0033333444), (84, 0.0033333444), (85, 0.0033333444), (86, 0.0033333444), (87, 0.0033333444), (88, 0.0033333444), (89, 0.0033333444), (90, 0.0033333444), (91, 0.0033333444), (92, 0.0033333444), (93, 0.0033333444), (94, 0.0033333444), (95, 0.0033333444), (96, 0.0033333444), (97, 0.0033333444), (98, 0.0033333444), (99, 0.0033333444)]\n",
      "Word topics: [(114, [39]), (115, []), (116, [39])]\n",
      "Phi values: [(114, [(39, 0.99999493)]), (115, []), (116, [(39, 0.99999505)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00083350495), (1, 0.00083350495), (2, 0.00083350495), (3, 0.00083350495), (4, 0.00083350495), (5, 0.00083350495), (6, 0.00083350495), (7, 0.09262548), (8, 0.00083350495), (9, 0.00083350495), (10, 0.13238639), (11, 0.00083350495), (12, 0.00083350495), (13, 0.00083350495), (14, 0.00083350495), (15, 0.09999642), (16, 0.00083350495), (17, 0.00083350495), (18, 0.00083350495), (19, 0.00083350495), (20, 0.00083350495), (21, 0.00083350495), (22, 0.00083350495), (23, 0.00083350495), (24, 0.00083350495), (25, 0.00083350495), (26, 0.00083350495), (27, 0.00083350495), (28, 0.00083350495), (29, 0.00083350495), (30, 0.00083350495), (31, 0.00083350495), (32, 0.00083350495), (33, 0.00083350495), (34, 0.00083350495), (35, 0.38457543), (36, 0.00083350495), (37, 0.00083350495), (38, 0.00083350495), (39, 0.00083350495), (40, 0.00083350495), (41, 0.00083350495), (42, 0.00083350495), (43, 0.00083350495), (44, 0.00083350495), (45, 0.00083350495), (46, 0.00083350495), (47, 0.00083350495), (48, 0.00083350495), (49, 0.00083350495), (50, 0.00083350495), (51, 0.00083350495), (52, 0.00083350495), (53, 0.00083350495), (54, 0.00083350495), (55, 0.00083350495), (56, 0.00083350495), (57, 0.00083350495), (58, 0.21123329), (59, 0.00083350495), (60, 0.00083350495), (61, 0.00083350495), (62, 0.00083350495), (63, 0.00083350495), (64, 0.00083350495), (65, 0.00083350495), (66, 0.00083350495), (67, 0.00083350495), (68, 0.00083350495), (69, 0.00083350495), (70, 0.00083350495), (71, 0.00083350495), (72, 0.00083350495), (73, 0.00083350495), (74, 0.00083350495), (75, 0.00083350495), (76, 0.00083350495), (77, 0.00083350495), (78, 0.00083350495), (79, 0.00083350495), (80, 0.00083350495), (81, 0.00083350495), (82, 0.00083350495), (83, 0.00083350495), (84, 0.00083350495), (85, 0.00083350495), (86, 0.00083350495), (87, 0.00083350495), (88, 0.00083350495), (89, 0.00083350495), (90, 0.00083350495), (91, 0.00083350495), (92, 0.00083350495), (93, 0.00083350495), (94, 0.00083350495), (95, 0.00083350495), (96, 0.00083350495), (97, 0.00083350495), (98, 0.00083350495), (99, 0.00083350495)]\n",
      "Word topics: [(6, [35, 15, 58, 10, 7]), (44, [15, 35, 10, 58, 7]), (87, [35, 58, 15, 7, 10]), (117, [35, 58, 15, 10, 7]), (118, [35, 58, 7, 15, 10]), (119, [58, 35, 10, 15, 7]), (120, [35, 10, 58, 15, 7]), (121, [10, 35, 15]), (122, [35, 10, 15, 58]), (123, [58, 35]), (124, [7, 58, 15, 10])]\n",
      "Phi values: [(6, [(7, 0.040545747), (10, 0.103200056), (15, 0.19201045), (35, 0.49198562), (58, 0.17225671)]), (44, [(7, 0.0019128076), (10, 0.07270211), (15, 0.8377659), (35, 0.07490431), (58, 0.012688621)]), (87, [(7, 0.025380794), (10, 0.022030279), (15, 0.035233926), (35, 0.87830836), (58, 0.03902288)]), (117, [(7, 0.0061905207), (10, 0.00633276), (15, 0.010097149), (35, 0.94443256), (58, 0.032800667)]), (118, [(7, 0.01819585), (10, 3.3201475e-06), (15, 0.0005415606), (35, 0.9101276), (58, 0.07098449)]), (119, [(7, 0.00955016), (10, 0.042517312), (15, 0.010147804), (35, 0.063892365), (58, 0.8738384)]), (120, [(7, 0.047705468), (10, 0.28022313), (15, 0.07554358), (35, 0.31947067), (58, 0.2768785)]), (121, [(10, 0.99316216), (15, 0.0004095566), (35, 0.0059765102)]), (122, [(10, 0.05563026), (15, 0.009684672), (35, 0.932673), (58, 0.0010808734)]), (123, [(35, 0.0006185944), (58, 0.9993504)]), (124, [(7, 0.95160806), (10, 0.0020366833), (15, 0.005366326), (58, 0.040515438)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.01), (1, 0.01), (2, 0.01), (3, 0.01), (4, 0.01), (5, 0.01), (6, 0.01), (7, 0.01), (8, 0.01), (9, 0.01), (10, 0.01), (11, 0.01), (12, 0.01), (13, 0.01), (14, 0.01), (15, 0.01), (16, 0.01), (17, 0.01), (18, 0.01), (19, 0.01), (20, 0.01), (21, 0.01), (22, 0.01), (23, 0.01), (24, 0.01), (25, 0.01), (26, 0.01), (27, 0.01), (28, 0.01), (29, 0.01), (30, 0.01), (31, 0.01), (32, 0.01), (33, 0.01), (34, 0.01), (35, 0.01), (36, 0.01), (37, 0.01), (38, 0.01), (39, 0.01), (40, 0.01), (41, 0.01), (42, 0.01), (43, 0.01), (44, 0.01), (45, 0.01), (46, 0.01), (47, 0.01), (48, 0.01), (49, 0.01), (50, 0.01), (51, 0.01), (52, 0.01), (53, 0.01), (54, 0.01), (55, 0.01), (56, 0.01), (57, 0.01), (58, 0.01), (59, 0.01), (60, 0.01), (61, 0.01), (62, 0.01), (63, 0.01), (64, 0.01), (65, 0.01), (66, 0.01), (67, 0.01), (68, 0.01), (69, 0.01), (70, 0.01), (71, 0.01), (72, 0.01), (73, 0.01), (74, 0.01), (75, 0.01), (76, 0.01), (77, 0.01), (78, 0.01), (79, 0.01), (80, 0.01), (81, 0.01), (82, 0.01), (83, 0.01), (84, 0.01), (85, 0.01), (86, 0.01), (87, 0.01), (88, 0.01), (89, 0.01), (90, 0.01), (91, 0.01), (92, 0.01), (93, 0.01), (94, 0.01), (95, 0.01), (96, 0.01), (97, 0.01), (98, 0.01), (99, 0.01)]\n",
      "Word topics: [(6, [])]\n",
      "Phi values: [(6, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00066666945), (1, 0.00066666945), (2, 0.00066666945), (3, 0.00066666945), (4, 0.00066666945), (5, 0.00066666945), (6, 0.00066666945), (7, 0.00066666945), (8, 0.00066666945), (9, 0.00066666945), (10, 0.00066666945), (11, 0.00066666945), (12, 0.00066666945), (13, 0.00066666945), (14, 0.00066666945), (15, 0.0006666697), (16, 0.00066666945), (17, 0.00066666945), (18, 0.00066666945), (19, 0.00066666945), (20, 0.00066666945), (21, 0.00066666945), (22, 0.00066666945), (23, 0.00066666945), (24, 0.00066666945), (25, 0.00066666945), (26, 0.00066666945), (27, 0.00066666945), (28, 0.00066666945), (29, 0.9339997), (30, 0.00066666945), (31, 0.00066666945), (32, 0.00066666945), (33, 0.00066666945), (34, 0.00066666945), (35, 0.00066666945), (36, 0.00066666945), (37, 0.00066666945), (38, 0.00066666945), (39, 0.00066666945), (40, 0.00066666945), (41, 0.00066666945), (42, 0.00066666945), (43, 0.00066666945), (44, 0.00066666945), (45, 0.00066666945), (46, 0.00066666945), (47, 0.00066666945), (48, 0.00066666945), (49, 0.00066666945), (50, 0.00066666945), (51, 0.00066666945), (52, 0.00066666945), (53, 0.00066666945), (54, 0.00066666945), (55, 0.00066666945), (56, 0.00066666945), (57, 0.00066666945), (58, 0.00066666945), (59, 0.00066666945), (60, 0.00066666945), (61, 0.00066666945), (62, 0.00066666945), (63, 0.00066666945), (64, 0.00066666945), (65, 0.00066666945), (66, 0.00066666945), (67, 0.00066666945), (68, 0.00066666945), (69, 0.00066666945), (70, 0.00066666945), (71, 0.00066666945), (72, 0.00066666945), (73, 0.00066666945), (74, 0.00066666945), (75, 0.00066666945), (76, 0.00066666945), (77, 0.00066666945), (78, 0.00066666945), (79, 0.00066666945), (80, 0.00066666945), (81, 0.00066666945), (82, 0.00066666945), (83, 0.00066666945), (84, 0.00066666945), (85, 0.00066666945), (86, 0.00066666945), (87, 0.00066666945), (88, 0.00066666945), (89, 0.00066666945), (90, 0.00066666945), (91, 0.00066666945), (92, 0.00066666945), (93, 0.00066666945), (94, 0.00066666945), (95, 0.00066666945), (96, 0.00066666945), (97, 0.00066666945), (98, 0.00066666945), (99, 0.00066666945)]\n",
      "Word topics: [(6, [29]), (28, [29]), (41, [29]), (125, [29]), (126, [29]), (127, [29]), (128, [29]), (129, [29]), (130, [29])]\n",
      "Phi values: [(6, [(29, 3.9999971)]), (28, [(29, 0.99999154)]), (41, [(29, 0.9999934)]), (125, [(29, 0.99999315)]), (126, [(29, 0.999991)]), (127, [(29, 0.9999929)]), (128, [(29, 0.9999924)]), (129, [(29, 0.99999547)]), (130, [(29, 2.9999902)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014292467), (1, 0.0014292467), (2, 0.0014292467), (3, 0.0014292467), (4, 0.0014292467), (5, 0.0014292467), (6, 0.0014292467), (7, 0.0014292467), (8, 0.0014292467), (9, 0.0014292467), (10, 0.0014292467), (11, 0.0014292467), (12, 0.0014292467), (13, 0.0014292467), (14, 0.0014292467), (15, 0.0014292467), (16, 0.0014292467), (17, 0.0014292467), (18, 0.0014292467), (19, 0.0014292467), (20, 0.0014292467), (21, 0.0014292467), (22, 0.0014292467), (23, 0.0014292467), (24, 0.0014292467), (25, 0.0014292467), (26, 0.0014292467), (27, 0.0014292467), (28, 0.0014292467), (29, 0.0014292467), (30, 0.0014292467), (31, 0.0014292467), (32, 0.0014292467), (33, 0.0014292467), (34, 0.0014292467), (35, 0.0014292467), (36, 0.0014292467), (37, 0.0014292467), (38, 0.0014292467), (39, 0.0014292467), (40, 0.0014292467), (41, 0.0014292467), (42, 0.0014292467), (43, 0.0014292467), (44, 0.0014292467), (45, 0.0014292467), (46, 0.0014292467), (47, 0.0014292467), (48, 0.0014292467), (49, 0.0014292467), (50, 0.0014292467), (51, 0.0014292467), (52, 0.0014292467), (53, 0.0014292467), (54, 0.0014292467), (55, 0.0014292467), (56, 0.0014292467), (57, 0.0014292467), (58, 0.0014292467), (59, 0.0014292467), (60, 0.0014292467), (61, 0.0014292467), (62, 0.48194304), (63, 0.0014292467), (64, 0.0014292467), (65, 0.0014292467), (66, 0.0014292467), (67, 0.0014292467), (68, 0.0014292467), (69, 0.0014292467), (70, 0.0014292467), (71, 0.0014292467), (72, 0.0014292467), (73, 0.0014292467), (74, 0.0014292467), (75, 0.0014292467), (76, 0.0014292467), (77, 0.0014292467), (78, 0.0014292467), (79, 0.0014292467), (80, 0.0014292467), (81, 0.0014292467), (82, 0.0014292467), (83, 0.0014292467), (84, 0.0014292467), (85, 0.0014292467), (86, 0.0014292467), (87, 0.0014292467), (88, 0.0014292467), (89, 0.0014292467), (90, 0.0014292467), (91, 0.0014292467), (92, 0.0014292467), (93, 0.0014292467), (94, 0.0014292467), (95, 0.0014292467), (96, 0.0014292467), (97, 0.3779908), (98, 0.0014292467), (99, 0.0014292467)]\n",
      "Word topics: [(131, [62, 97]), (132, [97, 62]), (133, []), (134, [97, 62]), (135, []), (136, [62, 97]), (137, [62]), (138, [97, 62])]\n",
      "Phi values: [(131, [(62, 0.9822317), (97, 0.016692525)]), (132, [(62, 0.42835182), (97, 0.57153606)]), (133, []), (134, [(62, 0.0064059054), (97, 0.99344593)]), (135, []), (136, [(62, 0.94626546), (97, 0.05354068)]), (137, [(62, 0.9983891)]), (138, [(62, 0.0060084313), (97, 0.9938448)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014296887), (1, 0.0014296887), (2, 0.0014296887), (3, 0.0014296887), (4, 0.0014296887), (5, 0.0014296887), (6, 0.0014296887), (7, 0.0014296887), (8, 0.0014296887), (9, 0.0014296887), (10, 0.0014296887), (11, 0.0014296887), (12, 0.0014296887), (13, 0.0014296887), (14, 0.0014296887), (15, 0.0014296887), (16, 0.0014296887), (17, 0.0014296887), (18, 0.0014296887), (19, 0.0014296887), (20, 0.0014296887), (21, 0.0014296887), (22, 0.0014296887), (23, 0.0014296887), (24, 0.0014296887), (25, 0.0014296887), (26, 0.0014296887), (27, 0.0014296887), (28, 0.0014296887), (29, 0.0014296887), (30, 0.0014296887), (31, 0.0014296887), (32, 0.0014296887), (33, 0.0014296887), (34, 0.2537939), (35, 0.0014296887), (36, 0.0014296887), (37, 0.0014296887), (38, 0.0014296887), (39, 0.0014296887), (40, 0.0014296887), (41, 0.0014296887), (42, 0.0014296887), (43, 0.0014296887), (44, 0.0014296887), (45, 0.0014296887), (46, 0.0014296887), (47, 0.0014296887), (48, 0.0014296887), (49, 0.0014296887), (50, 0.0014296887), (51, 0.0014296887), (52, 0.0014296887), (53, 0.0014296887), (54, 0.0014296887), (55, 0.0014296887), (56, 0.0014296887), (57, 0.0014296887), (58, 0.0014296887), (59, 0.0014296887), (60, 0.0014296887), (61, 0.0014296887), (62, 0.2112279), (63, 0.0014296887), (64, 0.0014296887), (65, 0.0014296887), (66, 0.0014296887), (67, 0.0014296887), (68, 0.0014296887), (69, 0.0014296887), (70, 0.0014296887), (71, 0.0014296887), (72, 0.0014296887), (73, 0.0014296887), (74, 0.0014296887), (75, 0.0014296887), (76, 0.0014296887), (77, 0.0014296887), (78, 0.0014296887), (79, 0.0014296887), (80, 0.0014296887), (81, 0.0014296887), (82, 0.0014296887), (83, 0.0014296887), (84, 0.0014296887), (85, 0.0014296887), (86, 0.0014296887), (87, 0.0014296887), (88, 0.0014296887), (89, 0.0014296887), (90, 0.0014296887), (91, 0.0014296887), (92, 0.0014296887), (93, 0.0014296887), (94, 0.0014296887), (95, 0.0014296887), (96, 0.0014296887), (97, 0.3962984), (98, 0.0014296887), (99, 0.0014296887)]\n",
      "Word topics: [(131, [34, 62, 97]), (132, [97, 62, 34]), (133, []), (134, [97, 62]), (135, []), (136, [34, 62, 97]), (137, [62]), (138, [97, 62])]\n",
      "Phi values: [(131, [(34, 0.7926792), (62, 0.1966539), (97, 0.01005492)]), (132, [(34, 0.06239209), (62, 0.18695864), (97, 0.75051016)]), (133, []), (134, [(62, 0.0021383434), (97, 0.99772114)]), (135, []), (136, [(34, 0.925679), (62, 0.06347802), (97, 0.010805932)]), (137, [(62, 0.99543554)]), (138, [(62, 0.002005129), (97, 0.9978557)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.001250034), (1, 0.001250034), (2, 0.001250034), (3, 0.001250034), (4, 0.001250034), (5, 0.001250034), (6, 0.001250034), (7, 0.001250034), (8, 0.001250034), (9, 0.001250034), (10, 0.001250034), (11, 0.001250034), (12, 0.001250034), (13, 0.001250034), (14, 0.001250034), (15, 0.001250034), (16, 0.001250034), (17, 0.001250034), (18, 0.001250034), (19, 0.001250034), (20, 0.001250034), (21, 0.001250034), (22, 0.001250034), (23, 0.001250034), (24, 0.001250034), (25, 0.001250034), (26, 0.001250034), (27, 0.001250034), (28, 0.001250034), (29, 0.001250034), (30, 0.001250034), (31, 0.001250034), (32, 0.001250034), (33, 0.001250034), (34, 0.001250034), (35, 0.001250034), (36, 0.001250034), (37, 0.001250034), (38, 0.001250034), (39, 0.001250034), (40, 0.001250034), (41, 0.001250034), (42, 0.001250034), (43, 0.001250034), (44, 0.001250034), (45, 0.001250034), (46, 0.38551518), (47, 0.001250034), (48, 0.001250034), (49, 0.4919815), (50, 0.001250034), (51, 0.001250034), (52, 0.001250034), (53, 0.001250034), (54, 0.001250034), (55, 0.001250034), (56, 0.001250034), (57, 0.001250034), (58, 0.001250034), (59, 0.001250034), (60, 0.001250034), (61, 0.001250034), (62, 0.001250034), (63, 0.001250034), (64, 0.001250034), (65, 0.001250034), (66, 0.001250034), (67, 0.001250034), (68, 0.001250034), (69, 0.001250034), (70, 0.001250034), (71, 0.001250034), (72, 0.001250034), (73, 0.001250034), (74, 0.001250034), (75, 0.001250034), (76, 0.001250034), (77, 0.001250034), (78, 0.001250034), (79, 0.001250034), (80, 0.001250034), (81, 0.001250034), (82, 0.001250034), (83, 0.001250034), (84, 0.001250034), (85, 0.001250034), (86, 0.001250034), (87, 0.001250034), (88, 0.001250034), (89, 0.001250034), (90, 0.001250034), (91, 0.001250034), (92, 0.001250034), (93, 0.001250034), (94, 0.001250034), (95, 0.001250034), (96, 0.001250034), (97, 0.001250034), (98, 0.001250034), (99, 0.001250034)]\n",
      "Word topics: [(0, [49, 46]), (6, [49, 46]), (139, []), (140, []), (141, []), (142, [49, 46]), (143, []), (144, [])]\n",
      "Phi values: [(0, [(46, 0.76286066), (49, 1.23713)]), (6, [(46, 1.7780215), (49, 2.2219734)]), (139, []), (140, []), (141, []), (142, [(46, 0.4853376), (49, 0.51445884)]), (143, []), (144, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0016683723), (1, 0.0016683723), (2, 0.0016683723), (3, 0.0016683723), (4, 0.0016683723), (5, 0.0016683723), (6, 0.624325), (7, 0.0016683723), (8, 0.0016683723), (9, 0.0016683723), (10, 0.0016683723), (11, 0.0016683723), (12, 0.0016683723), (13, 0.0016683723), (14, 0.0016683723), (15, 0.0016683723), (16, 0.0016683723), (17, 0.0016683723), (18, 0.0016683723), (19, 0.0016683723), (20, 0.0016683723), (21, 0.0016683723), (22, 0.0016683723), (23, 0.0016683723), (24, 0.0016683723), (25, 0.0016683723), (26, 0.0016683723), (27, 0.0016683723), (28, 0.0016683723), (29, 0.0016683723), (30, 0.0016683723), (31, 0.0016683723), (32, 0.0016683723), (33, 0.0016683723), (34, 0.0016683723), (35, 0.0016683723), (36, 0.0016683723), (37, 0.0016683723), (38, 0.0016683723), (39, 0.0016683723), (40, 0.0016683723), (41, 0.0016683723), (42, 0.0016683723), (43, 0.0016683723), (44, 0.0016683723), (45, 0.0016683723), (46, 0.0016683723), (47, 0.0016683723), (48, 0.0016683723), (49, 0.0016683723), (50, 0.0016683723), (51, 0.0016683723), (52, 0.0016683723), (53, 0.0016683723), (54, 0.0016683723), (55, 0.0016683723), (56, 0.0016683723), (57, 0.0016683723), (58, 0.0016683723), (59, 0.0016683723), (60, 0.0016683723), (61, 0.0016683723), (62, 0.0016683723), (63, 0.0016683723), (64, 0.0016683723), (65, 0.0016683723), (66, 0.21217455), (67, 0.0016683723), (68, 0.0016683723), (69, 0.0016683723), (70, 0.0016683723), (71, 0.0016683723), (72, 0.0016683723), (73, 0.0016683723), (74, 0.0016683723), (75, 0.0016683723), (76, 0.0016683723), (77, 0.0016683723), (78, 0.0016683723), (79, 0.0016683723), (80, 0.0016683723), (81, 0.0016683723), (82, 0.0016683723), (83, 0.0016683723), (84, 0.0016683723), (85, 0.0016683723), (86, 0.0016683723), (87, 0.0016683723), (88, 0.0016683723), (89, 0.0016683723), (90, 0.0016683723), (91, 0.0016683723), (92, 0.0016683723), (93, 0.0016683723), (94, 0.0016683723), (95, 0.0016683723), (96, 0.0016683723), (97, 0.0016683723), (98, 0.0016683723), (99, 0.0016683723)]\n",
      "Word topics: [(0, [6, 66]), (83, [6, 66]), (145, [6, 66]), (146, []), (147, [66])]\n",
      "Phi values: [(0, [(6, 0.80043393), (66, 0.1995612)]), (83, [(6, 0.98424035), (66, 0.015713602)]), (145, [(6, 1.9581192), (66, 0.041865952)]), (146, []), (147, [(66, 0.99369717)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0020000287), (1, 0.0020000287), (2, 0.0020000287), (3, 0.0020000287), (4, 0.0020000287), (5, 0.0020000287), (6, 0.0020000287), (7, 0.0020000287), (8, 0.0020000287), (9, 0.0020000287), (10, 0.0020000287), (11, 0.0020000287), (12, 0.0020000287), (13, 0.0020000287), (14, 0.0020000287), (15, 0.0020000287), (16, 0.0020000287), (17, 0.0020000287), (18, 0.0020000287), (19, 0.0020000287), (20, 0.0020000287), (21, 0.0020000287), (22, 0.0020000287), (23, 0.0020000287), (24, 0.0020000287), (25, 0.0020000287), (26, 0.0020000287), (27, 0.0020000287), (28, 0.0020000287), (29, 0.0020000287), (30, 0.0020000287), (31, 0.0020000287), (32, 0.0020000287), (33, 0.0020000287), (34, 0.0020000287), (35, 0.0020000287), (36, 0.0020000287), (37, 0.0020000287), (38, 0.0020000287), (39, 0.0020000287), (40, 0.0020000287), (41, 0.0020000287), (42, 0.0020000287), (43, 0.0020000287), (44, 0.8019972), (45, 0.0020000287), (46, 0.0020000287), (47, 0.0020000287), (48, 0.0020000287), (49, 0.0020000287), (50, 0.0020000287), (51, 0.0020000287), (52, 0.0020000287), (53, 0.0020000287), (54, 0.0020000287), (55, 0.0020000287), (56, 0.0020000287), (57, 0.0020000287), (58, 0.0020000287), (59, 0.0020000287), (60, 0.0020000287), (61, 0.0020000287), (62, 0.0020000287), (63, 0.0020000287), (64, 0.0020000287), (65, 0.0020000287), (66, 0.0020000287), (67, 0.0020000287), (68, 0.0020000287), (69, 0.0020000287), (70, 0.0020000287), (71, 0.0020000287), (72, 0.0020000287), (73, 0.0020000287), (74, 0.0020000287), (75, 0.0020000287), (76, 0.0020000287), (77, 0.0020000287), (78, 0.0020000287), (79, 0.0020000287), (80, 0.0020000287), (81, 0.0020000287), (82, 0.0020000287), (83, 0.0020000287), (84, 0.0020000287), (85, 0.0020000287), (86, 0.0020000287), (87, 0.0020000287), (88, 0.0020000287), (89, 0.0020000287), (90, 0.0020000287), (91, 0.0020000287), (92, 0.0020000287), (93, 0.0020000287), (94, 0.0020000287), (95, 0.0020000287), (96, 0.0020000287), (97, 0.0020000287), (98, 0.0020000287), (99, 0.0020000287)]\n",
      "Word topics: [(148, [44]), (149, []), (150, [44]), (151, [44]), (152, [44])]\n",
      "Phi values: [(148, [(44, 0.9999842)]), (149, []), (150, [(44, 0.99998987)]), (151, [(44, 0.9999812)]), (152, [(44, 0.99997276)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.000769651), (1, 0.000769651), (2, 0.000769651), (3, 0.000769651), (4, 0.000769651), (5, 0.000769651), (6, 0.000769651), (7, 0.000769651), (8, 0.000769651), (9, 0.13369358), (10, 0.000769651), (11, 0.000769651), (12, 0.000769651), (13, 0.000769651), (14, 0.000769651), (15, 0.000769651), (16, 0.000769651), (17, 0.000769651), (18, 0.000769651), (19, 0.000769651), (20, 0.000769651), (21, 0.000769651), (22, 0.000769651), (23, 0.000769651), (24, 0.000769651), (25, 0.000769651), (26, 0.000769651), (27, 0.000769651), (28, 0.000769651), (29, 0.000769651), (30, 0.000769651), (31, 0.000769651), (32, 0.000769651), (33, 0.000769651), (34, 0.000769651), (35, 0.000769651), (36, 0.000769651), (37, 0.09320799), (38, 0.000769651), (39, 0.000769651), (40, 0.000769651), (41, 0.000769651), (42, 0.000769651), (43, 0.000769651), (44, 0.000769651), (45, 0.000769651), (46, 0.000769651), (47, 0.000769651), (48, 0.000769651), (49, 0.000769651), (50, 0.000769651), (51, 0.000769651), (52, 0.000769651), (53, 0.000769651), (54, 0.000769651), (55, 0.000769651), (56, 0.000769651), (57, 0.000769651), (58, 0.000769651), (59, 0.000769651), (60, 0.000769651), (61, 0.000769651), (62, 0.000769651), (63, 0.000769651), (64, 0.000769651), (65, 0.000769651), (66, 0.000769651), (67, 0.000769651), (68, 0.000769651), (69, 0.21367091), (70, 0.40012306), (71, 0.000769651), (72, 0.000769651), (73, 0.000769651), (74, 0.000769651), (75, 0.000769651), (76, 0.000769651), (77, 0.000769651), (78, 0.000769651), (79, 0.000769651), (80, 0.000769651), (81, 0.000769651), (82, 0.000769651), (83, 0.000769651), (84, 0.000769651), (85, 0.000769651), (86, 0.000769651), (87, 0.08618763), (88, 0.000769651), (89, 0.000769651), (90, 0.000769651), (91, 0.000769651), (92, 0.000769651), (93, 0.000769651), (94, 0.000769651), (95, 0.000769651), (96, 0.000769651), (97, 0.000769651), (98, 0.000769651), (99, 0.000769651)]\n",
      "Word topics: [(6, [70, 9, 69, 37, 87]), (36, [69, 70, 9, 37, 87]), (153, [70, 69, 9, 87, 37]), (154, [9, 69, 87, 70]), (155, [69, 70, 9, 87, 37]), (156, [37, 70, 9]), (157, [87, 70, 9, 69]), (158, [70, 9, 37, 87]), (159, [70]), (160, [69]), (161, [70, 9, 37])]\n",
      "Phi values: [(6, [(9, 0.422096), (37, 0.13286406), (69, 0.2863009), (70, 1.0475643), (87, 0.11117019)]), (36, [(9, 0.13121611), (37, 0.051904354), (69, 0.4452337), (70, 0.34096706), (87, 0.03065195)]), (153, [(9, 0.09554243), (37, 0.010050437), (69, 0.10898438), (70, 0.74406874), (87, 0.041244395)]), (154, [(9, 0.9910716), (69, 0.008804329), (70, 2.042688e-08), (87, 1.6012049e-07)]), (155, [(9, 0.0072368933), (37, 0.00047018813), (69, 0.9074643), (70, 0.078916855), (87, 0.005791681)]), (156, [(9, 0.00091966114), (37, 0.99680954), (70, 0.002117809)]), (157, [(9, 0.019599987), (69, 0.0054887957), (70, 0.05535935), (87, 0.9188542)]), (158, [(9, 0.01435915), (37, 0.0022341297), (70, 0.9826234), (87, 0.00050516083)]), (159, [(70, 0.99627817)]), (160, [(69, 0.99968475)]), (161, [(9, 0.041235197), (37, 0.0062807333), (70, 0.95095617)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.12527187), (1, 0.0012542927), (2, 0.0012542927), (3, 0.0012542927), (4, 0.0012542927), (5, 0.0012542927), (6, 0.0012542927), (7, 0.0012542927), (8, 0.0012542927), (9, 0.0012542927), (10, 0.0012542927), (11, 0.0012542927), (12, 0.0012542927), (13, 0.0012542927), (14, 0.0012542927), (15, 0.0012542927), (16, 0.0012542927), (17, 0.0012542927), (18, 0.0012542927), (19, 0.0012542927), (20, 0.0012542927), (21, 0.0012542927), (22, 0.0012542927), (23, 0.0012542927), (24, 0.0012542927), (25, 0.0012542927), (26, 0.0012542927), (27, 0.0012542927), (28, 0.14063121), (29, 0.0012542927), (30, 0.0012542927), (31, 0.0012542927), (32, 0.0012542927), (33, 0.0012542927), (34, 0.0012542927), (35, 0.0012542927), (36, 0.0012542927), (37, 0.0012542927), (38, 0.0012542927), (39, 0.0012542927), (40, 0.0012542927), (41, 0.0012542927), (42, 0.0012542927), (43, 0.0012542927), (44, 0.0012542927), (45, 0.0012542927), (46, 0.0012542927), (47, 0.0012542927), (48, 0.0012542927), (49, 0.0012542927), (50, 0.0012542927), (51, 0.0012542927), (52, 0.0012542927), (53, 0.0012542927), (54, 0.0012542927), (55, 0.0012542927), (56, 0.0012542927), (57, 0.0012542927), (58, 0.346743), (59, 0.0012542927), (60, 0.0012542927), (61, 0.0012542927), (62, 0.0012542927), (63, 0.0012542927), (64, 0.0012542927), (65, 0.0012542927), (66, 0.0012542927), (67, 0.0012542927), (68, 0.0012542927), (69, 0.0012542927), (70, 0.0012542927), (71, 0.0012542927), (72, 0.0012542927), (73, 0.14089385), (74, 0.0012542927), (75, 0.0012542927), (76, 0.0012542927), (77, 0.0012542927), (78, 0.0012542927), (79, 0.0012542927), (80, 0.0012542927), (81, 0.0012542927), (82, 0.0012542927), (83, 0.0012542927), (84, 0.0012542927), (85, 0.0012542927), (86, 0.0012542927), (87, 0.0012542927), (88, 0.0012542927), (89, 0.0012542927), (90, 0.0012542927), (91, 0.0012542927), (92, 0.0012542927), (93, 0.0012542927), (94, 0.0012542927), (95, 0.12730226), (96, 0.0012542927), (97, 0.0012542927), (98, 0.0012542927), (99, 0.0012542927)]\n",
      "Word topics: [(162, [73, 95]), (163, [58, 0, 73, 95, 28]), (164, [58]), (165, [28, 58]), (166, [58, 28, 95, 73, 0]), (167, [0, 28, 73, 58, 95]), (168, [95])]\n",
      "Phi values: [(162, [(73, 0.9972264), (95, 0.002106677)]), (163, [(0, 0.107099205), (28, 0.0037103498), (58, 0.8051017), (73, 0.071911894), (95, 0.011865862)]), (164, [(58, 0.9994172)]), (165, [(28, 0.98840624), (58, 0.010782198)]), (166, [(0, 0.00096067047), (28, 0.04405107), (58, 0.9292538), (73, 0.011592953), (95, 0.0140481675)]), (167, [(0, 0.8944142), (28, 0.068340905), (58, 0.005946542), (73, 0.029487818), (95, 0.0013828274)]), (168, [(95, 0.97550017)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0007142971), (1, 0.0007142971), (2, 0.0007142971), (3, 0.0007142971), (4, 0.0007142971), (5, 0.0007142971), (6, 0.0007142971), (7, 0.0007142971), (8, 0.0007142971), (9, 0.0007142971), (10, 0.0007142971), (11, 0.0007142971), (12, 0.0007142971), (13, 0.0007142971), (14, 0.0007142971), (15, 0.0007142971), (16, 0.0007142971), (17, 0.0007142971), (18, 0.0007142971), (19, 0.0007142971), (20, 0.0007142971), (21, 0.0007142971), (22, 0.0007142971), (23, 0.0007142971), (24, 0.0007142971), (25, 0.0007142971), (26, 0.0007142971), (27, 0.0007142971), (28, 0.0007142971), (29, 0.0007142971), (30, 0.0007142971), (31, 0.0007142971), (32, 0.0007142971), (33, 0.0007142971), (34, 0.0007142971), (35, 0.0007142971), (36, 0.0007142971), (37, 0.0007142971), (38, 0.0007142971), (39, 0.0007142971), (40, 0.0007142971), (41, 0.0007142971), (42, 0.0007142971), (43, 0.0007142971), (44, 0.0007142971), (45, 0.0007142971), (46, 0.0007142971), (47, 0.0007142971), (48, 0.0007142971), (49, 0.0007142971), (50, 0.0007142971), (51, 0.0007142971), (52, 0.0007142971), (53, 0.0007142971), (54, 0.0007142971), (55, 0.0007142971), (56, 0.0007142971), (57, 0.0007142971), (58, 0.0007142971), (59, 0.0007142971), (60, 0.0007142971), (61, 0.0007142971), (62, 0.0007142971), (63, 0.0007142971), (64, 0.0007142971), (65, 0.0007142971), (66, 0.9292846), (67, 0.0007142971), (68, 0.0007142971), (69, 0.0007142971), (70, 0.0007142971), (71, 0.0007142971), (72, 0.0007142971), (73, 0.0007142971), (74, 0.0007142971), (75, 0.0007142971), (76, 0.0007142971), (77, 0.0007142971), (78, 0.0007142971), (79, 0.0007142971), (80, 0.0007142971), (81, 0.0007142971), (82, 0.0007142971), (83, 0.0007142971), (84, 0.0007142971), (85, 0.0007142971), (86, 0.0007142971), (87, 0.0007142971), (88, 0.0007142971), (89, 0.0007142971), (90, 0.0007142971), (91, 0.0007142971), (92, 0.0007142971), (93, 0.0007142971), (94, 0.0007142971), (95, 0.0007142971), (96, 0.0007142971), (97, 0.0007142971), (98, 0.0007142971), (99, 0.0007142971)]\n",
      "Word topics: [(6, [66]), (169, [66]), (170, [66]), (171, [66]), (172, [66]), (173, [66]), (174, [66]), (175, [66]), (176, [66]), (177, [66]), (178, [66])]\n",
      "Phi values: [(6, [(66, 2.999998)]), (169, [(66, 0.9999823)]), (170, [(66, 0.9999781)]), (171, [(66, 0.9999856)]), (172, [(66, 0.9999774)]), (173, [(66, 0.9999777)]), (174, [(66, 0.9999722)]), (175, [(66, 0.9999794)]), (176, [(66, 0.9999738)]), (177, [(66, 0.9999756)]), (178, [(66, 0.999976)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.01), (1, 0.01), (2, 0.01), (3, 0.01), (4, 0.01), (5, 0.01), (6, 0.01), (7, 0.01), (8, 0.01), (9, 0.01), (10, 0.01), (11, 0.01), (12, 0.01), (13, 0.01), (14, 0.01), (15, 0.01), (16, 0.01), (17, 0.01), (18, 0.01), (19, 0.01), (20, 0.01), (21, 0.01), (22, 0.01), (23, 0.01), (24, 0.01), (25, 0.01), (26, 0.01), (27, 0.01), (28, 0.01), (29, 0.01), (30, 0.01), (31, 0.01), (32, 0.01), (33, 0.01), (34, 0.01), (35, 0.01), (36, 0.01), (37, 0.01), (38, 0.01), (39, 0.01), (40, 0.01), (41, 0.01), (42, 0.01), (43, 0.01), (44, 0.01), (45, 0.01), (46, 0.01), (47, 0.01), (48, 0.01), (49, 0.01), (50, 0.01), (51, 0.01), (52, 0.01), (53, 0.01), (54, 0.01), (55, 0.01), (56, 0.01), (57, 0.01), (58, 0.01), (59, 0.01), (60, 0.01), (61, 0.01), (62, 0.01), (63, 0.01), (64, 0.01), (65, 0.01), (66, 0.01), (67, 0.01), (68, 0.01), (69, 0.01), (70, 0.01), (71, 0.01), (72, 0.01), (73, 0.01), (74, 0.01), (75, 0.01), (76, 0.01), (77, 0.01), (78, 0.01), (79, 0.01), (80, 0.01), (81, 0.01), (82, 0.01), (83, 0.01), (84, 0.01), (85, 0.01), (86, 0.01), (87, 0.01), (88, 0.01), (89, 0.01), (90, 0.01), (91, 0.01), (92, 0.01), (93, 0.01), (94, 0.01), (95, 0.01), (96, 0.01), (97, 0.01), (98, 0.01), (99, 0.01)]\n",
      "Word topics: []\n",
      "Phi values: []\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.003333384), (1, 0.003333384), (2, 0.003333384), (3, 0.003333384), (4, 0.003333384), (5, 0.003333384), (6, 0.003333384), (7, 0.003333384), (8, 0.003333384), (9, 0.003333384), (10, 0.003333384), (11, 0.003333384), (12, 0.003333384), (13, 0.003333384), (14, 0.003333384), (15, 0.003333384), (16, 0.003333384), (17, 0.003333384), (18, 0.003333384), (19, 0.003333384), (20, 0.003333384), (21, 0.003333384), (22, 0.003333384), (23, 0.003333384), (24, 0.003333384), (25, 0.003333384), (26, 0.003333384), (27, 0.003333384), (28, 0.003333384), (29, 0.003333384), (30, 0.003333384), (31, 0.003333384), (32, 0.003333384), (33, 0.003333384), (34, 0.003333384), (35, 0.003333384), (36, 0.003333384), (37, 0.003333384), (38, 0.003333384), (39, 0.003333384), (40, 0.003333384), (41, 0.003333384), (42, 0.003333384), (43, 0.003333384), (44, 0.003333384), (45, 0.003333384), (46, 0.003333384), (47, 0.003333384), (48, 0.003333384), (49, 0.003333384), (50, 0.003333384), (51, 0.003333384), (52, 0.003333384), (53, 0.003333384), (54, 0.003333384), (55, 0.003333384), (56, 0.003333384), (57, 0.003333384), (58, 0.003333384), (59, 0.003333384), (60, 0.003333384), (61, 0.003333384), (62, 0.003333384), (63, 0.003333384), (64, 0.003333384), (65, 0.003333384), (66, 0.003333384), (67, 0.003333384), (68, 0.003333384), (69, 0.003333384), (70, 0.003333384), (71, 0.003333384), (72, 0.003333384), (73, 0.003333384), (74, 0.003333384), (75, 0.003333384), (76, 0.003333384), (77, 0.003333384), (78, 0.003333384), (79, 0.003333384), (80, 0.003333384), (81, 0.003333384), (82, 0.003333384), (83, 0.003333384), (84, 0.003333384), (85, 0.669995), (86, 0.003333384), (87, 0.003333384), (88, 0.003333384), (89, 0.003333384), (90, 0.003333384), (91, 0.003333384), (92, 0.003333384), (93, 0.003333384), (94, 0.003333384), (95, 0.003333384), (96, 0.003333384), (97, 0.003333384), (98, 0.003333384), (99, 0.003333384)]\n",
      "Word topics: [(6, [85]), (179, [85])]\n",
      "Phi values: [(6, [(85, 0.9999976)]), (179, [(85, 0.9999568)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0016669397), (1, 0.0016669397), (2, 0.0016669397), (3, 0.0016669397), (4, 0.0016669397), (5, 0.0016669397), (6, 0.0016669397), (7, 0.0016669397), (8, 0.0016669397), (9, 0.0016669397), (10, 0.0016669397), (11, 0.0016669397), (12, 0.0016669397), (13, 0.21232691), (14, 0.0016669397), (15, 0.0016669397), (16, 0.0016669397), (17, 0.0016669397), (18, 0.0016669397), (19, 0.0016669397), (20, 0.0016669397), (21, 0.0016669397), (22, 0.0016669397), (23, 0.0016669397), (24, 0.0016669397), (25, 0.0016669397), (26, 0.0016669397), (27, 0.0016669397), (28, 0.0016669397), (29, 0.0016669397), (30, 0.0016669397), (31, 0.0016669397), (32, 0.0016669397), (33, 0.0016669397), (34, 0.0016669397), (35, 0.0016669397), (36, 0.0016669397), (37, 0.0016669397), (38, 0.0016669397), (39, 0.0016669397), (40, 0.0016669397), (41, 0.0016669397), (42, 0.0016669397), (43, 0.0016669397), (44, 0.0016669397), (45, 0.0016669397), (46, 0.0016669397), (47, 0.0016669397), (48, 0.0016669397), (49, 0.0016669397), (50, 0.0016669397), (51, 0.0016669397), (52, 0.0016669397), (53, 0.0016669397), (54, 0.0016669397), (55, 0.40881097), (56, 0.0016669397), (57, 0.0016669397), (58, 0.0016669397), (59, 0.0016669397), (60, 0.0016669397), (61, 0.0016669397), (62, 0.0016669397), (63, 0.0016669397), (64, 0.0016669397), (65, 0.0016669397), (66, 0.0016669397), (67, 0.0016669397), (68, 0.0016669397), (69, 0.0016669397), (70, 0.0016669397), (71, 0.0016669397), (72, 0.0016669397), (73, 0.0016669397), (74, 0.0016669397), (75, 0.0016669397), (76, 0.0016669397), (77, 0.0016669397), (78, 0.0016669397), (79, 0.0016669397), (80, 0.0016669397), (81, 0.0016669397), (82, 0.0016669397), (83, 0.0016669397), (84, 0.0016669397), (85, 0.0016669397), (86, 0.0016669397), (87, 0.0016669397), (88, 0.0016669397), (89, 0.0016669397), (90, 0.0016669397), (91, 0.0016669397), (92, 0.0016669397), (93, 0.0016669397), (94, 0.0016669397), (95, 0.0016669397), (96, 0.0016669397), (97, 0.0016669397), (98, 0.0016669397), (99, 0.21716893)]\n",
      "Word topics: [(6, [55, 99, 13]), (180, [55, 13, 99]), (181, [99, 55, 13]), (182, [55, 99, 13]), (183, [13, 99, 55])]\n",
      "Phi values: [(6, [(13, 0.23093876), (55, 0.4249972), (99, 0.3440616)]), (180, [(13, 0.051016614), (55, 0.9100652), (99, 0.03815129)]), (181, [(13, 0.016973715), (55, 0.142029), (99, 0.8408867)]), (182, [(13, 0.011915075), (55, 0.97350883), (99, 0.014550042)]), (183, [(13, 0.9386467), (55, 0.0002569444), (99, 0.061025366)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0008334254), (1, 0.0008334254), (2, 0.0008334254), (3, 0.0008334254), (4, 0.0008334254), (5, 0.0008334254), (6, 0.0008334254), (7, 0.0008334254), (8, 0.0008334254), (9, 0.0008334254), (10, 0.0008334254), (11, 0.0008334254), (12, 0.15779197), (13, 0.0008334254), (14, 0.0008334254), (15, 0.0008334254), (16, 0.0008334254), (17, 0.0008334254), (18, 0.0008334254), (19, 0.0008334254), (20, 0.0008334254), (21, 0.0008334254), (22, 0.0008334254), (23, 0.0008334254), (24, 0.0008334254), (25, 0.0008334254), (26, 0.0008334254), (27, 0.0008334254), (28, 0.0008334254), (29, 0.48513904), (30, 0.0008334254), (31, 0.0008334254), (32, 0.0008334254), (33, 0.0008334254), (34, 0.0008334254), (35, 0.0008334254), (36, 0.0008334254), (37, 0.0008334254), (38, 0.0008334254), (39, 0.0008334254), (40, 0.0008334254), (41, 0.0008334254), (42, 0.0008334254), (43, 0.0008334254), (44, 0.0008334254), (45, 0.0008334254), (46, 0.0008334254), (47, 0.0008334254), (48, 0.0008334254), (49, 0.0008334254), (50, 0.0008334254), (51, 0.0008334254), (52, 0.0008334254), (53, 0.0008334254), (54, 0.0008334254), (55, 0.0008334254), (56, 0.0008334254), (57, 0.0008334254), (58, 0.0008334254), (59, 0.0008334254), (60, 0.0008334254), (61, 0.0008334254), (62, 0.0008334254), (63, 0.0008334254), (64, 0.0008334254), (65, 0.0008334254), (66, 0.0008334254), (67, 0.0008334254), (68, 0.0008334254), (69, 0.0008334254), (70, 0.0008334254), (71, 0.0008334254), (72, 0.0008334254), (73, 0.0008334254), (74, 0.0008334254), (75, 0.0008334254), (76, 0.0008334254), (77, 0.0008334254), (78, 0.0008334254), (79, 0.0008334254), (80, 0.0008334254), (81, 0.0008334254), (82, 0.0008334254), (83, 0.0008334254), (84, 0.0008334254), (85, 0.0008334254), (86, 0.0008334254), (87, 0.0008334254), (88, 0.0008334254), (89, 0.0008334254), (90, 0.0008334254), (91, 0.0008334254), (92, 0.09508767), (93, 0.18197246), (94, 0.0008334254), (95, 0.0008334254), (96, 0.0008334254), (97, 0.0008334254), (98, 0.0008334254), (99, 0.0008334254)]\n",
      "Word topics: [(0, [29, 93, 12, 92]), (6, [29, 93, 12, 92]), (125, [29, 12, 93, 92]), (184, [93, 29, 12]), (185, [29, 93, 12, 92]), (186, [29, 12, 92, 93]), (187, [92, 29, 93, 12]), (188, [29, 93, 12, 92]), (189, []), (190, [12, 93, 92, 29])]\n",
      "Phi values: [(0, [(12, 0.25847155), (29, 0.32930747), (92, 0.14543895), (93, 0.26677668)]), (6, [(12, 0.29260373), (29, 2.129832), (92, 0.14853631), (93, 0.4290247)]), (125, [(12, 0.00858926), (29, 0.9852625), (92, 0.0015298292), (93, 0.0046047294)]), (184, [(12, 0.001653124), (29, 0.023413673), (93, 0.9748513)]), (185, [(12, 0.012806463), (29, 0.94928616), (92, 0.0007877229), (93, 0.036965735)]), (186, [(12, 0.17743568), (29, 0.7659559), (92, 0.036550898), (93, 0.019669067)]), (187, [(12, 0.04347656), (29, 0.17834562), (92, 0.73009276), (93, 0.04803241)]), (188, [(12, 0.12020699), (29, 0.47507346), (92, 0.051278118), (93, 0.35326114)]), (189, []), (190, [(12, 0.9687635), (29, 0.000520856), (92, 0.0015656588), (93, 0.028703582)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0008341434), (1, 0.0008341434), (2, 0.0008341434), (3, 0.0008341434), (4, 0.0008341434), (5, 0.0008341434), (6, 0.0008341434), (7, 0.0008341434), (8, 0.0008341434), (9, 0.0008341434), (10, 0.0008341434), (11, 0.0008341434), (12, 0.0008341434), (13, 0.0008341434), (14, 0.0008341434), (15, 0.0008341434), (16, 0.0008341434), (17, 0.0008341434), (18, 0.0008341434), (19, 0.0008341434), (20, 0.0008341434), (21, 0.0008341434), (22, 0.0008341434), (23, 0.0008341434), (24, 0.12626296), (25, 0.0008341434), (26, 0.0008341434), (27, 0.0008341434), (28, 0.0008341434), (29, 0.0008341434), (30, 0.0008341434), (31, 0.0008341434), (32, 0.0008341434), (33, 0.0008341434), (34, 0.12840138), (35, 0.0008341434), (36, 0.0008341434), (37, 0.0008341434), (38, 0.0008341434), (39, 0.0008341434), (40, 0.0008341434), (41, 0.0008341434), (42, 0.0008341434), (43, 0.0008341434), (44, 0.10618111), (45, 0.0008341434), (46, 0.0008341434), (47, 0.0008341434), (48, 0.0008341434), (49, 0.1662413), (50, 0.0008341434), (51, 0.0008341434), (52, 0.16252421), (53, 0.0008341434), (54, 0.0008341434), (55, 0.099543236), (56, 0.0008341434), (57, 0.0008341434), (58, 0.0008341434), (59, 0.0008341434), (60, 0.0008341434), (61, 0.0008341434), (62, 0.0008341434), (63, 0.0008341434), (64, 0.0008341434), (65, 0.0008341434), (66, 0.0008341434), (67, 0.0008341434), (68, 0.0008341434), (69, 0.0008341434), (70, 0.0008341434), (71, 0.0008341434), (72, 0.0008341434), (73, 0.0008341434), (74, 0.0008341434), (75, 0.0008341434), (76, 0.0008341434), (77, 0.0008341434), (78, 0.0008341434), (79, 0.0008341434), (80, 0.0008341434), (81, 0.0008341434), (82, 0.0008341434), (83, 0.0008341434), (84, 0.0008341434), (85, 0.0008341434), (86, 0.13327047), (87, 0.0008341434), (88, 0.0008341434), (89, 0.0008341434), (90, 0.0008341434), (91, 0.0008341434), (92, 0.0008341434), (93, 0.0008341434), (94, 0.0008341434), (95, 0.0008341434), (96, 0.0008341434), (97, 0.0008341434), (98, 0.0008341434), (99, 0.0008341434)]\n",
      "Word topics: [(0, [52, 49, 34, 86, 44, 55, 24]), (6, [49, 86, 24, 34, 52, 55, 44]), (36, [24, 34, 52, 49, 86, 44, 55]), (191, []), (192, [49, 52, 86, 34, 44, 24, 55]), (193, [24, 49, 86, 55, 52, 44, 34]), (194, [44]), (195, [49]), (196, [34]), (197, [55, 49, 52, 86, 24, 34]), (198, [86, 49, 34]), (199, [52])]\n",
      "Phi values: [(0, [(24, 0.06356609), (34, 0.15420486), (44, 0.12765025), (49, 0.161031), (52, 0.2716926), (55, 0.07513866), (86, 0.14671226)]), (6, [(24, 0.15537843), (34, 0.13551255), (44, 0.0628148), (49, 0.29635027), (52, 0.111588575), (55, 0.07472418), (86, 0.16362868)]), (36, [(24, 0.29852942), (34, 0.20531079), (44, 0.025313597), (49, 0.14759775), (52, 0.19499631), (55, 0.021727905), (86, 0.10650539)]), (191, []), (192, [(24, 0.02851017), (34, 0.04552054), (44, 0.045391645), (49, 0.3565769), (52, 0.34291396), (55, 0.014723254), (86, 0.1660071)]), (193, [(24, 0.9665251), (34, 0.0004958263), (44, 0.0009746908), (49, 0.014608699), (52, 0.0020063648), (55, 0.0037471994), (86, 0.01158865)]), (194, [(44, 0.9998615)]), (195, [(49, 0.99450874)]), (196, [(34, 0.99522537)]), (197, [(24, 0.0004527433), (34, 0.0002245725), (49, 0.0036035217), (52, 0.0020670104), (55, 0.9924348), (86, 0.001120991)]), (198, [(34, 5.9671725e-05), (49, 0.0051291105), (86, 0.9943143)]), (199, [(52, 0.9998193)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.001428742), (1, 0.001428742), (2, 0.001428742), (3, 0.001428742), (4, 0.001428742), (5, 0.001428742), (6, 0.001428742), (7, 0.001428742), (8, 0.001428742), (9, 0.001428742), (10, 0.001428742), (11, 0.001428742), (12, 0.001428742), (13, 0.001428742), (14, 0.001428742), (15, 0.001428742), (16, 0.001428742), (17, 0.001428742), (18, 0.001428742), (19, 0.001428742), (20, 0.001428742), (21, 0.001428742), (22, 0.001428742), (23, 0.001428742), (24, 0.001428742), (25, 0.001428742), (26, 0.001428742), (27, 0.001428742), (28, 0.001428742), (29, 0.001428742), (30, 0.001428742), (31, 0.001428742), (32, 0.001428742), (33, 0.001428742), (34, 0.001428742), (35, 0.001428742), (36, 0.001428742), (37, 0.001428742), (38, 0.001428742), (39, 0.001428742), (40, 0.001428742), (41, 0.001428742), (42, 0.001428742), (43, 0.001428742), (44, 0.001428742), (45, 0.001428742), (46, 0.001428742), (47, 0.001428742), (48, 0.001428742), (49, 0.001428742), (50, 0.001428742), (51, 0.001428742), (52, 0.001428742), (53, 0.71117467), (54, 0.001428742), (55, 0.001428742), (56, 0.001428742), (57, 0.001428742), (58, 0.001428742), (59, 0.001428742), (60, 0.001428742), (61, 0.001428742), (62, 0.001428742), (63, 0.001428742), (64, 0.001428742), (65, 0.14880863), (66, 0.001428742), (67, 0.001428742), (68, 0.001428742), (69, 0.001428742), (70, 0.001428742), (71, 0.001428742), (72, 0.001428742), (73, 0.001428742), (74, 0.001428742), (75, 0.001428742), (76, 0.001428742), (77, 0.001428742), (78, 0.001428742), (79, 0.001428742), (80, 0.001428742), (81, 0.001428742), (82, 0.001428742), (83, 0.001428742), (84, 0.001428742), (85, 0.001428742), (86, 0.001428742), (87, 0.001428742), (88, 0.001428742), (89, 0.001428742), (90, 0.001428742), (91, 0.001428742), (92, 0.001428742), (93, 0.001428742), (94, 0.001428742), (95, 0.001428742), (96, 0.001428742), (97, 0.001428742), (98, 0.001428742), (99, 0.001428742)]\n",
      "Word topics: [(200, [65]), (201, [53, 65]), (202, [53]), (203, [53, 65]), (204, [53, 65]), (205, [53])]\n",
      "Phi values: [(200, [(65, 0.9997464)]), (201, [(53, 0.98054135), (65, 0.019329801)]), (202, [(53, 0.9998753)]), (203, [(53, 0.9882733), (65, 0.011600917)]), (204, [(53, 0.9991317), (65, 0.0007366601)]), (205, [(53, 0.99992967)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014287417), (1, 0.0014287417), (2, 0.0014287417), (3, 0.0014287417), (4, 0.0014287417), (5, 0.0014287417), (6, 0.0014287417), (7, 0.0014287417), (8, 0.0014287417), (9, 0.0014287417), (10, 0.0014287417), (11, 0.0014287417), (12, 0.0014287417), (13, 0.0014287417), (14, 0.0014287417), (15, 0.0014287417), (16, 0.0014287417), (17, 0.0014287417), (18, 0.0014287417), (19, 0.0014287417), (20, 0.0014287417), (21, 0.0014287417), (22, 0.0014287417), (23, 0.0014287417), (24, 0.0014287417), (25, 0.0014287417), (26, 0.0014287417), (27, 0.0014287417), (28, 0.0014287417), (29, 0.0014287417), (30, 0.0014287417), (31, 0.0014287417), (32, 0.0014287417), (33, 0.0014287417), (34, 0.0014287417), (35, 0.0014287417), (36, 0.0014287417), (37, 0.0014287417), (38, 0.0014287417), (39, 0.0014287417), (40, 0.0014287417), (41, 0.0014287417), (42, 0.0014287417), (43, 0.0014287417), (44, 0.0014287417), (45, 0.0014287417), (46, 0.0014287417), (47, 0.0014287417), (48, 0.0014287417), (49, 0.0014287417), (50, 0.0014287417), (51, 0.0014287417), (52, 0.0014287417), (53, 0.7111852), (54, 0.0014287417), (55, 0.0014287417), (56, 0.0014287417), (57, 0.0014287417), (58, 0.0014287417), (59, 0.0014287417), (60, 0.0014287417), (61, 0.0014287417), (62, 0.0014287417), (63, 0.0014287417), (64, 0.0014287417), (65, 0.14879811), (66, 0.0014287417), (67, 0.0014287417), (68, 0.0014287417), (69, 0.0014287417), (70, 0.0014287417), (71, 0.0014287417), (72, 0.0014287417), (73, 0.0014287417), (74, 0.0014287417), (75, 0.0014287417), (76, 0.0014287417), (77, 0.0014287417), (78, 0.0014287417), (79, 0.0014287417), (80, 0.0014287417), (81, 0.0014287417), (82, 0.0014287417), (83, 0.0014287417), (84, 0.0014287417), (85, 0.0014287417), (86, 0.0014287417), (87, 0.0014287417), (88, 0.0014287417), (89, 0.0014287417), (90, 0.0014287417), (91, 0.0014287417), (92, 0.0014287417), (93, 0.0014287417), (94, 0.0014287417), (95, 0.0014287417), (96, 0.0014287417), (97, 0.0014287417), (98, 0.0014287417), (99, 0.0014287417)]\n",
      "Word topics: [(200, [65]), (201, [53, 65]), (202, [53]), (203, [53, 65]), (204, [53, 65]), (205, [53])]\n",
      "Phi values: [(200, [(65, 0.9997463)]), (201, [(53, 0.9805438), (65, 0.019327326)]), (202, [(53, 0.9998753)]), (203, [(53, 0.9882748), (65, 0.011599418)]), (204, [(53, 0.9991318), (65, 0.0007365638)]), (205, [(53, 0.99992967)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00066666945), (1, 0.00066666945), (2, 0.00066666945), (3, 0.00066666945), (4, 0.00066666945), (5, 0.00066666945), (6, 0.00066666945), (7, 0.00066666945), (8, 0.00066666945), (9, 0.00066666945), (10, 0.00066666945), (11, 0.00066666945), (12, 0.00066666945), (13, 0.00066666945), (14, 0.00066666945), (15, 0.00066666945), (16, 0.00066666945), (17, 0.00066666945), (18, 0.00066666945), (19, 0.00066666945), (20, 0.00066666945), (21, 0.00066666945), (22, 0.00066666945), (23, 0.00066666945), (24, 0.00066666945), (25, 0.00066666945), (26, 0.00066666945), (27, 0.00066666945), (28, 0.00066666945), (29, 0.9339997), (30, 0.00066666945), (31, 0.00066666945), (32, 0.00066666945), (33, 0.00066666945), (34, 0.00066666945), (35, 0.00066666945), (36, 0.00066666945), (37, 0.00066666945), (38, 0.00066666945), (39, 0.00066666945), (40, 0.00066666945), (41, 0.00066666945), (42, 0.00066666945), (43, 0.00066666945), (44, 0.00066666945), (45, 0.00066666945), (46, 0.00066666945), (47, 0.00066666945), (48, 0.00066666945), (49, 0.00066666945), (50, 0.00066666945), (51, 0.00066666945), (52, 0.00066666945), (53, 0.00066666945), (54, 0.00066666945), (55, 0.00066666945), (56, 0.00066666945), (57, 0.00066666945), (58, 0.00066666945), (59, 0.00066666945), (60, 0.00066666945), (61, 0.00066666945), (62, 0.00066666945), (63, 0.00066666945), (64, 0.00066666945), (65, 0.00066666945), (66, 0.00066666945), (67, 0.00066666945), (68, 0.00066666945), (69, 0.00066666945), (70, 0.00066666945), (71, 0.00066666945), (72, 0.00066666945), (73, 0.00066666945), (74, 0.00066666945), (75, 0.00066666945), (76, 0.00066666945), (77, 0.00066666945), (78, 0.00066666945), (79, 0.00066666945), (80, 0.00066666945), (81, 0.00066666945), (82, 0.00066666945), (83, 0.00066666945), (84, 0.00066666945), (85, 0.00066666945), (86, 0.00066666945), (87, 0.00066666945), (88, 0.00066666945), (89, 0.00066666945), (90, 0.00066666945), (91, 0.00066666945), (92, 0.00066666945), (93, 0.00066666945), (94, 0.00066666945), (95, 0.00066666945), (96, 0.00066666945), (97, 0.00066666945), (98, 0.00066666945), (99, 0.00066666945)]\n",
      "Word topics: [(6, [29]), (28, [29]), (41, [29]), (125, [29]), (126, [29]), (127, [29]), (128, [29]), (129, [29]), (130, [29])]\n",
      "Phi values: [(6, [(29, 3.9999971)]), (28, [(29, 0.99999154)]), (41, [(29, 0.9999934)]), (125, [(29, 0.99999315)]), (126, [(29, 0.999991)]), (127, [(29, 0.9999929)]), (128, [(29, 0.9999924)]), (129, [(29, 0.99999547)]), (130, [(29, 2.9999902)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014287524), (1, 0.0014287524), (2, 0.0014287524), (3, 0.0014287524), (4, 0.0014287524), (5, 0.0014287524), (6, 0.0014287524), (7, 0.0014287524), (8, 0.0014287524), (9, 0.68748623), (10, 0.0014287524), (11, 0.0014287524), (12, 0.0014287524), (13, 0.0014287524), (14, 0.0014287524), (15, 0.0014287524), (16, 0.0014287524), (17, 0.0014287524), (18, 0.0014287524), (19, 0.0014287524), (20, 0.0014287524), (21, 0.0014287524), (22, 0.0014287524), (23, 0.0014287524), (24, 0.0014287524), (25, 0.0014287524), (26, 0.0014287524), (27, 0.0014287524), (28, 0.0014287524), (29, 0.0014287524), (30, 0.0014287524), (31, 0.0014287524), (32, 0.0014287524), (33, 0.0014287524), (34, 0.0014287524), (35, 0.0014287524), (36, 0.0014287524), (37, 0.0014287524), (38, 0.0014287524), (39, 0.0014287524), (40, 0.0014287524), (41, 0.0014287524), (42, 0.0014287524), (43, 0.0014287524), (44, 0.0014287524), (45, 0.0014287524), (46, 0.0014287524), (47, 0.0014287524), (48, 0.0014287524), (49, 0.0014287524), (50, 0.0014287524), (51, 0.0014287524), (52, 0.0014287524), (53, 0.0014287524), (54, 0.0014287524), (55, 0.0014287524), (56, 0.0014287524), (57, 0.0014287524), (58, 0.0014287524), (59, 0.0014287524), (60, 0.0014287524), (61, 0.0014287524), (62, 0.0014287524), (63, 0.0014287524), (64, 0.0014287524), (65, 0.0014287524), (66, 0.0014287524), (67, 0.0014287524), (68, 0.0014287524), (69, 0.0014287524), (70, 0.0014287524), (71, 0.0014287524), (72, 0.0014287524), (73, 0.0014287524), (74, 0.0014287524), (75, 0.0014287524), (76, 0.0014287524), (77, 0.0014287524), (78, 0.0014287524), (79, 0.0014287524), (80, 0.0014287524), (81, 0.0014287524), (82, 0.0014287524), (83, 0.0014287524), (84, 0.0014287524), (85, 0.17249604), (86, 0.0014287524), (87, 0.0014287524), (88, 0.0014287524), (89, 0.0014287524), (90, 0.0014287524), (91, 0.0014287524), (92, 0.0014287524), (93, 0.0014287524), (94, 0.0014287524), (95, 0.0014287524), (96, 0.0014287524), (97, 0.0014287524), (98, 0.0014287524), (99, 0.0014287524)]\n",
      "Word topics: [(0, [9, 85]), (206, []), (207, [85]), (208, [9, 85]), (209, [9, 85]), (210, [9, 85]), (211, [9, 85]), (212, [])]\n",
      "Phi values: [(0, [(9, 0.83794814), (85, 0.16204871)]), (206, []), (207, [(85, 0.99943846)]), (208, [(9, 0.9981096), (85, 0.0018135121)]), (209, [(9, 0.99145955), (85, 0.008459059)]), (210, [(9, 0.9826989), (85, 0.017227383)]), (211, [(9, 0.9935048), (85, 0.0063998387)]), (212, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0008337184), (1, 0.0008337184), (2, 0.0008337184), (3, 0.0008337184), (4, 0.0008337184), (5, 0.0008337184), (6, 0.0008337184), (7, 0.0008337184), (8, 0.0008337184), (9, 0.0008337184), (10, 0.0008337184), (11, 0.0008337184), (12, 0.07501645), (13, 0.0008337184), (14, 0.0008337184), (15, 0.0008337184), (16, 0.0008337184), (17, 0.0008337184), (18, 0.0008337184), (19, 0.0008337184), (20, 0.0008337184), (21, 0.0008337184), (22, 0.0008337184), (23, 0.0008337184), (24, 0.0008337184), (25, 0.0008337184), (26, 0.0008337184), (27, 0.0008337184), (28, 0.0008337184), (29, 0.0008337184), (30, 0.5410893), (31, 0.0008337184), (32, 0.0008337184), (33, 0.0008337184), (34, 0.22635433), (35, 0.0008337184), (36, 0.0008337184), (37, 0.0008337184), (38, 0.0008337184), (39, 0.0008337184), (40, 0.0008337184), (41, 0.0008337184), (42, 0.0008337184), (43, 0.0008337184), (44, 0.0008337184), (45, 0.0008337184), (46, 0.0008337184), (47, 0.0008337184), (48, 0.0008337184), (49, 0.0008337184), (50, 0.0008337184), (51, 0.0008337184), (52, 0.0008337184), (53, 0.0008337184), (54, 0.0008337184), (55, 0.0008337184), (56, 0.07750296), (57, 0.0008337184), (58, 0.0008337184), (59, 0.0008337184), (60, 0.0008337184), (61, 0.0008337184), (62, 0.0008337184), (63, 0.0008337184), (64, 0.0008337184), (65, 0.0008337184), (66, 0.0008337184), (67, 0.0008337184), (68, 0.0008337184), (69, 0.0008337184), (70, 0.0008337184), (71, 0.0008337184), (72, 0.0008337184), (73, 0.0008337184), (74, 0.0008337184), (75, 0.0008337184), (76, 0.0008337184), (77, 0.0008337184), (78, 0.0008337184), (79, 0.0008337184), (80, 0.0008337184), (81, 0.0008337184), (82, 0.0008337184), (83, 0.0008337184), (84, 0.0008337184), (85, 0.0008337184), (86, 0.0008337184), (87, 0.0008337184), (88, 0.0008337184), (89, 0.0008337184), (90, 0.0008337184), (91, 0.0008337184), (92, 0.0008337184), (93, 0.0008337184), (94, 0.0008337184), (95, 0.0008337184), (96, 0.0008337184), (97, 0.0008337184), (98, 0.0008337184), (99, 0.0008337184)]\n",
      "Word topics: [(6, [30, 34, 12, 56]), (111, [56, 30, 12]), (213, [34, 30, 56, 12]), (214, [30, 34]), (215, [30, 56, 12, 34]), (216, [30]), (217, [30]), (218, [30, 12]), (219, [12, 30, 34, 56]), (220, [34, 30, 12])]\n",
      "Phi values: [(6, [(12, 0.043880958), (30, 0.75888735), (34, 0.16338283), (56, 0.033847548)]), (111, [(12, 0.0120870415), (30, 0.21114077), (56, 0.7765625)]), (213, [(12, 0.0052603954), (30, 0.31285354), (34, 0.65297854), (56, 0.028873084)]), (214, [(30, 0.68030256), (34, 0.31949148)]), (215, [(12, 0.005270237), (30, 0.9467806), (34, 0.0011917928), (56, 0.045730013)]), (216, [(30, 0.99979776)]), (217, [(30, 0.99980116)]), (218, [(12, 0.061362315), (30, 0.9355951)]), (219, [(12, 0.7626345), (30, 0.14922379), (34, 0.062183414), (56, 0.025817035)]), (220, [(12, 0.00013279893), (30, 0.5153764), (34, 1.4840345)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0010005146), (1, 0.0010005146), (2, 0.0010005146), (3, 0.0010005146), (4, 0.0010005146), (5, 0.0010005146), (6, 0.0010005146), (7, 0.0010005146), (8, 0.0010005146), (9, 0.0010005146), (10, 0.0010005146), (11, 0.0010005146), (12, 0.0010005146), (13, 0.0010005146), (14, 0.0010005146), (15, 0.12057007), (16, 0.0010005146), (17, 0.0010005146), (18, 0.0010005146), (19, 0.0010005146), (20, 0.0010005146), (21, 0.0010005146), (22, 0.0010005146), (23, 0.0010005146), (24, 0.0010005146), (25, 0.0010005146), (26, 0.0010005146), (27, 0.0010005146), (28, 0.0010005146), (29, 0.0010005146), (30, 0.0010005146), (31, 0.0010005146), (32, 0.0010005146), (33, 0.0010005146), (34, 0.42123887), (35, 0.0010005146), (36, 0.0010005146), (37, 0.0010005146), (38, 0.0010005146), (39, 0.0010005146), (40, 0.0010005146), (41, 0.0010005146), (42, 0.0010005146), (43, 0.0010005146), (44, 0.0010005146), (45, 0.0010005146), (46, 0.0010005146), (47, 0.0010005146), (48, 0.0010005146), (49, 0.0010005146), (50, 0.0010005146), (51, 0.0010005146), (52, 0.0010005146), (53, 0.21772668), (54, 0.0010005146), (55, 0.0010005146), (56, 0.0010005146), (57, 0.14441499), (58, 0.0010005146), (59, 0.0010005146), (60, 0.0010005146), (61, 0.0010005146), (62, 0.0010005146), (63, 0.0010005146), (64, 0.0010005146), (65, 0.0010005146), (66, 0.0010005146), (67, 0.0010005146), (68, 0.0010005146), (69, 0.0010005146), (70, 0.0010005146), (71, 0.0010005146), (72, 0.0010005146), (73, 0.0010005146), (74, 0.0010005146), (75, 0.0010005146), (76, 0.0010005146), (77, 0.0010005146), (78, 0.0010005146), (79, 0.0010005146), (80, 0.0010005146), (81, 0.0010005146), (82, 0.0010005146), (83, 0.0010005146), (84, 0.0010005146), (85, 0.0010005146), (86, 0.0010005146), (87, 0.0010005146), (88, 0.0010005146), (89, 0.0010005146), (90, 0.0010005146), (91, 0.0010005146), (92, 0.0010005146), (93, 0.0010005146), (94, 0.0010005146), (95, 0.0010005146), (96, 0.0010005146), (97, 0.0010005146), (98, 0.0010005146), (99, 0.0010005146)]\n",
      "Word topics: [(41, [15, 53, 34, 57]), (221, [57, 34, 15]), (222, [34, 53, 15, 57]), (223, [34]), (224, [34, 57, 53, 15]), (225, [53, 57, 15]), (226, []), (227, [53, 34, 57, 15]), (228, [34, 53, 15, 57]), (229, [34, 53])]\n",
      "Phi values: [(41, [(15, 0.98209405), (34, 0.0058670957), (53, 0.007967443), (57, 0.00403134)]), (221, [(15, 5.2693784e-05), (34, 0.033657167), (57, 0.9657744)]), (222, [(15, 0.002128109), (34, 0.7874847), (53, 0.2085758), (57, 0.00036826596)]), (223, [(34, 0.9987194)]), (224, [(15, 0.14279509), (34, 0.31282797), (53, 0.24521632), (57, 0.2988981)]), (225, [(15, 0.00025483174), (53, 0.9691811), (57, 0.030321972)]), (226, []), (227, [(15, 0.043868687), (34, 0.34119067), (53, 0.49801055), (57, 0.11679402)]), (228, [(15, 0.029193439), (34, 0.71894515), (53, 0.2331669), (57, 0.01777131)]), (229, [(34, 0.99793863), (53, 0.0017495716)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0008333587), (1, 0.0008333587), (2, 0.0008333587), (3, 0.0008333587), (4, 0.0008333587), (5, 0.0008333587), (6, 0.0008333587), (7, 0.0008333587), (8, 0.0008333587), (9, 0.0008333587), (10, 0.0008333587), (11, 0.0008333587), (12, 0.0008333587), (13, 0.0008333587), (14, 0.0008333587), (15, 0.0008333587), (16, 0.0008333587), (17, 0.0008333587), (18, 0.0008333587), (19, 0.0008333587), (20, 0.0008333587), (21, 0.0008333587), (22, 0.0008333587), (23, 0.0008333587), (24, 0.0008333587), (25, 0.0008333587), (26, 0.0008333587), (27, 0.0008333587), (28, 0.0008333587), (29, 0.0008333587), (30, 0.0008333587), (31, 0.0008333587), (32, 0.0008333587), (33, 0.22520363), (34, 0.0008333587), (35, 0.0008333587), (36, 0.0008333587), (37, 0.0008333587), (38, 0.0008333587), (39, 0.0008333587), (40, 0.0008333587), (41, 0.0008333587), (42, 0.0008333587), (43, 0.0008333587), (44, 0.0008333587), (45, 0.0008333587), (46, 0.0008333587), (47, 0.0008333587), (48, 0.0008333587), (49, 0.0008333587), (50, 0.0008333587), (51, 0.0008333587), (52, 0.0008333587), (53, 0.0008333587), (54, 0.0008333587), (55, 0.0008333587), (56, 0.0008333587), (57, 0.0008333587), (58, 0.0008333587), (59, 0.0008333587), (60, 0.0008333587), (61, 0.6931272), (62, 0.0008333587), (63, 0.0008333587), (64, 0.0008333587), (65, 0.0008333587), (66, 0.0008333587), (67, 0.0008333587), (68, 0.0008333587), (69, 0.0008333587), (70, 0.0008333587), (71, 0.0008333587), (72, 0.0008333587), (73, 0.0008333587), (74, 0.0008333587), (75, 0.0008333587), (76, 0.0008333587), (77, 0.0008333587), (78, 0.0008333587), (79, 0.0008333587), (80, 0.0008333587), (81, 0.0008333587), (82, 0.0008333587), (83, 0.0008333587), (84, 0.0008333587), (85, 0.0008333587), (86, 0.0008333587), (87, 0.0008333587), (88, 0.0008333587), (89, 0.0008333587), (90, 0.0008333587), (91, 0.0008333587), (92, 0.0008333587), (93, 0.0008333587), (94, 0.0008333587), (95, 0.0008333587), (96, 0.0008333587), (97, 0.0008333587), (98, 0.0008333587), (99, 0.0008333587)]\n",
      "Word topics: [(6, [61, 33]), (31, [61, 33]), (32, [61, 33]), (33, [61, 33]), (34, [33]), (35, [61]), (36, [61, 33]), (37, [61]), (38, [33]), (39, [61, 33]), (40, [61, 33])]\n",
      "Phi values: [(6, [(33, 0.10640399), (61, 0.8935948)]), (31, [(33, 0.3648081), (61, 0.63515455)]), (32, [(33, 0.009720566), (61, 0.99027044)]), (33, [(33, 0.02595724), (61, 0.9740075)]), (34, [(33, 0.9999056)]), (35, [(61, 0.99997646)]), (36, [(33, 0.01584459), (61, 0.9841429)]), (37, [(61, 0.9999662)]), (38, [(33, 0.9999458)]), (39, [(33, 0.108386755), (61, 0.8915683)]), (40, [(33, 0.051246), (61, 0.94873226)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0006250525), (1, 0.0006250525), (2, 0.0006250525), (3, 0.0006250525), (4, 0.0006250525), (5, 0.0006250525), (6, 0.0006250525), (7, 0.0006250525), (8, 0.0006250525), (9, 0.0006250525), (10, 0.0006250525), (11, 0.0006250525), (12, 0.0006250525), (13, 0.0006250525), (14, 0.0006250525), (15, 0.0006250525), (16, 0.0006250525), (17, 0.0006250525), (18, 0.0006250525), (19, 0.0006250525), (20, 0.0006250525), (21, 0.0006250525), (22, 0.0006250525), (23, 0.0006250525), (24, 0.0006250525), (25, 0.0006250525), (26, 0.0006250525), (27, 0.0006250525), (28, 0.0006250525), (29, 0.0006250525), (30, 0.0006250525), (31, 0.0006250525), (32, 0.0006250525), (33, 0.0006250525), (34, 0.0006250525), (35, 0.0006250525), (36, 0.0006250525), (37, 0.0006250525), (38, 0.0006250525), (39, 0.0006250525), (40, 0.0006250525), (41, 0.0006250525), (42, 0.0006250525), (43, 0.0006250525), (44, 0.0006250525), (45, 0.0006250525), (46, 0.0006250525), (47, 0.0006250525), (48, 0.0006250525), (49, 0.0006250525), (50, 0.0006250525), (51, 0.0006250525), (52, 0.0006250525), (53, 0.0006250525), (54, 0.0006250525), (55, 0.0006250525), (56, 0.0006250525), (57, 0.0006250525), (58, 0.0006250525), (59, 0.0006250525), (60, 0.0006250525), (61, 0.0006250525), (62, 0.0006250525), (63, 0.0006250525), (64, 0.0006250525), (65, 0.0006250525), (66, 0.0006250525), (67, 0.0006250525), (68, 0.0006250525), (69, 0.0006250525), (70, 0.0006250525), (71, 0.9381198), (72, 0.0006250525), (73, 0.0006250525), (74, 0.0006250525), (75, 0.0006250525), (76, 0.0006250525), (77, 0.0006250525), (78, 0.0006250525), (79, 0.0006250525), (80, 0.0006250525), (81, 0.0006250525), (82, 0.0006250525), (83, 0.0006250525), (84, 0.0006250525), (85, 0.0006250525), (86, 0.0006250525), (87, 0.0006250525), (88, 0.0006250525), (89, 0.0006250525), (90, 0.0006250525), (91, 0.0006250525), (92, 0.0006250525), (93, 0.0006250525), (94, 0.0006250525), (95, 0.0006250525), (96, 0.0006250525), (97, 0.0006250525), (98, 0.0006250525), (99, 0.0006250525)]\n",
      "Word topics: [(6, [71]), (213, [71]), (230, [71]), (231, [71]), (232, [71]), (233, [71]), (234, [71]), (235, [71]), (236, [71]), (237, [71]), (238, [71]), (239, [71]), (240, [71]), (241, [71])]\n",
      "Phi values: [(6, [(71, 1.9999976)]), (213, [(71, 0.99998754)]), (230, [(71, 0.99995035)]), (231, [(71, 0.99996)]), (232, [(71, 0.99984574)]), (233, [(71, 0.9999644)]), (234, [(71, 0.9999456)]), (235, [(71, 0.9999781)]), (236, [(71, 0.99995005)]), (237, [(71, 0.9999609)]), (238, [(71, 0.9992633)]), (239, [(71, 0.999951)]), (240, [(71, 0.9999486)]), (241, [(71, 0.99995124)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014286166), (1, 0.0014286166), (2, 0.0014286166), (3, 0.0014286166), (4, 0.0014286166), (5, 0.0014286166), (6, 0.0014286166), (7, 0.0014286166), (8, 0.0014286166), (9, 0.0014286166), (10, 0.0014286166), (11, 0.0014286166), (12, 0.0014286166), (13, 0.0014286166), (14, 0.0014286166), (15, 0.0014286166), (16, 0.0014286166), (17, 0.0014286166), (18, 0.0014286166), (19, 0.0014286166), (20, 0.0014286166), (21, 0.0014286166), (22, 0.0014286166), (23, 0.0014286166), (24, 0.0014286166), (25, 0.0014286166), (26, 0.0014286166), (27, 0.0014286166), (28, 0.0014286166), (29, 0.0014286166), (30, 0.0014286166), (31, 0.0014286166), (32, 0.0014286166), (33, 0.0014286166), (34, 0.0014286166), (35, 0.0014286166), (36, 0.0014286166), (37, 0.0014286166), (38, 0.0014286166), (39, 0.0014286166), (40, 0.0014286166), (41, 0.0014286166), (42, 0.0014286166), (43, 0.0014286166), (44, 0.0014286166), (45, 0.0014286166), (46, 0.0014286166), (47, 0.0014286166), (48, 0.0014286166), (49, 0.0014286166), (50, 0.0014286166), (51, 0.0014286166), (52, 0.0014286166), (53, 0.0014286166), (54, 0.858567), (55, 0.0014286166), (56, 0.0014286166), (57, 0.0014286166), (58, 0.0014286166), (59, 0.0014286166), (60, 0.0014286166), (61, 0.0014286166), (62, 0.0014286166), (63, 0.0014286166), (64, 0.0014286166), (65, 0.0014286166), (66, 0.0014286166), (67, 0.0014286166), (68, 0.0014286166), (69, 0.0014286166), (70, 0.0014286166), (71, 0.0014286166), (72, 0.0014286166), (73, 0.0014286166), (74, 0.0014286166), (75, 0.0014286166), (76, 0.0014286166), (77, 0.0014286166), (78, 0.0014286166), (79, 0.0014286166), (80, 0.0014286166), (81, 0.0014286166), (82, 0.0014286166), (83, 0.0014286166), (84, 0.0014286166), (85, 0.0014286166), (86, 0.0014286166), (87, 0.0014286166), (88, 0.0014286166), (89, 0.0014286166), (90, 0.0014286166), (91, 0.0014286166), (92, 0.0014286166), (93, 0.0014286166), (94, 0.0014286166), (95, 0.0014286166), (96, 0.0014286166), (97, 0.0014286166), (98, 0.0014286166), (99, 0.0014286166)]\n",
      "Word topics: [(242, []), (243, [54]), (244, [54]), (245, [54]), (246, [54])]\n",
      "Phi values: [(242, []), (243, [(54, 2.9999635)]), (244, [(54, 0.9999224)]), (245, [(54, 0.99992615)]), (246, [(54, 0.99996823)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011115726), (1, 0.0011115726), (2, 0.0011115726), (3, 0.0011115726), (4, 0.0011115726), (5, 0.0011115726), (6, 0.0011115726), (7, 0.0011115726), (8, 0.0011115726), (9, 0.0011115726), (10, 0.12066383), (11, 0.0011115726), (12, 0.0011115726), (13, 0.0011115726), (14, 0.0011115726), (15, 0.0011115726), (16, 0.0011115726), (17, 0.0011115726), (18, 0.0011115726), (19, 0.0011115726), (20, 0.0011115726), (21, 0.0011115726), (22, 0.0011115726), (23, 0.0011115726), (24, 0.0011115726), (25, 0.0011115726), (26, 0.0011115726), (27, 0.0011115726), (28, 0.0011115726), (29, 0.0011115726), (30, 0.0011115726), (31, 0.0011115726), (32, 0.0011115726), (33, 0.0011115726), (34, 0.0011115726), (35, 0.0011115726), (36, 0.0011115726), (37, 0.0011115726), (38, 0.0011115726), (39, 0.0011115726), (40, 0.0011115726), (41, 0.0011115726), (42, 0.0011115726), (43, 0.0011115726), (44, 0.0011115726), (45, 0.0011115726), (46, 0.0011115726), (47, 0.0011115726), (48, 0.0011115726), (49, 0.0011115726), (50, 0.0011115726), (51, 0.118910804), (52, 0.0011115726), (53, 0.0011115726), (54, 0.0011115726), (55, 0.0011115726), (56, 0.0011115726), (57, 0.0011115726), (58, 0.0011115726), (59, 0.13756356), (60, 0.0011115726), (61, 0.0011115726), (62, 0.0011115726), (63, 0.0011115726), (64, 0.0011115726), (65, 0.0011115726), (66, 0.0011115726), (67, 0.0011115726), (68, 0.0011115726), (69, 0.0011115726), (70, 0.0011115726), (71, 0.0011115726), (72, 0.0011115726), (73, 0.0011115726), (74, 0.0011115726), (75, 0.0011115726), (76, 0.0011115726), (77, 0.0011115726), (78, 0.51615083), (79, 0.0011115726), (80, 0.0011115726), (81, 0.0011115726), (82, 0.0011115726), (83, 0.0011115726), (84, 0.0011115726), (85, 0.0011115726), (86, 0.0011115726), (87, 0.0011115726), (88, 0.0011115726), (89, 0.0011115726), (90, 0.0011115726), (91, 0.0011115726), (92, 0.0011115726), (93, 0.0011115726), (94, 0.0011115726), (95, 0.0011115726), (96, 0.0011115726), (97, 0.0011115726), (98, 0.0011115726), (99, 0.0011115726)]\n",
      "Word topics: [(247, [78]), (248, [10, 59]), (249, [59, 78, 51]), (250, [51, 78, 59, 10]), (251, [78, 10]), (252, [78, 10, 51, 59]), (253, [78, 59, 51]), (254, [78, 10, 59, 51])]\n",
      "Phi values: [(247, [(78, 0.9993556)]), (248, [(10, 0.9921912), (59, 0.0066498)]), (249, [(51, 0.00056724687), (59, 0.9891864), (78, 0.010074499)]), (250, [(10, 0.0045012413), (51, 0.9728342), (59, 0.007224291), (78, 0.015257887)]), (251, [(10, 0.00069038273), (78, 0.99919665)]), (252, [(10, 0.07587059), (51, 0.06801122), (59, 0.020522086), (78, 0.83453655)]), (253, [(51, 0.0171029), (59, 0.19995263), (78, 0.7826579)]), (254, [(10, 0.0015366897), (51, 3.5706548e-06), (59, 0.00045926133), (78, 0.9978852)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00066666945), (1, 0.00066666945), (2, 0.00066666945), (3, 0.00066666945), (4, 0.00066666945), (5, 0.00066666945), (6, 0.00066666945), (7, 0.00066666945), (8, 0.00066666945), (9, 0.00066666945), (10, 0.00066666945), (11, 0.00066666945), (12, 0.00066666945), (13, 0.00066666945), (14, 0.00066666945), (15, 0.00066666945), (16, 0.00066666945), (17, 0.00066666945), (18, 0.00066666945), (19, 0.00066666945), (20, 0.00066666945), (21, 0.00066666945), (22, 0.00066666945), (23, 0.00066666945), (24, 0.00066666945), (25, 0.00066666945), (26, 0.00066666945), (27, 0.00066666945), (28, 0.00066666945), (29, 0.9339997), (30, 0.00066666945), (31, 0.00066666945), (32, 0.00066666945), (33, 0.00066666945), (34, 0.00066666945), (35, 0.00066666945), (36, 0.00066666945), (37, 0.00066666945), (38, 0.00066666945), (39, 0.00066666945), (40, 0.00066666945), (41, 0.00066666945), (42, 0.00066666945), (43, 0.00066666945), (44, 0.00066666945), (45, 0.00066666945), (46, 0.00066666945), (47, 0.00066666945), (48, 0.00066666945), (49, 0.00066666945), (50, 0.00066666945), (51, 0.00066666945), (52, 0.00066666945), (53, 0.00066666945), (54, 0.00066666945), (55, 0.00066666945), (56, 0.00066666945), (57, 0.00066666945), (58, 0.00066666945), (59, 0.00066666945), (60, 0.00066666945), (61, 0.00066666945), (62, 0.00066666945), (63, 0.00066666945), (64, 0.00066666945), (65, 0.00066666945), (66, 0.00066666945), (67, 0.00066666945), (68, 0.00066666945), (69, 0.00066666945), (70, 0.00066666945), (71, 0.00066666945), (72, 0.00066666945), (73, 0.00066666945), (74, 0.00066666945), (75, 0.00066666945), (76, 0.00066666945), (77, 0.00066666945), (78, 0.00066666945), (79, 0.00066666945), (80, 0.00066666945), (81, 0.00066666945), (82, 0.00066666945), (83, 0.00066666945), (84, 0.00066666945), (85, 0.00066666945), (86, 0.00066666945), (87, 0.00066666945), (88, 0.00066666945), (89, 0.00066666945), (90, 0.00066666945), (91, 0.00066666945), (92, 0.00066666945), (93, 0.00066666945), (94, 0.00066666945), (95, 0.00066666945), (96, 0.00066666945), (97, 0.00066666945), (98, 0.00066666945), (99, 0.00066666945)]\n",
      "Word topics: [(6, [29]), (28, [29]), (41, [29]), (125, [29]), (126, [29]), (127, [29]), (128, [29]), (129, [29]), (130, [29])]\n",
      "Phi values: [(6, [(29, 3.9999971)]), (28, [(29, 0.99999154)]), (41, [(29, 0.9999934)]), (125, [(29, 0.99999315)]), (126, [(29, 0.999991)]), (127, [(29, 0.9999929)]), (128, [(29, 0.9999924)]), (129, [(29, 0.99999547)]), (130, [(29, 2.9999902)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00071435876), (1, 0.00071435876), (2, 0.00071435876), (3, 0.00071435876), (4, 0.00071435876), (5, 0.00071435876), (6, 0.00071435876), (7, 0.00071435876), (8, 0.00071435876), (9, 0.00071435876), (10, 0.00071435876), (11, 0.00071435876), (12, 0.00071435876), (13, 0.00071435876), (14, 0.00071435876), (15, 0.00071435876), (16, 0.00071435876), (17, 0.00071435876), (18, 0.00071435876), (19, 0.00071435876), (20, 0.00071435876), (21, 0.00071435876), (22, 0.00071435876), (23, 0.00071435876), (24, 0.00071435876), (25, 0.00071435876), (26, 0.00071435876), (27, 0.00071435876), (28, 0.00071435876), (29, 0.00071435876), (30, 0.00071435876), (31, 0.00071435876), (32, 0.00071435876), (33, 0.00071435876), (34, 0.00071435876), (35, 0.00071435876), (36, 0.00071435876), (37, 0.00071435876), (38, 0.00071435876), (39, 0.00071435876), (40, 0.00071435876), (41, 0.00071435876), (42, 0.00071435876), (43, 0.00071435876), (44, 0.00071435876), (45, 0.00071435876), (46, 0.00071435876), (47, 0.00071435876), (48, 0.00071435876), (49, 0.00071435876), (50, 0.00071435876), (51, 0.00071435876), (52, 0.00071435876), (53, 0.00071435876), (54, 0.00071435876), (55, 0.9292785), (56, 0.00071435876), (57, 0.00071435876), (58, 0.00071435876), (59, 0.00071435876), (60, 0.00071435876), (61, 0.00071435876), (62, 0.00071435876), (63, 0.00071435876), (64, 0.00071435876), (65, 0.00071435876), (66, 0.00071435876), (67, 0.00071435876), (68, 0.00071435876), (69, 0.00071435876), (70, 0.00071435876), (71, 0.00071435876), (72, 0.00071435876), (73, 0.00071435876), (74, 0.00071435876), (75, 0.00071435876), (76, 0.00071435876), (77, 0.00071435876), (78, 0.00071435876), (79, 0.00071435876), (80, 0.00071435876), (81, 0.00071435876), (82, 0.00071435876), (83, 0.00071435876), (84, 0.00071435876), (85, 0.00071435876), (86, 0.00071435876), (87, 0.00071435876), (88, 0.00071435876), (89, 0.00071435876), (90, 0.00071435876), (91, 0.00071435876), (92, 0.00071435876), (93, 0.00071435876), (94, 0.00071435876), (95, 0.00071435876), (96, 0.00071435876), (97, 0.00071435876), (98, 0.00071435876), (99, 0.00071435876)]\n",
      "Word topics: [(6, [55]), (255, [55]), (256, [55]), (257, [55]), (258, [55]), (259, [55]), (260, [55]), (261, [55]), (262, [55]), (263, [55]), (264, [55]), (265, [55])]\n",
      "Phi values: [(6, [(55, 0.9999978)]), (255, [(55, 0.9997816)]), (256, [(55, 0.9999418)]), (257, [(55, 0.99983376)]), (258, [(55, 0.99988073)]), (259, [(55, 0.99994266)]), (260, [(55, 0.99986666)]), (261, [(55, 0.9998502)]), (262, [(55, 0.99986154)]), (263, [(55, 1.9998657)]), (264, [(55, 0.99994874)]), (265, [(55, 0.9997969)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.001111114), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0025009539), (1, 0.0025009539), (2, 0.0025009539), (3, 0.0025009539), (4, 0.0025009539), (5, 0.0025009539), (6, 0.0025009539), (7, 0.0025009539), (8, 0.0025009539), (9, 0.0025009539), (10, 0.0025009539), (11, 0.0025009539), (12, 0.0025009539), (13, 0.0025009539), (14, 0.0025009539), (15, 0.0025009539), (16, 0.0025009539), (17, 0.0025009539), (18, 0.0025009539), (19, 0.0025009539), (20, 0.0025009539), (21, 0.0025009539), (22, 0.0025009539), (23, 0.0025009539), (24, 0.0025009539), (25, 0.0025009539), (26, 0.0025009539), (27, 0.0025009539), (28, 0.0025009539), (29, 0.0025009539), (30, 0.0025009539), (31, 0.0025009539), (32, 0.0025009539), (33, 0.0025009539), (34, 0.5026154), (35, 0.0025009539), (36, 0.0025009539), (37, 0.0025009539), (38, 0.0025009539), (39, 0.0025009539), (40, 0.0025009539), (41, 0.0025009539), (42, 0.0025009539), (43, 0.0025009539), (44, 0.0025009539), (45, 0.0025009539), (46, 0.0025009539), (47, 0.0025009539), (48, 0.0025009539), (49, 0.0025009539), (50, 0.0025009539), (51, 0.0025009539), (52, 0.0025009539), (53, 0.0025009539), (54, 0.0025009539), (55, 0.0025009539), (56, 0.0025009539), (57, 0.0025009539), (58, 0.0025009539), (59, 0.0025009539), (60, 0.0025009539), (61, 0.0025009539), (62, 0.0025009539), (63, 0.0025009539), (64, 0.0025009539), (65, 0.0025009539), (66, 0.0025009539), (67, 0.0025009539), (68, 0.0025009539), (69, 0.0025009539), (70, 0.0025009539), (71, 0.0025009539), (72, 0.0025009539), (73, 0.0025009539), (74, 0.0025009539), (75, 0.0025009539), (76, 0.0025009539), (77, 0.0025009539), (78, 0.25229114), (79, 0.0025009539), (80, 0.0025009539), (81, 0.0025009539), (82, 0.0025009539), (83, 0.0025009539), (84, 0.0025009539), (85, 0.0025009539), (86, 0.0025009539), (87, 0.0025009539), (88, 0.0025009539), (89, 0.0025009539), (90, 0.0025009539), (91, 0.0025009539), (92, 0.0025009539), (93, 0.0025009539), (94, 0.0025009539), (95, 0.0025009539), (96, 0.0025009539), (97, 0.0025009539), (98, 0.0025009539), (99, 0.0025009539)]\n",
      "Word topics: [(214, [34]), (266, [34]), (267, [78, 34]), (268, [])]\n",
      "Phi values: [(214, [(34, 0.9997139)]), (266, [(34, 0.99997616)]), (267, [(34, 7.420338e-06), (78, 0.9987831)]), (268, [])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111139), (1, 0.0011111139), (2, 0.0011111139), (3, 0.0011111139), (4, 0.0011111139), (5, 0.0011111139), (6, 0.0011111139), (7, 0.0011111139), (8, 0.0011111139), (9, 0.0011111139), (10, 0.0011111139), (11, 0.0011111139), (12, 0.0011111139), (13, 0.0011111139), (14, 0.0011111139), (15, 0.88999975), (16, 0.0011111139), (17, 0.0011111139), (18, 0.0011111139), (19, 0.0011111139), (20, 0.0011111139), (21, 0.0011111139), (22, 0.0011111139), (23, 0.0011111139), (24, 0.0011111139), (25, 0.0011111139), (26, 0.0011111139), (27, 0.0011111139), (28, 0.0011111139), (29, 0.0011111139), (30, 0.0011111139), (31, 0.0011111139), (32, 0.0011111139), (33, 0.0011111139), (34, 0.0011111139), (35, 0.0011111139), (36, 0.0011111139), (37, 0.0011111139), (38, 0.0011111139), (39, 0.0011111139), (40, 0.0011111139), (41, 0.0011111139), (42, 0.0011111139), (43, 0.0011111139), (44, 0.0011111139), (45, 0.0011111139), (46, 0.0011111139), (47, 0.0011111139), (48, 0.0011111139), (49, 0.0011111139), (50, 0.0011111139), (51, 0.0011111139), (52, 0.0011111139), (53, 0.0011111139), (54, 0.0011111139), (55, 0.0011111139), (56, 0.0011111139), (57, 0.0011111139), (58, 0.0011111139), (59, 0.0011111139), (60, 0.0011111139), (61, 0.0011111139), (62, 0.0011111139), (63, 0.0011111139), (64, 0.0011111139), (65, 0.0011111139), (66, 0.0011111139), (67, 0.0011111139), (68, 0.0011111139), (69, 0.0011111139), (70, 0.0011111139), (71, 0.0011111139), (72, 0.0011111139), (73, 0.0011111139), (74, 0.0011111139), (75, 0.0011111139), (76, 0.0011111139), (77, 0.0011111139), (78, 0.0011111139), (79, 0.0011111139), (80, 0.0011111139), (81, 0.0011111139), (82, 0.0011111139), (83, 0.0011111139), (84, 0.0011111139), (85, 0.0011111139), (86, 0.0011111139), (87, 0.0011111139), (88, 0.0011111139), (89, 0.0011111139), (90, 0.0011111139), (91, 0.0011111139), (92, 0.0011111139), (93, 0.0011111139), (94, 0.0011111139), (95, 0.0011111139), (96, 0.0011111139), (97, 0.0011111139), (98, 0.0011111139), (99, 0.0011111139)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00066839915), (1, 0.00066839915), (2, 0.09191821), (3, 0.00066839915), (4, 0.00066839915), (5, 0.00066839915), (6, 0.00066839915), (7, 0.00066839915), (8, 0.00066839915), (9, 0.00066839915), (10, 0.00066839915), (11, 0.00066839915), (12, 0.00066839915), (13, 0.00066839915), (14, 0.00066839915), (15, 0.00066839915), (16, 0.00066839915), (17, 0.00066839915), (18, 0.00066839915), (19, 0.00066839915), (20, 0.00066839915), (21, 0.00066839915), (22, 0.00066839915), (23, 0.00066839915), (24, 0.06798251), (25, 0.00066839915), (26, 0.00066839915), (27, 0.00066839915), (28, 0.00066839915), (29, 0.00066839915), (30, 0.00066839915), (31, 0.00066839915), (32, 0.00066839915), (33, 0.00066839915), (34, 0.00066839915), (35, 0.00066839915), (36, 0.00066839915), (37, 0.00066839915), (38, 0.00066839915), (39, 0.00066839915), (40, 0.114280015), (41, 0.00066839915), (42, 0.00066839915), (43, 0.00066839915), (44, 0.00066839915), (45, 0.00066839915), (46, 0.00066839915), (47, 0.00066839915), (48, 0.00066839915), (49, 0.00066839915), (50, 0.00066839915), (51, 0.00066839915), (52, 0.00066839915), (53, 0.00066839915), (54, 0.00066839915), (55, 0.07017035), (56, 0.00066839915), (57, 0.00066839915), (58, 0.00066839915), (59, 0.00066839915), (60, 0.00066839915), (61, 0.00066839915), (62, 0.00066839915), (63, 0.00066839915), (64, 0.00066839915), (65, 0.00066839915), (66, 0.00066839915), (67, 0.00066839915), (68, 0.00066839915), (69, 0.00066839915), (70, 0.00066839915), (71, 0.00066839915), (72, 0.00066839915), (73, 0.00066839915), (74, 0.00066839915), (75, 0.00066839915), (76, 0.00066839915), (77, 0.06385502), (78, 0.00066839915), (79, 0.00066839915), (80, 0.00066839915), (81, 0.00066839915), (82, 0.00066839915), (83, 0.00066839915), (84, 0.00066839915), (85, 0.00066839915), (86, 0.00066839915), (87, 0.00066839915), (88, 0.00066839915), (89, 0.00066839915), (90, 0.00066839915), (91, 0.00066839915), (92, 0.00066839915), (93, 0.00066839915), (94, 0.5289644), (95, 0.00066839915), (96, 0.00066839915), (97, 0.00066839915), (98, 0.00066839915), (99, 0.00066839915)]\n",
      "Word topics: [(6, [94, 40, 77, 24, 2, 55]), (11, [94, 40, 2, 24, 77, 55]), (171, [94, 77, 40, 2, 55, 24]), (269, [94, 2, 40, 55, 77, 24]), (270, [2, 94, 55, 40]), (271, [94, 24, 77]), (272, [40, 94]), (273, [55, 94]), (274, [24, 40, 94]), (275, [94]), (276, [94, 24, 40, 55, 77, 2]), (277, [77, 94, 2, 24]), (278, [94])]\n",
      "Phi values: [(6, [(2, 0.10523672), (24, 0.11586412), (40, 0.20858142), (55, 0.08296222), (77, 0.12134163), (94, 1.3660098)]), (11, [(2, 0.043889876), (24, 0.01714717), (40, 0.069408864), (55, 0.00910482), (77, 0.011397055), (94, 0.84894115)]), (171, [(2, 0.019157879), (24, 0.0034666895), (40, 0.020300258), (55, 0.010586466), (77, 0.03291289), (94, 0.9134769)]), (269, [(2, 0.21088043), (24, 3.1452932e-06), (40, 0.07398539), (55, 0.035231207), (77, 0.034796894), (94, 0.6447005)]), (270, [(2, 0.9677255), (40, 0.0066676987), (55, 0.01074512), (94, 0.014745656)]), (271, [(24, 9.948098e-05), (77, 2.8960105e-05), (94, 0.9998465)]), (272, [(40, 0.9735507), (94, 0.025755998)]), (273, [(55, 0.852788), (94, 0.14360753)]), (274, [(24, 0.63511086), (40, 0.3203973), (94, 0.044016756)]), (275, [(94, 0.9841079)]), (276, [(2, 0.0039358633), (24, 0.20532274), (40, 0.044512633), (55, 0.03732541), (77, 0.031129505), (94, 0.6776266)]), (277, [(2, 0.013347942), (24, 0.0035379818), (77, 0.70076734), (94, 0.28113827)]), (278, [(94, 0.9839916)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00071489887), (1, 0.00071489887), (2, 0.00071489887), (3, 0.00071489887), (4, 0.00071489887), (5, 0.00071489887), (6, 0.07451865), (7, 0.00071489887), (8, 0.00071489887), (9, 0.00071489887), (10, 0.00071489887), (11, 0.00071489887), (12, 0.00071489887), (13, 0.00071489887), (14, 0.00071489887), (15, 0.00071489887), (16, 0.00071489887), (17, 0.00071489887), (18, 0.00071489887), (19, 0.00071489887), (20, 0.00071489887), (21, 0.00071489887), (22, 0.00071489887), (23, 0.00071489887), (24, 0.00071489887), (25, 0.00071489887), (26, 0.00071489887), (27, 0.00071489887), (28, 0.00071489887), (29, 0.00071489887), (30, 0.00071489887), (31, 0.00071489887), (32, 0.00071489887), (33, 0.00071489887), (34, 0.00071489887), (35, 0.00071489887), (36, 0.00071489887), (37, 0.00071489887), (38, 0.00071489887), (39, 0.00071489887), (40, 0.00071489887), (41, 0.00071489887), (42, 0.00071489887), (43, 0.00071489887), (44, 0.00071489887), (45, 0.00071489887), (46, 0.00071489887), (47, 0.00071489887), (48, 0.00071489887), (49, 0.00071489887), (50, 0.00071489887), (51, 0.00071489887), (52, 0.00071489887), (53, 0.00071489887), (54, 0.00071489887), (55, 0.07253419), (56, 0.00071489887), (57, 0.00071489887), (58, 0.00071489887), (59, 0.00071489887), (60, 0.00071489887), (61, 0.12878053), (62, 0.00071489887), (63, 0.00071489887), (64, 0.00071489887), (65, 0.00071489887), (66, 0.00071489887), (67, 0.00071489887), (68, 0.00071489887), (69, 0.00071489887), (70, 0.00071489887), (71, 0.00071489887), (72, 0.00071489887), (73, 0.00071489887), (74, 0.00071489887), (75, 0.00071489887), (76, 0.00071489887), (77, 0.00071489887), (78, 0.00071489887), (79, 0.00071489887), (80, 0.00071489887), (81, 0.00071489887), (82, 0.56513065), (83, 0.00071489887), (84, 0.00071489887), (85, 0.00071489887), (86, 0.00071489887), (87, 0.00071489887), (88, 0.00071489887), (89, 0.00071489887), (90, 0.00071489887), (91, 0.00071489887), (92, 0.00071489887), (93, 0.00071489887), (94, 0.00071489887), (95, 0.09112057), (96, 0.00071489887), (97, 0.00071489887), (98, 0.00071489887), (99, 0.00071489887)]\n",
      "Word topics: [(6, [82, 61, 95, 6, 55]), (36, [82, 61, 95, 6, 55]), (93, [82, 61, 55, 95, 6]), (279, [6, 82, 61, 55, 95]), (280, [95, 82]), (281, [82, 95, 61, 55, 6]), (282, [61, 82, 95]), (283, [82, 95]), (284, [82, 95]), (285, [55, 82, 6, 95, 61]), (286, [82, 95]), (287, [82])]\n",
      "Phi values: [(6, [(6, 0.094362766), (55, 0.05809299), (61, 0.30517814), (82, 1.4369832), (95, 0.10538028)]), (36, [(6, 0.0691095), (55, 0.024452953), (61, 0.3669659), (82, 0.4351575), (95, 0.10428196)]), (93, [(6, 0.0014288793), (55, 0.054991893), (61, 0.18914726), (82, 0.7517307), (95, 0.0026816642)]), (279, [(6, 0.84975094), (55, 0.0018215092), (61, 0.0054944204), (82, 0.14216052), (95, 0.0005116713)]), (280, [(82, 0.15511519), (95, 0.84392554)]), (281, [(6, 0.008474082), (55, 0.021029513), (61, 0.050639357), (82, 0.7912741), (95, 0.12785302)]), (282, [(61, 0.86083144), (82, 0.12838496), (95, 0.010510513)]), (283, [(82, 0.97064036), (95, 0.026297258)]), (284, [(82, 0.9852248), (95, 0.011408341)]), (285, [(6, 0.0077390387), (55, 0.8426076), (61, 0.0033534926), (82, 0.13977194), (95, 0.006438194)]), (286, [(82, 0.98287547), (95, 0.015585154)]), (287, [(82, 0.99835235)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.001428643), (1, 0.001428643), (2, 0.001428643), (3, 0.001428643), (4, 0.001428643), (5, 0.001428643), (6, 0.001428643), (7, 0.001428643), (8, 0.001428643), (9, 0.001428643), (10, 0.001428643), (11, 0.001428643), (12, 0.001428643), (13, 0.001428643), (14, 0.001428643), (15, 0.001428643), (16, 0.001428643), (17, 0.001428643), (18, 0.001428643), (19, 0.001428643), (20, 0.001428643), (21, 0.001428643), (22, 0.001428643), (23, 0.001428643), (24, 0.001428643), (25, 0.001428643), (26, 0.001428643), (27, 0.001428643), (28, 0.001428643), (29, 0.001428643), (30, 0.001428643), (31, 0.001428643), (32, 0.001428643), (33, 0.001428643), (34, 0.001428643), (35, 0.001428643), (36, 0.001428643), (37, 0.001428643), (38, 0.001428643), (39, 0.001428643), (40, 0.001428643), (41, 0.001428643), (42, 0.001428643), (43, 0.001428643), (44, 0.001428643), (45, 0.001428643), (46, 0.001428643), (47, 0.001428643), (48, 0.001428643), (49, 0.001428643), (50, 0.001428643), (51, 0.001428643), (52, 0.001428643), (53, 0.001428643), (54, 0.001428643), (55, 0.001428643), (56, 0.001428643), (57, 0.001428643), (58, 0.001428643), (59, 0.001428643), (60, 0.001428643), (61, 0.001428643), (62, 0.001428643), (63, 0.001428643), (64, 0.001428643), (65, 0.001428643), (66, 0.001428643), (67, 0.001428643), (68, 0.001428643), (69, 0.45913896), (70, 0.001428643), (71, 0.001428643), (72, 0.001428643), (73, 0.001428643), (74, 0.40085402), (75, 0.001428643), (76, 0.001428643), (77, 0.001428643), (78, 0.001428643), (79, 0.001428643), (80, 0.001428643), (81, 0.001428643), (82, 0.001428643), (83, 0.001428643), (84, 0.001428643), (85, 0.001428643), (86, 0.001428643), (87, 0.001428643), (88, 0.001428643), (89, 0.001428643), (90, 0.001428643), (91, 0.001428643), (92, 0.001428643), (93, 0.001428643), (94, 0.001428643), (95, 0.001428643), (96, 0.001428643), (97, 0.001428643), (98, 0.001428643), (99, 0.001428643)]\n",
      "Word topics: [(0, [74, 69]), (6, [74, 69]), (288, []), (289, []), (290, [74]), (291, [69, 74]), (292, []), (293, [69])]\n",
      "Phi values: [(0, [(69, 0.38268548), (74, 0.6173123)]), (6, [(69, 0.8615474), (74, 1.1384466)]), (288, []), (289, []), (290, [(74, 0.99994737)]), (291, [(69, 0.9616269), (74, 0.038221464)]), (292, []), (293, [(69, 0.99986213)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111139), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014288335), (1, 0.0014288335), (2, 0.0014288335), (3, 0.0014288335), (4, 0.0014288335), (5, 0.0014288335), (6, 0.0014288335), (7, 0.0014288335), (8, 0.0014288335), (9, 0.0014288335), (10, 0.0014288335), (11, 0.0014288335), (12, 0.20030509), (13, 0.0014288335), (14, 0.0014288335), (15, 0.0014288335), (16, 0.0014288335), (17, 0.0014288335), (18, 0.0014288335), (19, 0.35583436), (20, 0.0014288335), (21, 0.0014288335), (22, 0.0014288335), (23, 0.0014288335), (24, 0.0014288335), (25, 0.0014288335), (26, 0.0014288335), (27, 0.0014288335), (28, 0.0014288335), (29, 0.0014288335), (30, 0.0014288335), (31, 0.0014288335), (32, 0.0014288335), (33, 0.0014288335), (34, 0.0014288335), (35, 0.0014288335), (36, 0.0014288335), (37, 0.0014288335), (38, 0.0014288335), (39, 0.0014288335), (40, 0.0014288335), (41, 0.0014288335), (42, 0.0014288335), (43, 0.0014288335), (44, 0.0014288335), (45, 0.0014288335), (46, 0.0014288335), (47, 0.0014288335), (48, 0.0014288335), (49, 0.0014288335), (50, 0.0014288335), (51, 0.0014288335), (52, 0.0014288335), (53, 0.0014288335), (54, 0.0014288335), (55, 0.0014288335), (56, 0.0014288335), (57, 0.0014288335), (58, 0.0014288335), (59, 0.0014288335), (60, 0.0014288335), (61, 0.0014288335), (62, 0.0014288335), (63, 0.0014288335), (64, 0.30526367), (65, 0.0014288335), (66, 0.0014288335), (67, 0.0014288335), (68, 0.0014288335), (69, 0.0014288335), (70, 0.0014288335), (71, 0.0014288335), (72, 0.0014288335), (73, 0.0014288335), (74, 0.0014288335), (75, 0.0014288335), (76, 0.0014288335), (77, 0.0014288335), (78, 0.0014288335), (79, 0.0014288335), (80, 0.0014288335), (81, 0.0014288335), (82, 0.0014288335), (83, 0.0014288335), (84, 0.0014288335), (85, 0.0014288335), (86, 0.0014288335), (87, 0.0014288335), (88, 0.0014288335), (89, 0.0014288335), (90, 0.0014288335), (91, 0.0014288335), (92, 0.0014288335), (93, 0.0014288335), (94, 0.0014288335), (95, 0.0014288335), (96, 0.0014288335), (97, 0.0014288335), (98, 0.0014288335), (99, 0.0014288335)]\n",
      "Word topics: [(6, [19, 64, 12]), (32, [19, 64, 12]), (294, [12]), (295, [64]), (296, [19, 12])]\n",
      "Phi values: [(6, [(12, 0.32644722), (19, 1.0252261), (64, 0.64832383)]), (32, [(12, 0.052693475), (19, 0.48651683), (64, 0.4606409)]), (294, [(12, 0.99920106)]), (295, [(64, 0.9996937)]), (296, [(12, 0.0064417347), (19, 0.99351627)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00083334546), (1, 0.00083334546), (2, 0.00083334546), (3, 0.00083334546), (4, 0.00083334546), (5, 0.00083334546), (6, 0.00083334546), (7, 0.00083334546), (8, 0.00083334546), (9, 0.00083334546), (10, 0.00083334546), (11, 0.00083334546), (12, 0.9174988), (13, 0.00083334546), (14, 0.00083334546), (15, 0.00083334546), (16, 0.00083334546), (17, 0.00083334546), (18, 0.00083334546), (19, 0.00083334546), (20, 0.00083334546), (21, 0.00083334546), (22, 0.00083334546), (23, 0.00083334546), (24, 0.00083334546), (25, 0.00083334546), (26, 0.00083334546), (27, 0.00083334546), (28, 0.00083334546), (29, 0.00083334546), (30, 0.00083334546), (31, 0.00083334546), (32, 0.00083334546), (33, 0.00083334546), (34, 0.00083334546), (35, 0.00083334546), (36, 0.00083334546), (37, 0.00083334546), (38, 0.00083334546), (39, 0.00083334546), (40, 0.00083334546), (41, 0.00083334546), (42, 0.00083334546), (43, 0.00083334546), (44, 0.00083334546), (45, 0.00083334546), (46, 0.00083334546), (47, 0.00083334546), (48, 0.00083334546), (49, 0.00083334546), (50, 0.00083334546), (51, 0.00083334546), (52, 0.00083334546), (53, 0.00083334546), (54, 0.00083334546), (55, 0.00083334546), (56, 0.00083334546), (57, 0.00083334546), (58, 0.00083334546), (59, 0.00083334546), (60, 0.00083334546), (61, 0.00083334546), (62, 0.00083334546), (63, 0.00083334546), (64, 0.00083334546), (65, 0.00083334546), (66, 0.00083334546), (67, 0.00083334546), (68, 0.00083334546), (69, 0.00083334546), (70, 0.00083334546), (71, 0.00083334546), (72, 0.00083334546), (73, 0.00083334546), (74, 0.00083334546), (75, 0.00083334546), (76, 0.00083334546), (77, 0.00083334546), (78, 0.00083334546), (79, 0.00083334546), (80, 0.00083334546), (81, 0.00083334546), (82, 0.00083334546), (83, 0.00083334546), (84, 0.00083334546), (85, 0.00083334546), (86, 0.00083334546), (87, 0.00083334546), (88, 0.00083334546), (89, 0.00083334546), (90, 0.00083334546), (91, 0.00083334546), (92, 0.00083334546), (93, 0.00083334546), (94, 0.00083334546), (95, 0.00083334546), (96, 0.00083334546), (97, 0.00083334546), (98, 0.00083334546), (99, 0.00083334546)]\n",
      "Word topics: [(0, [12]), (6, [12]), (297, [12]), (298, [12]), (299, [12]), (300, [12]), (301, [12]), (302, [12]), (303, [12])]\n",
      "Phi values: [(0, [(12, 0.99999726)]), (6, [(12, 2.999996)]), (297, [(12, 0.999969)]), (298, [(12, 0.99998724)]), (299, [(12, 0.9999711)]), (300, [(12, 0.9999689)]), (301, [(12, 0.9999926)]), (302, [(12, 0.99996233)]), (303, [(12, 0.9999825)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00040074563), (1, 0.00040074563), (2, 0.00040074563), (3, 0.00040074563), (4, 0.00040074563), (5, 0.00040074563), (6, 0.00040074563), (7, 0.00040074563), (8, 0.00040074563), (9, 0.00040074563), (10, 0.00040074563), (11, 0.00040074563), (12, 0.00040074563), (13, 0.00040074563), (14, 0.00040074563), (15, 0.26826718), (16, 0.10845329), (17, 0.00040074563), (18, 0.00040074563), (19, 0.00040074563), (20, 0.00040074563), (21, 0.00040074563), (22, 0.00040074563), (23, 0.00040074563), (24, 0.00040074563), (25, 0.00040074563), (26, 0.00040074563), (27, 0.00040074563), (28, 0.00040074563), (29, 0.00040074563), (30, 0.00040074563), (31, 0.00040074563), (32, 0.00040074563), (33, 0.00040074563), (34, 0.00040074563), (35, 0.00040074563), (36, 0.00040074563), (37, 0.00040074563), (38, 0.00040074563), (39, 0.00040074563), (40, 0.40340406), (41, 0.00040074563), (42, 0.00040074563), (43, 0.00040074563), (44, 0.00040074563), (45, 0.00040074563), (46, 0.0830806), (47, 0.00040074563), (48, 0.00040074563), (49, 0.00040074563), (50, 0.00040074563), (51, 0.00040074563), (52, 0.00040074563), (53, 0.00040074563), (54, 0.00040074563), (55, 0.00040074563), (56, 0.00040074563), (57, 0.00040074563), (58, 0.00040074563), (59, 0.00040074563), (60, 0.00040074563), (61, 0.00040074563), (62, 0.00040074563), (63, 0.00040074563), (64, 0.00040074563), (65, 0.00040074563), (66, 0.00040074563), (67, 0.00040074563), (68, 0.00040074563), (69, 0.09872405), (70, 0.00040074563), (71, 0.00040074563), (72, 0.00040074563), (73, 0.00040074563), (74, 0.00040074563), (75, 0.00040074563), (76, 0.00040074563), (77, 0.00040074563), (78, 0.00040074563), (79, 0.00040074563), (80, 0.00040074563), (81, 0.00040074563), (82, 0.00040074563), (83, 0.00040074563), (84, 0.00040074563), (85, 0.00040074563), (86, 0.00040074563), (87, 0.00040074563), (88, 0.00040074563), (89, 0.00040074563), (90, 0.00040074563), (91, 0.00040074563), (92, 0.00040074563), (93, 0.00040074563), (94, 0.00040074563), (95, 0.00040074563), (96, 0.00040074563), (97, 0.00040074563), (98, 0.00040074563), (99, 0.00040074563)]\n",
      "Word topics: [(0, [40, 15, 16, 69, 46]), (6, [15, 40, 46, 16, 69]), (23, [40, 15, 46, 69, 16]), (33, [40, 46, 15, 69, 16]), (45, [15, 40, 46, 69, 16]), (304, [40, 15, 46, 16]), (305, [15, 40, 69, 16, 46]), (306, [40, 15, 69, 16, 46]), (307, [40, 16, 15, 69, 46]), (308, [69, 40, 16, 15]), (309, [40]), (310, [15, 40, 46, 16, 69]), (311, [40, 69]), (312, [15, 40, 16, 69, 46]), (313, [15, 40, 69, 46, 16]), (314, [16, 69, 46, 15, 40]), (315, [40, 69, 15, 16, 46]), (316, [40, 16, 15, 46, 69]), (317, [46, 40]), (318, [15, 40, 16, 46]), (319, [15, 40, 16, 46]), (320, [40])]\n",
      "Phi values: [(0, [(15, 0.19230911), (16, 0.15604681), (40, 0.43399948), (46, 0.06942938), (69, 0.14821061)]), (6, [(15, 1.1482561), (16, 0.122528195), (40, 0.5216572), (46, 0.14562517), (69, 0.061930872)]), (23, [(15, 0.053856812), (16, 0.020921059), (40, 0.8483278), (46, 0.041197166), (69, 0.035613127)]), (33, [(15, 0.15704198), (16, 0.053209405), (40, 0.47638097), (46, 0.22092256), (69, 0.09196955)]), (45, [(15, 0.9902591), (16, 0.00051446847), (40, 0.0059307814), (46, 0.0026202286), (69, 0.00066573586)]), (304, [(15, 0.4168496), (16, 0.0044753654), (40, 0.48633707), (46, 0.09013642)]), (305, [(15, 0.35813722), (16, 0.100394726), (40, 0.3277981), (46, 0.03284323), (69, 0.1806683)]), (306, [(15, 0.21690722), (16, 0.03915666), (40, 0.64367974), (46, 0.025922535), (69, 0.07413062)]), (307, [(15, 0.30097008), (16, 0.38562858), (40, 1.0304905), (46, 0.03378426), (69, 0.2473083)]), (308, [(15, 2.4708626e-07), (16, 0.010456682), (40, 0.015290552), (69, 0.97181463)]), (309, [(40, 0.9840581)]), (310, [(15, 0.48403022), (16, 0.037110277), (40, 0.3701506), (46, 0.10427182), (69, 0.0038777022)]), (311, [(40, 0.9711437), (69, 0.027770061)]), (312, [(15, 0.467542), (16, 0.09436504), (40, 0.27510372), (46, 0.071928345), (69, 0.09083633)]), (313, [(15, 0.6253592), (16, 0.0439051), (40, 0.17814486), (46, 0.0611738), (69, 0.0909397)]), (314, [(15, 0.01811523), (16, 0.89566976), (40, 0.0034441408), (46, 0.023876132), (69, 0.058828484)]), (315, [(15, 0.12529202), (16, 0.043702245), (40, 0.44250068), (46, 0.027820367), (69, 0.3605692)]), (316, [(15, 0.0947611), (16, 0.37675664), (40, 0.5208217), (46, 0.0054801432), (69, 0.0020447182)]), (317, [(40, 0.0015503697), (46, 0.9979842)]), (318, [(15, 0.5719301), (16, 0.17602022), (40, 0.23491797), (46, 0.015637951)]), (319, [(15, 0.48451358), (16, 0.14243017), (40, 0.2833569), (46, 0.08697233)]), (320, [(40, 0.9840925)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0020009773), (1, 0.0020009773), (2, 0.0020009773), (3, 0.0020009773), (4, 0.0020009773), (5, 0.0020009773), (6, 0.0020009773), (7, 0.0020009773), (8, 0.0020009773), (9, 0.0020009773), (10, 0.0020009773), (11, 0.0020009773), (12, 0.0020009773), (13, 0.0020009773), (14, 0.0020009773), (15, 0.0020009773), (16, 0.0020009773), (17, 0.0020009773), (18, 0.0020009773), (19, 0.0020009773), (20, 0.0020009773), (21, 0.0020009773), (22, 0.0020009773), (23, 0.0020009773), (24, 0.0020009773), (25, 0.0020009773), (26, 0.0020009773), (27, 0.0020009773), (28, 0.0020009773), (29, 0.0020009773), (30, 0.0020009773), (31, 0.0020009773), (32, 0.0020009773), (33, 0.0020009773), (34, 0.0020009773), (35, 0.3762474), (36, 0.0020009773), (37, 0.0020009773), (38, 0.0020009773), (39, 0.0020009773), (40, 0.0020009773), (41, 0.0020009773), (42, 0.0020009773), (43, 0.0020009773), (44, 0.0020009773), (45, 0.0020009773), (46, 0.0020009773), (47, 0.0020009773), (48, 0.2210852), (49, 0.0020009773), (50, 0.0020009773), (51, 0.0020009773), (52, 0.0020009773), (53, 0.0020009773), (54, 0.0020009773), (55, 0.0020009773), (56, 0.0020009773), (57, 0.0020009773), (58, 0.0020009773), (59, 0.0020009773), (60, 0.0020009773), (61, 0.0020009773), (62, 0.0020009773), (63, 0.0020009773), (64, 0.0020009773), (65, 0.0020009773), (66, 0.0020009773), (67, 0.20857257), (68, 0.0020009773), (69, 0.0020009773), (70, 0.0020009773), (71, 0.0020009773), (72, 0.0020009773), (73, 0.0020009773), (74, 0.0020009773), (75, 0.0020009773), (76, 0.0020009773), (77, 0.0020009773), (78, 0.0020009773), (79, 0.0020009773), (80, 0.0020009773), (81, 0.0020009773), (82, 0.0020009773), (83, 0.0020009773), (84, 0.0020009773), (85, 0.0020009773), (86, 0.0020009773), (87, 0.0020009773), (88, 0.0020009773), (89, 0.0020009773), (90, 0.0020009773), (91, 0.0020009773), (92, 0.0020009773), (93, 0.0020009773), (94, 0.0020009773), (95, 0.0020009773), (96, 0.0020009773), (97, 0.0020009773), (98, 0.0020009773), (99, 0.0020009773)]\n",
      "Word topics: [(321, [48, 35, 67]), (322, [35, 48, 67]), (323, [67, 35, 48]), (324, [35])]\n",
      "Phi values: [(321, [(35, 0.02577967), (48, 0.9718541), (67, 0.0020703045)]), (322, [(35, 0.7803799), (48, 0.1355727), (67, 0.082700655)]), (323, [(35, 0.04751748), (48, 0.0019750895), (67, 0.95028245)]), (324, [(35, 0.9994051)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00040083946), (1, 0.00040083946), (2, 0.00040083946), (3, 0.00040083946), (4, 0.00040083946), (5, 0.00040083946), (6, 0.00040083946), (7, 0.00040083946), (8, 0.00040083946), (9, 0.00040083946), (10, 0.00040083946), (11, 0.00040083946), (12, 0.00040083946), (13, 0.00040083946), (14, 0.00040083946), (15, 0.21776935), (16, 0.071856216), (17, 0.00040083946), (18, 0.00040083946), (19, 0.00040083946), (20, 0.00040083946), (21, 0.00040083946), (22, 0.00040083946), (23, 0.00040083946), (24, 0.00040083946), (25, 0.00040083946), (26, 0.00040083946), (27, 0.00040083946), (28, 0.00040083946), (29, 0.00040083946), (30, 0.00040083946), (31, 0.00040083946), (32, 0.00040083946), (33, 0.00040083946), (34, 0.00040083946), (35, 0.00040083946), (36, 0.00040083946), (37, 0.00040083946), (38, 0.00040083946), (39, 0.00040083946), (40, 0.33837253), (41, 0.00040083946), (42, 0.00040083946), (43, 0.00040083946), (44, 0.00040083946), (45, 0.00040083946), (46, 0.08824776), (47, 0.00040083946), (48, 0.00040083946), (49, 0.00040083946), (50, 0.00040083946), (51, 0.00040083946), (52, 0.00040083946), (53, 0.00040083946), (54, 0.00040083946), (55, 0.00040083946), (56, 0.00040083946), (57, 0.00040083946), (58, 0.00040083946), (59, 0.00040083946), (60, 0.00040083946), (61, 0.00040083946), (62, 0.00040083946), (63, 0.00040083946), (64, 0.00040083946), (65, 0.00040083946), (66, 0.00040083946), (67, 0.00040083946), (68, 0.00040083946), (69, 0.08594561), (70, 0.00040083946), (71, 0.00040083946), (72, 0.00040083946), (73, 0.00040083946), (74, 0.16012965), (75, 0.00040083946), (76, 0.00040083946), (77, 0.00040083946), (78, 0.00040083946), (79, 0.00040083946), (80, 0.00040083946), (81, 0.00040083946), (82, 0.00040083946), (83, 0.00040083946), (84, 0.00040083946), (85, 0.00040083946), (86, 0.00040083946), (87, 0.00040083946), (88, 0.00040083946), (89, 0.00040083946), (90, 0.00040083946), (91, 0.00040083946), (92, 0.00040083946), (93, 0.00040083946), (94, 0.00040083946), (95, 0.00040083946), (96, 0.00040083946), (97, 0.00040083946), (98, 0.00040083946), (99, 0.00040083946)]\n",
      "Word topics: [(0, [74, 40, 15, 69, 16, 46]), (6, [15, 40, 74, 46, 16, 69]), (23, [40, 74, 46, 15, 69, 16]), (33, [40, 46, 15, 69, 74, 16]), (45, [15, 40, 46, 74, 69, 16]), (304, [40, 15, 74, 46, 16]), (305, [15, 40, 74, 69, 16, 46]), (306, [40, 15, 74, 69, 46, 16]), (307, [74, 40, 15, 16, 69, 46]), (308, [69, 40, 16, 15]), (309, [40]), (310, [15, 40, 46, 74, 16, 69]), (311, [40, 69]), (312, [15, 74, 40, 46, 69, 16]), (313, [15, 40, 74, 69, 46, 16]), (314, [16, 69, 46, 15, 74, 40]), (315, [40, 69, 15, 46, 16, 74]), (316, [40, 16, 15, 74, 46, 69]), (317, [46, 40]), (318, [74, 15, 40, 16, 46]), (319, [15, 40, 46, 16, 74]), (320, [40])]\n",
      "Phi values: [(0, [(15, 0.11767601), (16, 0.07123841), (40, 0.27672487), (46, 0.05754142), (69, 0.095700294), (74, 0.38111556)]), (6, [(15, 1.0165968), (16, 0.080931455), (40, 0.48124498), (46, 0.17462066), (69, 0.05785796), (74, 0.18874566)]), (23, [(15, 0.04813531), (16, 0.013950124), (40, 0.79005575), (46, 0.04987003), (69, 0.03358761), (74, 0.06430686)]), (33, [(15, 0.13493608), (16, 0.034109235), (40, 0.42651826), (46, 0.2570997), (69, 0.083387755), (74, 0.063436374)]), (45, [(15, 0.9870264), (16, 0.00038256915), (40, 0.006159745), (46, 0.0035372702), (69, 0.0007002091), (74, 0.0021818224)]), (304, [(15, 0.31986806), (16, 0.0025620712), (40, 0.3888658), (46, 0.09367872), (74, 0.19290596)]), (305, [(15, 0.286759), (16, 0.059972167), (40, 0.27349216), (46, 0.03561743), (69, 0.1526495), (74, 0.19135058)]), (306, [(15, 0.1772853), (16, 0.023876773), (40, 0.5482006), (46, 0.028696265), (69, 0.063935526), (74, 0.15779716)]), (307, [(15, 0.050975747), (16, 0.048728246), (40, 0.18186752), (46, 0.0077500376), (69, 0.04420026), (74, 1.6660919)]), (308, [(15, 2.348108e-07), (16, 0.0074136937), (40, 0.015141314), (69, 0.9745381)]), (309, [(40, 0.9808673)]), (310, [(15, 0.42721757), (16, 0.024436671), (40, 0.34042856), (46, 0.124650136), (69, 0.0036115774), (74, 0.079036035)]), (311, [(40, 0.9705868), (69, 0.028106233)]), (312, [(15, 0.33009687), (16, 0.049705356), (40, 0.20238961), (46, 0.06878124), (69, 0.06767469), (74, 0.2811533)]), (313, [(15, 0.5456713), (16, 0.028581684), (40, 0.16197419), (46, 0.07229632), (69, 0.08373384), (74, 0.10722007)]), (314, [(15, 0.022910558), (16, 0.8451056), (40, 0.0045388266), (46, 0.040898275), (69, 0.07851007), (74, 0.007931399)]), (315, [(15, 0.117625125), (16, 0.030609181), (40, 0.43287405), (46, 0.03537437), (69, 0.3571998), (74, 0.026181515)]), (316, [(15, 0.09528492), (16, 0.2826352), (40, 0.54570013), (46, 0.0074633723), (69, 0.0021695688), (74, 0.06657568)]), (317, [(40, 0.0011932384), (46, 0.99837536)]), (318, [(15, 0.28073013), (16, 0.06445845), (40, 0.120152615), (46, 0.0103962105), (74, 0.52334267)]), (319, [(15, 0.4805614), (16, 0.10539407), (40, 0.29285163), (46, 0.116835065), (74, 0.00096425344)]), (320, [(40, 0.9809085)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.01), (1, 0.01), (2, 0.01), (3, 0.01), (4, 0.01), (5, 0.01), (6, 0.01), (7, 0.01), (8, 0.01), (9, 0.01), (10, 0.01), (11, 0.01), (12, 0.01), (13, 0.01), (14, 0.01), (15, 0.01), (16, 0.01), (17, 0.01), (18, 0.01), (19, 0.01), (20, 0.01), (21, 0.01), (22, 0.01), (23, 0.01), (24, 0.01), (25, 0.01), (26, 0.01), (27, 0.01), (28, 0.01), (29, 0.01), (30, 0.01), (31, 0.01), (32, 0.01), (33, 0.01), (34, 0.01), (35, 0.01), (36, 0.01), (37, 0.01), (38, 0.01), (39, 0.01), (40, 0.01), (41, 0.01), (42, 0.01), (43, 0.01), (44, 0.01), (45, 0.01), (46, 0.01), (47, 0.01), (48, 0.01), (49, 0.01), (50, 0.01), (51, 0.01), (52, 0.01), (53, 0.01), (54, 0.01), (55, 0.01), (56, 0.01), (57, 0.01), (58, 0.01), (59, 0.01), (60, 0.01), (61, 0.01), (62, 0.01), (63, 0.01), (64, 0.01), (65, 0.01), (66, 0.01), (67, 0.01), (68, 0.01), (69, 0.01), (70, 0.01), (71, 0.01), (72, 0.01), (73, 0.01), (74, 0.01), (75, 0.01), (76, 0.01), (77, 0.01), (78, 0.01), (79, 0.01), (80, 0.01), (81, 0.01), (82, 0.01), (83, 0.01), (84, 0.01), (85, 0.01), (86, 0.01), (87, 0.01), (88, 0.01), (89, 0.01), (90, 0.01), (91, 0.01), (92, 0.01), (93, 0.01), (94, 0.01), (95, 0.01), (96, 0.01), (97, 0.01), (98, 0.01), (99, 0.01)]\n",
      "Word topics: [(325, []), (326, [])]\n",
      "Phi values: [(325, []), (326, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.01), (1, 0.01), (2, 0.01), (3, 0.01), (4, 0.01), (5, 0.01), (6, 0.01), (7, 0.01), (8, 0.01), (9, 0.01), (10, 0.01), (11, 0.01), (12, 0.01), (13, 0.01), (14, 0.01), (15, 0.01), (16, 0.01), (17, 0.01), (18, 0.01), (19, 0.01), (20, 0.01), (21, 0.01), (22, 0.01), (23, 0.01), (24, 0.01), (25, 0.01), (26, 0.01), (27, 0.01), (28, 0.01), (29, 0.01), (30, 0.01), (31, 0.01), (32, 0.01), (33, 0.01), (34, 0.01), (35, 0.01), (36, 0.01), (37, 0.01), (38, 0.01), (39, 0.01), (40, 0.01), (41, 0.01), (42, 0.01), (43, 0.01), (44, 0.01), (45, 0.01), (46, 0.01), (47, 0.01), (48, 0.01), (49, 0.01), (50, 0.01), (51, 0.01), (52, 0.01), (53, 0.01), (54, 0.01), (55, 0.01), (56, 0.01), (57, 0.01), (58, 0.01), (59, 0.01), (60, 0.01), (61, 0.01), (62, 0.01), (63, 0.01), (64, 0.01), (65, 0.01), (66, 0.01), (67, 0.01), (68, 0.01), (69, 0.01), (70, 0.01), (71, 0.01), (72, 0.01), (73, 0.01), (74, 0.01), (75, 0.01), (76, 0.01), (77, 0.01), (78, 0.01), (79, 0.01), (80, 0.01), (81, 0.01), (82, 0.01), (83, 0.01), (84, 0.01), (85, 0.01), (86, 0.01), (87, 0.01), (88, 0.01), (89, 0.01), (90, 0.01), (91, 0.01), (92, 0.01), (93, 0.01), (94, 0.01), (95, 0.01), (96, 0.01), (97, 0.01), (98, 0.01), (99, 0.01)]\n",
      "Word topics: [(327, [])]\n",
      "Phi values: [(327, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.094027676), (1, 0.0004192637), (2, 0.0004192637), (3, 0.0004192637), (4, 0.0004192637), (5, 0.0004192637), (6, 0.0004192637), (7, 0.0004192637), (8, 0.0004192637), (9, 0.0004192637), (10, 0.0004192637), (11, 0.0004192637), (12, 0.0004192637), (13, 0.0004192637), (14, 0.0004192637), (15, 0.0004192637), (16, 0.0004192637), (17, 0.0004192637), (18, 0.0004192637), (19, 0.0004192637), (20, 0.0004192637), (21, 0.0004192637), (22, 0.0004192637), (23, 0.0004192637), (24, 0.0004192637), (25, 0.0004192637), (26, 0.0004192637), (27, 0.0004192637), (28, 0.0004192637), (29, 0.0004192637), (30, 0.0004192637), (31, 0.0004192637), (32, 0.0004192637), (33, 0.0004192637), (34, 0.0004192637), (35, 0.0004192637), (36, 0.0004192637), (37, 0.6072185), (38, 0.0004192637), (39, 0.0004192637), (40, 0.0004192637), (41, 0.0004192637), (42, 0.088233866), (43, 0.0004192637), (44, 0.0004192637), (45, 0.0004192637), (46, 0.0004192637), (47, 0.0004192637), (48, 0.0004192637), (49, 0.0004192637), (50, 0.0004192637), (51, 0.0004192637), (52, 0.0004192637), (53, 0.0004192637), (54, 0.0004192637), (55, 0.0004192637), (56, 0.0004192637), (57, 0.0004192637), (58, 0.0004192637), (59, 0.0004192637), (60, 0.0004192637), (61, 0.0004192637), (62, 0.0004192637), (63, 0.0004192637), (64, 0.0004192637), (65, 0.0004192637), (66, 0.113613725), (67, 0.0004192637), (68, 0.0004192637), (69, 0.0004192637), (70, 0.0004192637), (71, 0.0004192637), (72, 0.0004192637), (73, 0.0004192637), (74, 0.0004192637), (75, 0.0004192637), (76, 0.0004192637), (77, 0.057076126), (78, 0.0004192637), (79, 0.0004192637), (80, 0.0004192637), (81, 0.0004192637), (82, 0.0004192637), (83, 0.0004192637), (84, 0.0004192637), (85, 0.0004192637), (86, 0.0004192637), (87, 0.0004192637), (88, 0.0004192637), (89, 0.0004192637), (90, 0.0004192637), (91, 0.0004192637), (92, 0.0004192637), (93, 0.0004192637), (94, 0.0004192637), (95, 0.0004192637), (96, 0.0004192637), (97, 0.0004192637), (98, 0.0004192637), (99, 0.0004192637)]\n",
      "Word topics: [(6, [37, 66, 42, 0, 77]), (276, [37, 66, 77, 0, 42]), (328, [0, 37]), (329, [66, 77, 37, 42, 0]), (330, [37, 66, 77]), (331, [37, 42]), (332, [37, 77, 42, 66, 0]), (333, [37]), (334, [37, 42, 66, 0, 77]), (335, [42, 0, 77, 37]), (336, [37]), (337, [37, 66]), (338, [77, 37, 0, 66, 42]), (339, [37, 66, 42, 0, 77]), (340, [37, 0, 66, 77, 42]), (341, [37, 66, 77, 0, 42]), (342, [0, 37, 42, 66]), (343, [37])]\n",
      "Phi values: [(6, [(0, 0.28518024), (37, 1.9981022), (42, 0.5185983), (66, 0.9750388), (77, 0.22307357)]), (276, [(0, 0.030677088), (37, 0.73869133), (42, 0.019966695), (66, 0.10617644), (77, 0.10403069)]), (328, [(0, 0.52601904), (37, 0.4174516)]), (329, [(0, 0.0027201069), (37, 0.063707694), (42, 0.006055002), (66, 0.8511153), (77, 0.076241255)]), (330, [(37, 0.8912806), (66, 0.10313333), (77, 0.004199066)]), (331, [(37, 0.846342), (42, 0.13163649)]), (332, [(0, 0.00959678), (37, 0.9343909), (42, 0.013726704), (66, 0.012328041), (77, 0.029831683)]), (333, [(37, 0.9962491)]), (334, [(0, 0.05575813), (37, 0.471044), (42, 0.38172564), (66, 0.07890774), (77, 0.011090297)]), (335, [(0, 0.031979196), (37, 0.008291486), (42, 0.9403163), (77, 0.018067135)]), (336, [(37, 0.9760118)]), (337, [(37, 0.9210563), (66, 0.054193884)]), (338, [(0, 0.061320987), (37, 0.13256279), (42, 0.006723967), (66, 0.037375875), (77, 0.7617458)]), (339, [(0, 0.03639697), (37, 0.6584022), (42, 0.040061746), (66, 0.25021213), (77, 0.01469283)]), (340, [(0, 0.16524443), (37, 0.67240167), (42, 0.0079865465), (66, 0.121941544), (77, 0.032196008)]), (341, [(0, 0.0373954), (37, 0.7735923), (42, 0.018120345), (66, 0.09964364), (77, 0.07058391)]), (342, [(0, 0.98905134), (37, 0.0051373835), (42, 0.0041942564), (66, 0.0014133995)]), (343, [(37, 2.9890854)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0014304328), (1, 0.0014304328), (2, 0.0014304328), (3, 0.0014304328), (4, 0.0014304328), (5, 0.0014304328), (6, 0.0014304328), (7, 0.0014304328), (8, 0.0014304328), (9, 0.0014304328), (10, 0.0014304328), (11, 0.0014304328), (12, 0.0014304328), (13, 0.0014304328), (14, 0.0014304328), (15, 0.0014304328), (16, 0.0014304328), (17, 0.0014304328), (18, 0.0014304328), (19, 0.0014304328), (20, 0.0014304328), (21, 0.0014304328), (22, 0.0014304328), (23, 0.0014304328), (24, 0.0014304328), (25, 0.0014304328), (26, 0.0014304328), (27, 0.0014304328), (28, 0.0014304328), (29, 0.0014304328), (30, 0.0014304328), (31, 0.0014304328), (32, 0.0014304328), (33, 0.0014304328), (34, 0.0014304328), (35, 0.0014304328), (36, 0.0014304328), (37, 0.0014304328), (38, 0.0014304328), (39, 0.0014304328), (40, 0.0014304328), (41, 0.0014304328), (42, 0.0014304328), (43, 0.0014304328), (44, 0.0014304328), (45, 0.0014304328), (46, 0.0014304328), (47, 0.0014304328), (48, 0.0014304328), (49, 0.0014304328), (50, 0.0014304328), (51, 0.0014304328), (52, 0.0014304328), (53, 0.0014304328), (54, 0.0014304328), (55, 0.0014304328), (56, 0.0014304328), (57, 0.0014304328), (58, 0.0014304328), (59, 0.0014304328), (60, 0.0014304328), (61, 0.0014304328), (62, 0.0014304328), (63, 0.0014304328), (64, 0.0014304328), (65, 0.0014304328), (66, 0.0014304328), (67, 0.0014304328), (68, 0.0014304328), (69, 0.0014304328), (70, 0.0014304328), (71, 0.0014304328), (72, 0.0014304328), (73, 0.59350866), (74, 0.0014304328), (75, 0.0014304328), (76, 0.0014304328), (77, 0.0014304328), (78, 0.0014304328), (79, 0.0014304328), (80, 0.0014304328), (81, 0.0014304328), (82, 0.0014304328), (83, 0.0014304328), (84, 0.0014304328), (85, 0.0014304328), (86, 0.0014304328), (87, 0.0014304328), (88, 0.0014304328), (89, 0.0014304328), (90, 0.0014304328), (91, 0.0014304328), (92, 0.0014304328), (93, 0.0014304328), (94, 0.0014304328), (95, 0.0014304328), (96, 0.0014304328), (97, 0.26630893), (98, 0.0014304328), (99, 0.0014304328)]\n",
      "Word topics: [(0, [73, 97]), (344, []), (345, [73, 97]), (346, [97, 73]), (347, [73]), (348, []), (349, [73]), (350, [73, 97])]\n",
      "Phi values: [(0, [(73, 0.71112245), (97, 0.2888735)]), (344, []), (345, [(73, 0.6311961), (97, 0.3682785)]), (346, [(73, 0.0014763171), (97, 0.99844503)]), (347, [(73, 0.996778)]), (348, []), (349, [(73, 0.9947989)]), (350, [(73, 0.77470654), (97, 0.22511168)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0009092242), (1, 0.0009092242), (2, 0.0009092242), (3, 0.0009092242), (4, 0.0009092242), (5, 0.0009092242), (6, 0.0009092242), (7, 0.0009092242), (8, 0.0009092242), (9, 0.0009092242), (10, 0.0009092242), (11, 0.0009092242), (12, 0.25456345), (13, 0.0009092242), (14, 0.0009092242), (15, 0.5229072), (16, 0.0009092242), (17, 0.0009092242), (18, 0.0009092242), (19, 0.0009092242), (20, 0.0009092242), (21, 0.13433456), (22, 0.0009092242), (23, 0.0009092242), (24, 0.0009092242), (25, 0.0009092242), (26, 0.0009092242), (27, 0.0009092242), (28, 0.0009092242), (29, 0.0009092242), (30, 0.0009092242), (31, 0.0009092242), (32, 0.0009092242), (33, 0.0009092242), (34, 0.0009092242), (35, 0.0009092242), (36, 0.0009092242), (37, 0.0009092242), (38, 0.0009092242), (39, 0.0009092242), (40, 0.0009092242), (41, 0.0009092242), (42, 0.0009092242), (43, 0.0009092242), (44, 0.0009092242), (45, 0.0009092242), (46, 0.0009092242), (47, 0.0009092242), (48, 0.0009092242), (49, 0.0009092242), (50, 0.0009092242), (51, 0.0009092242), (52, 0.0009092242), (53, 0.0009092242), (54, 0.0009092242), (55, 0.0009092242), (56, 0.0009092242), (57, 0.0009092242), (58, 0.0009092242), (59, 0.0009092242), (60, 0.0009092242), (61, 0.0009092242), (62, 0.0009092242), (63, 0.0009092242), (64, 0.0009092242), (65, 0.0009092242), (66, 0.0009092242), (67, 0.0009092242), (68, 0.0009092242), (69, 0.0009092242), (70, 0.0009092242), (71, 0.0009092242), (72, 0.0009092242), (73, 0.0009092242), (74, 0.0009092242), (75, 0.0009092242), (76, 0.0009092242), (77, 0.0009092242), (78, 0.0009092242), (79, 0.0009092242), (80, 0.0009092242), (81, 0.0009092242), (82, 0.0009092242), (83, 0.0009092242), (84, 0.0009092242), (85, 0.0009092242), (86, 0.0009092242), (87, 0.0009092242), (88, 0.0009092242), (89, 0.0009092242), (90, 0.0009092242), (91, 0.0009092242), (92, 0.0009092242), (93, 0.0009092242), (94, 0.0009092242), (95, 0.0009092242), (96, 0.0009092242), (97, 0.0009092242), (98, 0.0009092242), (99, 0.0009092242)]\n",
      "Word topics: [(41, [15, 21]), (66, [12, 15, 21]), (67, [12, 15, 21]), (87, [15, 21, 12]), (145, [15, 21, 12]), (264, [15, 12, 21]), (301, [12, 15, 21]), (351, [21, 15, 12]), (352, [15, 12, 21]), (353, [15, 12])]\n",
      "Phi values: [(41, [(15, 0.9995397), (21, 0.00045392543)]), (66, [(12, 0.50245816), (15, 0.31908262), (21, 0.1783053)]), (67, [(12, 0.9730663), (15, 0.021251023), (21, 0.005658166)]), (87, [(12, 0.1071182), (15, 0.73250794), (21, 0.16030967)]), (145, [(12, 0.09644903), (15, 0.79582906), (21, 0.107613236)]), (264, [(12, 0.018749971), (15, 0.974915), (21, 0.006305154)]), (301, [(12, 0.93403393), (15, 0.054328583), (21, 0.011608814)]), (351, [(12, 1.7478276e-05), (15, 0.11096831), (21, 0.88820285)]), (352, [(12, 0.15011209), (15, 0.767217), (21, 0.08254456)]), (353, [(12, 0.011382736), (15, 0.98833334)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00083369785), (1, 0.00083369785), (2, 0.00083369785), (3, 0.00083369785), (4, 0.00083369785), (5, 0.00083369785), (6, 0.00083369785), (7, 0.00083369785), (8, 0.00083369785), (9, 0.00083369785), (10, 0.00083369785), (11, 0.00083369785), (12, 0.00083369785), (13, 0.00083369785), (14, 0.00083369785), (15, 0.00083369785), (16, 0.00083369785), (17, 0.00083369785), (18, 0.00083369785), (19, 0.00083369785), (20, 0.00083369785), (21, 0.00083369785), (22, 0.00083369785), (23, 0.00083369785), (24, 0.00083369785), (25, 0.00083369785), (26, 0.00083369785), (27, 0.00083369785), (28, 0.00083369785), (29, 0.00083369785), (30, 0.00083369785), (31, 0.00083369785), (32, 0.00083369785), (33, 0.00083369785), (34, 0.00083369785), (35, 0.2830266), (36, 0.00083369785), (37, 0.00083369785), (38, 0.00083369785), (39, 0.00083369785), (40, 0.00083369785), (41, 0.00083369785), (42, 0.00083369785), (43, 0.00083369785), (44, 0.00083369785), (45, 0.00083369785), (46, 0.00083369785), (47, 0.00083369785), (48, 0.00083369785), (49, 0.00083369785), (50, 0.00083369785), (51, 0.00083369785), (52, 0.00083369785), (53, 0.00083369785), (54, 0.00083369785), (55, 0.00083369785), (56, 0.00083369785), (57, 0.00083369785), (58, 0.00083369785), (59, 0.00083369785), (60, 0.00083369785), (61, 0.00083369785), (62, 0.00083369785), (63, 0.00083369785), (64, 0.00083369785), (65, 0.00083369785), (66, 0.00083369785), (67, 0.00083369785), (68, 0.00083369785), (69, 0.00083369785), (70, 0.00083369785), (71, 0.09727422), (72, 0.5388305), (73, 0.00083369785), (74, 0.00083369785), (75, 0.00083369785), (76, 0.00083369785), (77, 0.00083369785), (78, 0.00083369785), (79, 0.00083369785), (80, 0.00083369785), (81, 0.00083369785), (82, 0.00083369785), (83, 0.00083369785), (84, 0.00083369785), (85, 0.00083369785), (86, 0.00083369785), (87, 0.00083369785), (88, 0.00083369785), (89, 0.00083369785), (90, 0.00083369785), (91, 0.00083369785), (92, 0.00083369785), (93, 0.00083369785), (94, 0.00083369785), (95, 0.00083369785), (96, 0.00083369785), (97, 0.00083369785), (98, 0.00083369785), (99, 0.00083369785)]\n",
      "Word topics: [(6, [72, 35, 71]), (36, [72, 35, 71]), (354, [71, 72, 35]), (355, [72, 35, 71]), (356, [35, 72, 71]), (357, [35, 72, 71]), (358, []), (359, [72, 71, 35]), (360, [72, 71, 35]), (361, [35, 71, 72]), (362, [72, 35, 71]), (363, [72, 71, 35])]\n",
      "Phi values: [(6, [(35, 0.36296096), (71, 0.08123482), (72, 0.55580276)]), (36, [(35, 0.09444666), (71, 0.045871027), (72, 0.8596614)]), (354, [(35, 0.027819363), (71, 0.8287503), (72, 0.1428973)]), (355, [(35, 0.043681648), (71, 0.03669663), (72, 0.9193571)]), (356, [(35, 0.95161074), (71, 0.011060571), (72, 0.036431067)]), (357, [(35, 0.9324792), (71, 0.002022358), (72, 0.06537628)]), (358, []), (359, [(35, 0.016337391), (71, 0.027178613), (72, 0.9542179)]), (360, [(35, 0.01301845), (71, 0.018660463), (72, 0.9682519)]), (361, [(35, 0.9120457), (71, 0.049319528), (72, 0.03804648)]), (362, [(35, 0.016836783), (71, 0.008405141), (72, 0.97474474)]), (363, [(35, 0.021404054), (71, 0.02435874), (72, 0.9537596)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00066690025), (1, 0.00066690025), (2, 0.00066690025), (3, 0.00066690025), (4, 0.00066690025), (5, 0.00066690025), (6, 0.00066690025), (7, 0.7318051), (8, 0.00066690025), (9, 0.00066690025), (10, 0.00066690025), (11, 0.00066690025), (12, 0.00066690025), (13, 0.00066690025), (14, 0.00066690025), (15, 0.00066690025), (16, 0.00066690025), (17, 0.00066690025), (18, 0.00066690025), (19, 0.00066690025), (20, 0.00066690025), (21, 0.00066690025), (22, 0.00066690025), (23, 0.00066690025), (24, 0.00066690025), (25, 0.00066690025), (26, 0.00066690025), (27, 0.00066690025), (28, 0.00066690025), (29, 0.00066690025), (30, 0.00066690025), (31, 0.00066690025), (32, 0.00066690025), (33, 0.00066690025), (34, 0.00066690025), (35, 0.00066690025), (36, 0.00066690025), (37, 0.00066690025), (38, 0.00066690025), (39, 0.00066690025), (40, 0.00066690025), (41, 0.00066690025), (42, 0.00066690025), (43, 0.00066690025), (44, 0.00066690025), (45, 0.00066690025), (46, 0.00066690025), (47, 0.00066690025), (48, 0.00066690025), (49, 0.00066690025), (50, 0.00066690025), (51, 0.00066690025), (52, 0.00066690025), (53, 0.00066690025), (54, 0.00066690025), (55, 0.08305216), (56, 0.00066690025), (57, 0.00066690025), (58, 0.00066690025), (59, 0.00066690025), (60, 0.00066690025), (61, 0.00066690025), (62, 0.00066690025), (63, 0.00066690025), (64, 0.00066690025), (65, 0.00066690025), (66, 0.00066690025), (67, 0.00066690025), (68, 0.00066690025), (69, 0.00066690025), (70, 0.00066690025), (71, 0.00066690025), (72, 0.00066690025), (73, 0.00066690025), (74, 0.00066690025), (75, 0.00066690025), (76, 0.00066690025), (77, 0.00066690025), (78, 0.00066690025), (79, 0.00066690025), (80, 0.00066690025), (81, 0.00066690025), (82, 0.00066690025), (83, 0.00066690025), (84, 0.00066690025), (85, 0.00066690025), (86, 0.00066690025), (87, 0.00066690025), (88, 0.00066690025), (89, 0.00066690025), (90, 0.00066690025), (91, 0.00066690025), (92, 0.00066690025), (93, 0.00066690025), (94, 0.00066690025), (95, 0.00066690025), (96, 0.00066690025), (97, 0.12045343), (98, 0.00066690025), (99, 0.00066690025)]\n",
      "Word topics: [(6, [7, 97, 55]), (105, [7, 97, 55]), (364, [7, 97, 55]), (365, [55, 97]), (366, [7, 97, 55]), (367, [97]), (368, [7, 55, 97]), (369, [7, 97, 55]), (370, [7, 97]), (371, [7, 97, 55]), (372, [7, 97]), (373, [7, 55, 97])]\n",
      "Phi values: [(6, [(7, 0.80971825), (55, 0.061601587), (97, 0.12867789)]), (105, [(7, 0.94718134), (55, 0.00982186), (97, 0.042932615)]), (364, [(7, 0.99247414), (55, 0.0004943316), (97, 0.0069826664)]), (365, [(55, 0.993402), (97, 0.006227072)]), (366, [(7, 0.9693664), (55, 0.003809515), (97, 0.026452629)]), (367, [(97, 0.99728984)]), (368, [(7, 0.99043924), (55, 0.008012584), (97, 0.0012856803)]), (369, [(7, 0.90114576), (55, 0.004307792), (97, 0.09420787)]), (370, [(7, 0.9993844), (97, 0.00045230123)]), (371, [(7, 2.3692374), (55, 0.14048451), (97, 0.49009553)]), (372, [(7, 0.99863756), (97, 0.0009964517)]), (373, [(7, 0.990448), (55, 0.008186117), (97, 0.0009988836)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011165966), (1, 0.0011165966), (2, 0.0011165966), (3, 0.0011165966), (4, 0.27261433), (5, 0.0011165966), (6, 0.0011165966), (7, 0.0011165966), (8, 0.0011165966), (9, 0.0011165966), (10, 0.1448488), (11, 0.0011165966), (12, 0.0011165966), (13, 0.0011165966), (14, 0.0011165966), (15, 0.101680495), (16, 0.0011165966), (17, 0.18322448), (18, 0.0011165966), (19, 0.0011165966), (20, 0.0011165966), (21, 0.0011165966), (22, 0.0011165966), (23, 0.0011165966), (24, 0.0011165966), (25, 0.0011165966), (26, 0.0011165966), (27, 0.0011165966), (28, 0.0011165966), (29, 0.0011165966), (30, 0.0011165966), (31, 0.0011165966), (32, 0.0011165966), (33, 0.0011165966), (34, 0.0011165966), (35, 0.0011165966), (36, 0.0011165966), (37, 0.0011165966), (38, 0.0011165966), (39, 0.0011165966), (40, 0.0011165966), (41, 0.0011165966), (42, 0.0011165966), (43, 0.0011165966), (44, 0.0011165966), (45, 0.0011165966), (46, 0.0011165966), (47, 0.0011165966), (48, 0.0011165966), (49, 0.0011165966), (50, 0.0011165966), (51, 0.0011165966), (52, 0.0011165966), (53, 0.0011165966), (54, 0.0011165966), (55, 0.0011165966), (56, 0.0011165966), (57, 0.0011165966), (58, 0.0011165966), (59, 0.0011165966), (60, 0.0011165966), (61, 0.0011165966), (62, 0.0011165966), (63, 0.0011165966), (64, 0.0011165966), (65, 0.0011165966), (66, 0.0011165966), (67, 0.19155519), (68, 0.0011165966), (69, 0.0011165966), (70, 0.0011165966), (71, 0.0011165966), (72, 0.0011165966), (73, 0.0011165966), (74, 0.0011165966), (75, 0.0011165966), (76, 0.0011165966), (77, 0.0011165966), (78, 0.0011165966), (79, 0.0011165966), (80, 0.0011165966), (81, 0.0011165966), (82, 0.0011165966), (83, 0.0011165966), (84, 0.0011165966), (85, 0.0011165966), (86, 0.0011165966), (87, 0.0011165966), (88, 0.0011165966), (89, 0.0011165966), (90, 0.0011165966), (91, 0.0011165966), (92, 0.0011165966), (93, 0.0011165966), (94, 0.0011165966), (95, 0.0011165966), (96, 0.0011165966), (97, 0.0011165966), (98, 0.0011165966), (99, 0.0011165966)]\n",
      "Word topics: [(0, [4, 67, 17, 10, 15]), (44, [15, 10, 67, 17, 4]), (374, []), (375, [67, 17, 15]), (376, []), (377, [4, 10, 67, 17, 15]), (378, [10, 4, 67, 15, 17]), (379, [17]), (380, [4, 17, 67, 15]), (381, [67, 4, 17, 10, 15]), (382, [])]\n",
      "Phi values: [(0, [(4, 0.41565275), (10, 0.10425782), (15, 0.035949193), (17, 0.20762026), (67, 0.23651609)]), (44, [(4, 0.030191585), (10, 0.082104236), (15, 0.80866873), (17, 0.033531807), (67, 0.045474622)]), (374, []), (375, [(15, 0.0012657958), (17, 0.0031115243), (67, 0.9952261)]), (376, []), (377, [(4, 0.98157036), (10, 0.007303002), (15, 0.00045771076), (17, 0.0045828084), (67, 0.0060660746)]), (378, [(4, 0.01842451), (10, 0.9706266), (15, 0.0010004839), (17, 0.0002355185), (67, 0.008391157)]), (379, [(17, 0.9606931)]), (380, [(4, 0.7576599), (15, 0.010250545), (17, 0.19251898), (67, 0.037155874)]), (381, [(4, 0.23473437), (10, 0.14131892), (15, 0.03740688), (17, 0.22641477), (67, 0.35926378)]), (382, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111137), (1, 0.0011111137), (2, 0.0011111137), (3, 0.0011111137), (4, 0.0011111137), (5, 0.0011111137), (6, 0.0011111137), (7, 0.0011111137), (8, 0.0011111137), (9, 0.0011111137), (10, 0.0011111137), (11, 0.0011111137), (12, 0.0011111137), (13, 0.0011111137), (14, 0.0011111137), (15, 0.88999975), (16, 0.0011111137), (17, 0.0011111137), (18, 0.0011111137), (19, 0.0011111137), (20, 0.0011111137), (21, 0.0011111137), (22, 0.0011111137), (23, 0.0011111137), (24, 0.0011111137), (25, 0.0011111137), (26, 0.0011111137), (27, 0.0011111137), (28, 0.0011111137), (29, 0.0011111137), (30, 0.0011111137), (31, 0.0011111137), (32, 0.0011111137), (33, 0.0011111137), (34, 0.0011111137), (35, 0.0011111137), (36, 0.0011111137), (37, 0.0011111137), (38, 0.0011111137), (39, 0.0011111137), (40, 0.0011111137), (41, 0.0011111137), (42, 0.0011111137), (43, 0.0011111137), (44, 0.0011111137), (45, 0.0011111137), (46, 0.0011111137), (47, 0.0011111137), (48, 0.0011111137), (49, 0.0011111137), (50, 0.0011111137), (51, 0.0011111137), (52, 0.0011111137), (53, 0.0011111137), (54, 0.0011111137), (55, 0.0011111137), (56, 0.0011111137), (57, 0.0011111137), (58, 0.0011111137), (59, 0.0011111137), (60, 0.0011111137), (61, 0.0011111137), (62, 0.0011111137), (63, 0.0011111137), (64, 0.0011111137), (65, 0.0011111137), (66, 0.0011111137), (67, 0.0011111137), (68, 0.0011111137), (69, 0.0011111137), (70, 0.0011111137), (71, 0.0011111137), (72, 0.0011111137), (73, 0.0011111137), (74, 0.0011111137), (75, 0.0011111137), (76, 0.0011111137), (77, 0.0011111137), (78, 0.0011111137), (79, 0.0011111137), (80, 0.0011111137), (81, 0.0011111137), (82, 0.0011111137), (83, 0.0011111137), (84, 0.0011111137), (85, 0.0011111137), (86, 0.0011111137), (87, 0.0011111137), (88, 0.0011111137), (89, 0.0011111137), (90, 0.0011111137), (91, 0.0011111137), (92, 0.0011111137), (93, 0.0011111137), (94, 0.0011111137), (95, 0.0011111137), (96, 0.0011111137), (97, 0.0011111137), (98, 0.0011111137), (99, 0.0011111137)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011167427), (1, 0.0011167427), (2, 0.0011167427), (3, 0.0011167427), (4, 0.27546862), (5, 0.0011167427), (6, 0.0011167427), (7, 0.0011167427), (8, 0.0011167427), (9, 0.0011167427), (10, 0.14698064), (11, 0.0011167427), (12, 0.0011167427), (13, 0.0011167427), (14, 0.0011167427), (15, 0.10129846), (16, 0.0011167427), (17, 0.18077606), (18, 0.0011167427), (19, 0.0011167427), (20, 0.0011167427), (21, 0.0011167427), (22, 0.0011167427), (23, 0.0011167427), (24, 0.0011167427), (25, 0.0011167427), (26, 0.0011167427), (27, 0.0011167427), (28, 0.0011167427), (29, 0.0011167427), (30, 0.0011167427), (31, 0.0011167427), (32, 0.0011167427), (33, 0.0011167427), (34, 0.0011167427), (35, 0.0011167427), (36, 0.0011167427), (37, 0.0011167427), (38, 0.0011167427), (39, 0.0011167427), (40, 0.0011167427), (41, 0.0011167427), (42, 0.0011167427), (43, 0.0011167427), (44, 0.0011167427), (45, 0.0011167427), (46, 0.0011167427), (47, 0.0011167427), (48, 0.0011167427), (49, 0.0011167427), (50, 0.0011167427), (51, 0.0011167427), (52, 0.0011167427), (53, 0.0011167427), (54, 0.0011167427), (55, 0.0011167427), (56, 0.0011167427), (57, 0.0011167427), (58, 0.0011167427), (59, 0.0011167427), (60, 0.0011167427), (61, 0.0011167427), (62, 0.0011167427), (63, 0.0011167427), (64, 0.0011167427), (65, 0.0011167427), (66, 0.0011167427), (67, 0.1893857), (68, 0.0011167427), (69, 0.0011167427), (70, 0.0011167427), (71, 0.0011167427), (72, 0.0011167427), (73, 0.0011167427), (74, 0.0011167427), (75, 0.0011167427), (76, 0.0011167427), (77, 0.0011167427), (78, 0.0011167427), (79, 0.0011167427), (80, 0.0011167427), (81, 0.0011167427), (82, 0.0011167427), (83, 0.0011167427), (84, 0.0011167427), (85, 0.0011167427), (86, 0.0011167427), (87, 0.0011167427), (88, 0.0011167427), (89, 0.0011167427), (90, 0.0011167427), (91, 0.0011167427), (92, 0.0011167427), (93, 0.0011167427), (94, 0.0011167427), (95, 0.0011167427), (96, 0.0011167427), (97, 0.0011167427), (98, 0.0011167427), (99, 0.0011167427)]\n",
      "Word topics: [(0, [4, 67, 17, 10, 15]), (44, [15, 10, 67, 17, 4]), (374, []), (375, [67, 17, 15]), (376, []), (377, [4, 10, 67, 17, 15]), (378, [10, 4, 67, 15, 17]), (379, [17]), (380, [4, 17, 67, 15]), (381, [67, 4, 17, 10, 15]), (382, [])]\n",
      "Phi values: [(0, [(4, 0.42101395), (10, 0.10652044), (15, 0.035714593), (17, 0.2038366), (67, 0.23291062)]), (44, [(4, 0.030716473), (10, 0.08425768), (15, 0.80695033), (17, 0.033066563), (67, 0.044979777)]), (374, []), (375, [(15, 0.0012769918), (17, 0.0031020844), (67, 0.99521816)]), (376, []), (377, [(4, 0.9818207), (10, 0.0073683565), (15, 0.00044904777), (17, 0.004443131), (67, 0.005899038)]), (378, [(4, 0.018275378), (10, 0.9711385), (15, 0.00097335514), (17, 0.00022643428), (67, 0.008091985)]), (379, [(17, 0.95999193)]), (380, [(4, 0.7631354), (15, 0.01012663), (17, 0.18795222), (67, 0.036384594)]), (381, [(4, 0.23865753), (10, 0.14492966), (15, 0.037302736), (17, 0.22312585), (67, 0.35511962)]), (382, [])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00043585993), (1, 0.00043585993), (2, 0.00043585993), (3, 0.00043585993), (4, 0.00043585993), (5, 0.00043585993), (6, 0.00043585993), (7, 0.00043585993), (8, 0.00043585993), (9, 0.00043585993), (10, 0.00043585993), (11, 0.00043585993), (12, 0.00043585993), (13, 0.00043585993), (14, 0.90165883), (15, 0.00043585993), (16, 0.00043585993), (17, 0.00043585993), (18, 0.00043585993), (19, 0.00043585993), (20, 0.00043585993), (21, 0.00043585993), (22, 0.00043585993), (23, 0.00043585993), (24, 0.00043585993), (25, 0.00043585993), (26, 0.00043585993), (27, 0.00043585993), (28, 0.00043585993), (29, 0.00043585993), (30, 0.00043585993), (31, 0.00043585993), (32, 0.00043585993), (33, 0.00043585993), (34, 0.00043585993), (35, 0.00043585993), (36, 0.00043585993), (37, 0.00043585993), (38, 0.00043585993), (39, 0.00043585993), (40, 0.00043585993), (41, 0.00043585993), (42, 0.00043585993), (43, 0.00043585993), (44, 0.00043585993), (45, 0.00043585993), (46, 0.00043585993), (47, 0.00043585993), (48, 0.00043585993), (49, 0.00043585993), (50, 0.00043585993), (51, 0.00043585993), (52, 0.00043585993), (53, 0.00043585993), (54, 0.00043585993), (55, 0.00043585993), (56, 0.00043585993), (57, 0.00043585993), (58, 0.00043585993), (59, 0.00043585993), (60, 0.00043585993), (61, 0.00043585993), (62, 0.00043585993), (63, 0.00043585993), (64, 0.055626865), (65, 0.00043585993), (66, 0.00043585993), (67, 0.00043585993), (68, 0.00043585993), (69, 0.00043585993), (70, 0.00043585993), (71, 0.00043585993), (72, 0.00043585993), (73, 0.00043585993), (74, 0.00043585993), (75, 0.00043585993), (76, 0.00043585993), (77, 0.00043585993), (78, 0.00043585993), (79, 0.00043585993), (80, 0.00043585993), (81, 0.00043585993), (82, 0.00043585993), (83, 0.00043585993), (84, 0.00043585993), (85, 0.00043585993), (86, 0.00043585993), (87, 0.00043585993), (88, 0.00043585993), (89, 0.00043585993), (90, 0.00043585993), (91, 0.00043585993), (92, 0.00043585993), (93, 0.00043585993), (94, 0.00043585993), (95, 0.00043585993), (96, 0.00043585993), (97, 0.00043585993), (98, 0.00043585993), (99, 0.00043585993)]\n",
      "Word topics: [(0, [14, 64]), (235, [14, 64]), (383, [14]), (384, [14, 64]), (385, [14]), (386, [14]), (387, [14]), (388, [14]), (389, [14, 64]), (390, [14]), (391, [14, 64]), (392, [14, 64]), (393, [14, 64]), (394, [14, 64]), (395, [14, 64]), (396, [14, 64]), (397, [64, 14]), (398, [14, 64]), (399, [14]), (400, [14, 64]), (401, [14, 64])]\n",
      "Phi values: [(0, [(14, 1.9020712), (64, 0.09792153)]), (235, [(14, 0.97570723), (64, 0.02415761)]), (383, [(14, 0.99952084)]), (384, [(14, 0.97750753), (64, 0.02222872)]), (385, [(14, 0.9924324)]), (386, [(14, 0.9903007)]), (387, [(14, 0.9902848)]), (388, [(14, 0.99017966)]), (389, [(14, 0.9732234), (64, 0.026180949)]), (390, [(14, 0.99035203)]), (391, [(14, 0.99084246), (64, 0.008718623)]), (392, [(14, 0.99793905), (64, 0.0014509374)]), (393, [(14, 0.95739186), (64, 0.04207068)]), (394, [(14, 0.70932746), (64, 0.2889329)]), (395, [(14, 0.9835364), (64, 0.0156495)]), (396, [(14, 0.9927149), (64, 0.0064163343)]), (397, [(14, 0.375142), (64, 0.62357885)]), (398, [(14, 0.99605966), (64, 0.0038864594)]), (399, [(14, 0.99903923)]), (400, [(14, 0.99010617), (64, 0.009795102)]), (401, [(14, 0.925915), (64, 0.07264357)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.001676895), (1, 0.001676895), (2, 0.001676895), (3, 0.001676895), (4, 0.001676895), (5, 0.001676895), (6, 0.001676895), (7, 0.001676895), (8, 0.001676895), (9, 0.001676895), (10, 0.001676895), (11, 0.001676895), (12, 0.001676895), (13, 0.001676895), (14, 0.001676895), (15, 0.001676895), (16, 0.001676895), (17, 0.001676895), (18, 0.001676895), (19, 0.33011264), (20, 0.001676895), (21, 0.001676895), (22, 0.001676895), (23, 0.001676895), (24, 0.001676895), (25, 0.001676895), (26, 0.001676895), (27, 0.001676895), (28, 0.001676895), (29, 0.001676895), (30, 0.001676895), (31, 0.001676895), (32, 0.001676895), (33, 0.001676895), (34, 0.001676895), (35, 0.001676895), (36, 0.001676895), (37, 0.001676895), (38, 0.001676895), (39, 0.001676895), (40, 0.001676895), (41, 0.001676895), (42, 0.001676895), (43, 0.001676895), (44, 0.001676895), (45, 0.001676895), (46, 0.001676895), (47, 0.001676895), (48, 0.001676895), (49, 0.001676895), (50, 0.001676895), (51, 0.001676895), (52, 0.001676895), (53, 0.001676895), (54, 0.001676895), (55, 0.001676895), (56, 0.001676895), (57, 0.001676895), (58, 0.001676895), (59, 0.001676895), (60, 0.001676895), (61, 0.001676895), (62, 0.001676895), (63, 0.001676895), (64, 0.001676895), (65, 0.001676895), (66, 0.001676895), (67, 0.001676895), (68, 0.001676895), (69, 0.001676895), (70, 0.33913782), (71, 0.001676895), (72, 0.001676895), (73, 0.001676895), (74, 0.001676895), (75, 0.001676895), (76, 0.16809072), (77, 0.001676895), (78, 0.001676895), (79, 0.001676895), (80, 0.001676895), (81, 0.001676895), (82, 0.001676895), (83, 0.001676895), (84, 0.001676895), (85, 0.001676895), (86, 0.001676895), (87, 0.001676895), (88, 0.001676895), (89, 0.001676895), (90, 0.001676895), (91, 0.001676895), (92, 0.001676895), (93, 0.001676895), (94, 0.001676895), (95, 0.001676895), (96, 0.001676895), (97, 0.001676895), (98, 0.001676895), (99, 0.001676895)]\n",
      "Word topics: [(18, [19, 70, 76]), (357, [70, 76]), (402, [70, 76]), (403, [76])]\n",
      "Phi values: [(18, [(19, 1.9587256), (70, 0.025121761), (76, 0.016141951)]), (357, [(70, 0.99195766), (76, 0.00776)]), (402, [(70, 0.9952651), (76, 0.0039684903)]), (403, [(76, 0.96440357)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0009105119), (1, 0.0009105119), (2, 0.0009105119), (3, 0.0009105119), (4, 0.0009105119), (5, 0.0009105119), (6, 0.0009105119), (7, 0.0009105119), (8, 0.0009105119), (9, 0.0009105119), (10, 0.0009105119), (11, 0.0009105119), (12, 0.0009105119), (13, 0.0009105119), (14, 0.0009105119), (15, 0.0009105119), (16, 0.0009105119), (17, 0.0009105119), (18, 0.0009105119), (19, 0.0009105119), (20, 0.0009105119), (21, 0.0009105119), (22, 0.0009105119), (23, 0.0009105119), (24, 0.0009105119), (25, 0.0009105119), (26, 0.0009105119), (27, 0.0009105119), (28, 0.0009105119), (29, 0.0009105119), (30, 0.17552899), (31, 0.0009105119), (32, 0.0009105119), (33, 0.0009105119), (34, 0.0009105119), (35, 0.0009105119), (36, 0.0009105119), (37, 0.4107624), (38, 0.0009105119), (39, 0.0009105119), (40, 0.0009105119), (41, 0.0009105119), (42, 0.0009105119), (43, 0.0009105119), (44, 0.0009105119), (45, 0.0009105119), (46, 0.0009105119), (47, 0.0009105119), (48, 0.0009105119), (49, 0.0009105119), (50, 0.0009105119), (51, 0.0009105119), (52, 0.0009105119), (53, 0.0009105119), (54, 0.0009105119), (55, 0.0009105119), (56, 0.0009105119), (57, 0.0009105119), (58, 0.0009105119), (59, 0.0009105119), (60, 0.0009105119), (61, 0.0009105119), (62, 0.0009105119), (63, 0.0009105119), (64, 0.0009105119), (65, 0.0009105119), (66, 0.0009105119), (67, 0.0009105119), (68, 0.12417741), (69, 0.0009105119), (70, 0.0009105119), (71, 0.0009105119), (72, 0.0009105119), (73, 0.0009105119), (74, 0.0009105119), (75, 0.0009105119), (76, 0.0009105119), (77, 0.0009105119), (78, 0.20212205), (79, 0.0009105119), (80, 0.0009105119), (81, 0.0009105119), (82, 0.0009105119), (83, 0.0009105119), (84, 0.0009105119), (85, 0.0009105119), (86, 0.0009105119), (87, 0.0009105119), (88, 0.0009105119), (89, 0.0009105119), (90, 0.0009105119), (91, 0.0009105119), (92, 0.0009105119), (93, 0.0009105119), (94, 0.0009105119), (95, 0.0009105119), (96, 0.0009105119), (97, 0.0009105119), (98, 0.0009105119), (99, 0.0009105119)]\n",
      "Word topics: [(6, [37, 30, 68, 78]), (9, [78, 37, 68, 30]), (60, [37, 78, 30, 68]), (404, [37, 30, 68]), (405, [37, 30, 68, 78]), (406, [37, 78, 30, 68]), (407, [30]), (408, []), (409, [78]), (410, [68])]\n",
      "Phi values: [(6, [(30, 0.30840406), (37, 0.38867635), (68, 0.17547487), (78, 0.12744263)]), (9, [(30, 0.07167027), (37, 0.2835839), (68, 0.07262599), (78, 0.57155514)]), (60, [(30, 0.09203444), (37, 0.76897573), (68, 0.037245728), (78, 0.10166855)]), (404, [(30, 0.25253567), (37, 0.7462089), (68, 0.0010845774)]), (405, [(30, 0.025248928), (37, 1.9433755), (68, 0.018148614), (78, 0.013161752)]), (406, [(30, 0.17158458), (37, 0.38357708), (68, 0.06269144), (78, 0.38201433)]), (407, [(30, 0.99978805)]), (408, []), (409, [(78, 0.9999351)]), (410, [(68, 0.98400146)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0012505124), (1, 0.0012505124), (2, 0.0012505124), (3, 0.0012505124), (4, 0.0012505124), (5, 0.0012505124), (6, 0.0012505124), (7, 0.0012505124), (8, 0.0012505124), (9, 0.0012505124), (10, 0.0012505124), (11, 0.0012505124), (12, 0.0012505124), (13, 0.0012505124), (14, 0.0012505124), (15, 0.0012505124), (16, 0.0012505124), (17, 0.0012505124), (18, 0.0012505124), (19, 0.0012505124), (20, 0.0012505124), (21, 0.0012505124), (22, 0.0012505124), (23, 0.0012505124), (24, 0.0012505124), (25, 0.0012505124), (26, 0.0012505124), (27, 0.0012505124), (28, 0.0012505124), (29, 0.0012505124), (30, 0.0012505124), (31, 0.0012505124), (32, 0.0012505124), (33, 0.0012505124), (34, 0.0012505124), (35, 0.0012505124), (36, 0.0012505124), (37, 0.0012505124), (38, 0.0012505124), (39, 0.0012505124), (40, 0.0012505124), (41, 0.0012505124), (42, 0.0012505124), (43, 0.0012505124), (44, 0.0012505124), (45, 0.0012505124), (46, 0.0012505124), (47, 0.0012505124), (48, 0.0012505124), (49, 0.23401305), (50, 0.0012505124), (51, 0.0012505124), (52, 0.0012505124), (53, 0.0012505124), (54, 0.0012505124), (55, 0.0012505124), (56, 0.0012505124), (57, 0.13330412), (58, 0.24971189), (59, 0.0012505124), (60, 0.0012505124), (61, 0.0012505124), (62, 0.0012505124), (63, 0.0012505124), (64, 0.0012505124), (65, 0.0012505124), (66, 0.0012505124), (67, 0.0012505124), (68, 0.0012505124), (69, 0.0012505124), (70, 0.0012505124), (71, 0.0012505124), (72, 0.0012505124), (73, 0.0012505124), (74, 0.0012505124), (75, 0.0012505124), (76, 0.0012505124), (77, 0.0012505124), (78, 0.0012505124), (79, 0.0012505124), (80, 0.0012505124), (81, 0.0012505124), (82, 0.0012505124), (83, 0.0012505124), (84, 0.26292172), (85, 0.0012505124), (86, 0.0012505124), (87, 0.0012505124), (88, 0.0012505124), (89, 0.0012505124), (90, 0.0012505124), (91, 0.0012505124), (92, 0.0012505124), (93, 0.0012505124), (94, 0.0012505124), (95, 0.0012505124), (96, 0.0012505124), (97, 0.0012505124), (98, 0.0012505124), (99, 0.0012505124)]\n",
      "Word topics: [(89, [49, 84, 58, 57]), (411, [57, 49]), (412, []), (413, [84, 58, 49, 57]), (414, [58]), (415, [58, 84, 57, 49]), (416, [84, 49, 57, 58]), (417, [49])]\n",
      "Phi values: [(89, [(49, 0.8192909), (57, 0.035742242), (58, 0.043799955), (84, 0.10111768)]), (411, [(49, 0.004655037), (57, 0.9948907)]), (412, []), (413, [(49, 0.026972981), (57, 0.0024422416), (58, 0.036076874), (84, 0.9344591)]), (414, [(58, 0.9989299)]), (415, [(49, 0.0095510185), (57, 0.0211975), (58, 0.9091466), (84, 0.059540745)]), (416, [(49, 0.0022842549), (57, 0.0015300581), (58, 0.00011378004), (84, 0.9960544)]), (417, [(49, 0.9989324)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00066669047), (1, 0.00066669047), (2, 0.00066669047), (3, 0.00066669047), (4, 0.00066669047), (5, 0.00066669047), (6, 0.00066669047), (7, 0.00066669047), (8, 0.00066669047), (9, 0.00066669047), (10, 0.00066669047), (11, 0.00066669047), (12, 0.00066669047), (13, 0.00066669047), (14, 0.00066669047), (15, 0.00066669047), (16, 0.00066669047), (17, 0.00066669047), (18, 0.00066669047), (19, 0.00066669047), (20, 0.00066669047), (21, 0.00066669047), (22, 0.00066669047), (23, 0.00066669047), (24, 0.00066669047), (25, 0.00066669047), (26, 0.00066669047), (27, 0.00066669047), (28, 0.00066669047), (29, 0.00066669047), (30, 0.00066669047), (31, 0.00066669047), (32, 0.00066669047), (33, 0.93399763), (34, 0.00066669047), (35, 0.00066669047), (36, 0.00066669047), (37, 0.00066669047), (38, 0.00066669047), (39, 0.00066669047), (40, 0.00066669047), (41, 0.00066669047), (42, 0.00066669047), (43, 0.00066669047), (44, 0.00066669047), (45, 0.00066669047), (46, 0.00066669047), (47, 0.00066669047), (48, 0.00066669047), (49, 0.00066669047), (50, 0.00066669047), (51, 0.00066669047), (52, 0.00066669047), (53, 0.00066669047), (54, 0.00066669047), (55, 0.00066669047), (56, 0.00066669047), (57, 0.00066669047), (58, 0.00066669047), (59, 0.00066669047), (60, 0.00066669047), (61, 0.00066669047), (62, 0.00066669047), (63, 0.00066669047), (64, 0.00066669047), (65, 0.00066669047), (66, 0.00066669047), (67, 0.00066669047), (68, 0.00066669047), (69, 0.00066669047), (70, 0.00066669047), (71, 0.00066669047), (72, 0.00066669047), (73, 0.00066669047), (74, 0.00066669047), (75, 0.00066669047), (76, 0.00066669047), (77, 0.00066669047), (78, 0.00066669047), (79, 0.00066669047), (80, 0.00066669047), (81, 0.00066669047), (82, 0.00066669047), (83, 0.00066669047), (84, 0.00066669047), (85, 0.00066669047), (86, 0.00066669047), (87, 0.00066669047), (88, 0.00066669047), (89, 0.00066669047), (90, 0.00066669047), (91, 0.00066669047), (92, 0.00066669047), (93, 0.00066669047), (94, 0.00066669047), (95, 0.00066669047), (96, 0.00066669047), (97, 0.00066669047), (98, 0.00066669047), (99, 0.00066669047)]\n",
      "Word topics: [(6, [33]), (83, [33]), (170, [33]), (418, [33]), (419, [33]), (420, [33]), (421, [33]), (422, [33]), (423, [33]), (424, [33]), (425, [33]), (426, [33])]\n",
      "Phi values: [(6, [(33, 2.999993)]), (83, [(33, 0.9999479)]), (170, [(33, 0.9999408)]), (418, [(33, 0.99993396)]), (419, [(33, 0.9999367)]), (420, [(33, 0.999952)]), (421, [(33, 0.99994975)]), (422, [(33, 0.99995357)]), (423, [(33, 0.9999913)]), (424, [(33, 0.99994326)]), (425, [(33, 0.99995923)]), (426, [(33, 0.99996144)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00052772666), (1, 0.31264547), (2, 0.00052772666), (3, 0.00052772666), (4, 0.00052772666), (5, 0.00052772666), (6, 0.00052772666), (7, 0.03988783), (8, 0.00052772666), (9, 0.00052772666), (10, 0.00052772666), (11, 0.00052772666), (12, 0.00052772666), (13, 0.00052772666), (14, 0.00052772666), (15, 0.00052772666), (16, 0.00052772666), (17, 0.00052772666), (18, 0.00052772666), (19, 0.19111449), (20, 0.00052772666), (21, 0.00052772666), (22, 0.00052772666), (23, 0.00052772666), (24, 0.00052772666), (25, 0.00052772666), (26, 0.00052772666), (27, 0.00052772666), (28, 0.00052772666), (29, 0.00052772666), (30, 0.00052772666), (31, 0.00052772666), (32, 0.110657856), (33, 0.00052772666), (34, 0.00052772666), (35, 0.00052772666), (36, 0.00052772666), (37, 0.00052772666), (38, 0.00052772666), (39, 0.00052772666), (40, 0.00052772666), (41, 0.00052772666), (42, 0.00052772666), (43, 0.00052772666), (44, 0.00052772666), (45, 0.22914879), (46, 0.00052772666), (47, 0.00052772666), (48, 0.00052772666), (49, 0.00052772666), (50, 0.00052772666), (51, 0.00052772666), (52, 0.00052772666), (53, 0.00052772666), (54, 0.00052772666), (55, 0.00052772666), (56, 0.06693922), (57, 0.00052772666), (58, 0.00052772666), (59, 0.00052772666), (60, 0.00052772666), (61, 0.00052772666), (62, 0.00052772666), (63, 0.00052772666), (64, 0.00052772666), (65, 0.00052772666), (66, 0.00052772666), (67, 0.00052772666), (68, 0.00052772666), (69, 0.00052772666), (70, 0.00052772666), (71, 0.00052772666), (72, 0.00052772666), (73, 0.00052772666), (74, 0.00052772666), (75, 0.00052772666), (76, 0.00052772666), (77, 0.00052772666), (78, 0.00052772666), (79, 0.00052772666), (80, 0.00052772666), (81, 0.00052772666), (82, 0.00052772666), (83, 0.00052772666), (84, 0.00052772666), (85, 0.00052772666), (86, 0.00052772666), (87, 0.00052772666), (88, 0.00052772666), (89, 0.00052772666), (90, 0.00052772666), (91, 0.00052772666), (92, 0.00052772666), (93, 0.00052772666), (94, 0.00052772666), (95, 0.00052772666), (96, 0.00052772666), (97, 0.00052772666), (98, 0.00052772666), (99, 0.00052772666)]\n",
      "Word topics: [(6, [19, 1, 45, 32, 56, 7]), (111, [56, 45, 19, 32, 1, 7]), (405, [1, 45, 32, 19, 56]), (427, [32, 1, 19, 45]), (428, [1, 19, 32, 45, 56]), (429, [45, 1, 56, 19, 32]), (430, [45, 1, 32, 19]), (431, [1, 19]), (432, [19, 45, 1, 32, 56, 7]), (433, [45, 19, 7, 56, 32, 1]), (434, [1, 45, 56, 19, 32, 7]), (435, [7, 1, 45, 19, 32, 56]), (436, [19]), (437, [45, 1, 19]), (438, [32, 45, 19]), (439, [19])]\n",
      "Phi values: [(6, [(1, 0.569263), (7, 0.030423151), (19, 0.65912485), (32, 0.26204658), (45, 0.39430338), (56, 0.08483561)]), (111, [(1, 0.0024663834), (7, 2.7299435e-05), (19, 0.017299632), (32, 0.0069616917), (45, 0.045881193), (56, 0.9271186)]), (405, [(1, 0.8970066), (19, 0.0031132377), (32, 0.008310817), (45, 0.089227974), (56, 0.0022890964)]), (427, [(1, 0.45272163), (19, 0.031836357), (32, 0.4881529), (45, 0.026848858)]), (428, [(1, 0.83030814), (19, 0.08884819), (32, 0.043693453), (45, 0.033991437), (56, 3.6810916e-06)]), (429, [(1, 0.17525877), (19, 0.079980105), (32, 0.036194727), (45, 0.5452756), (56, 0.16268373)]), (430, [(1, 0.63350797), (19, 0.025289023), (32, 0.14093739), (45, 1.1999509)]), (431, [(1, 0.9831929), (19, 0.01376384)]), (432, [(1, 0.100513764), (7, 0.0063709756), (19, 0.5460266), (32, 0.056147795), (45, 0.28133073), (56, 0.009558982)]), (433, [(1, 2.960198e-06), (7, 0.018137645), (19, 0.025225641), (32, 0.0013662252), (45, 0.9528961), (56, 0.0022129149)]), (434, [(1, 0.82950294), (7, 0.0017290524), (19, 0.046901736), (32, 0.012022035), (45, 0.060709346), (56, 0.048339568)]), (435, [(1, 0.16515611), (7, 0.6821132), (19, 0.042886704), (32, 0.026687901), (45, 0.06298617), (56, 0.01904207)]), (436, [(19, 0.99503356)]), (437, [(1, 0.282613), (19, 0.06620217), (45, 0.6507774)]), (438, [(19, 0.0015475266), (32, 0.99557984), (45, 0.0025097185)]), (439, [(19, 0.9648367)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0020021189), (1, 0.0020021189), (2, 0.0020021189), (3, 0.0020021189), (4, 0.0020021189), (5, 0.0020021189), (6, 0.0020021189), (7, 0.0020021189), (8, 0.0020021189), (9, 0.0020021189), (10, 0.0020021189), (11, 0.0020021189), (12, 0.0020021189), (13, 0.0020021189), (14, 0.0020021189), (15, 0.0020021189), (16, 0.0020021189), (17, 0.0020021189), (18, 0.0020021189), (19, 0.0020021189), (20, 0.0020021189), (21, 0.0020021189), (22, 0.0020021189), (23, 0.0020021189), (24, 0.0020021189), (25, 0.0020021189), (26, 0.0020021189), (27, 0.0020021189), (28, 0.0020021189), (29, 0.0020021189), (30, 0.0020021189), (31, 0.0020021189), (32, 0.0020021189), (33, 0.0020021189), (34, 0.20132497), (35, 0.0020021189), (36, 0.0020021189), (37, 0.0020021189), (38, 0.0020021189), (39, 0.0020021189), (40, 0.0020021189), (41, 0.0020021189), (42, 0.0020021189), (43, 0.0020021189), (44, 0.0020021189), (45, 0.0020021189), (46, 0.0020021189), (47, 0.0020021189), (48, 0.0020021189), (49, 0.3994314), (50, 0.0020021189), (51, 0.0020021189), (52, 0.0020021189), (53, 0.0020021189), (54, 0.20503813), (55, 0.0020021189), (56, 0.0020021189), (57, 0.0020021189), (58, 0.0020021189), (59, 0.0020021189), (60, 0.0020021189), (61, 0.0020021189), (62, 0.0020021189), (63, 0.0020021189), (64, 0.0020021189), (65, 0.0020021189), (66, 0.0020021189), (67, 0.0020021189), (68, 0.0020021189), (69, 0.0020021189), (70, 0.0020021189), (71, 0.0020021189), (72, 0.0020021189), (73, 0.0020021189), (74, 0.0020021189), (75, 0.0020021189), (76, 0.0020021189), (77, 0.0020021189), (78, 0.0020021189), (79, 0.0020021189), (80, 0.0020021189), (81, 0.0020021189), (82, 0.0020021189), (83, 0.0020021189), (84, 0.0020021189), (85, 0.0020021189), (86, 0.0020021189), (87, 0.0020021189), (88, 0.0020021189), (89, 0.0020021189), (90, 0.0020021189), (91, 0.0020021189), (92, 0.0020021189), (93, 0.0020021189), (94, 0.0020021189), (95, 0.0020021189), (96, 0.0020021189), (97, 0.0020021189), (98, 0.0020021189), (99, 0.0020021189)]\n",
      "Word topics: [(440, [54]), (441, [49, 54]), (442, [49]), (443, [34])]\n",
      "Phi values: [(440, [(54, 0.99982363)]), (441, [(49, 0.98514163), (54, 0.0142104225)]), (442, [(49, 0.9999751)]), (443, [(34, 0.99555945)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0008336576), (1, 0.0008336576), (2, 0.0008336576), (3, 0.0008336576), (4, 0.0008336576), (5, 0.0008336576), (6, 0.0008336576), (7, 0.0008336576), (8, 0.0008336576), (9, 0.0008336576), (10, 0.0008336576), (11, 0.0008336576), (12, 0.0008336576), (13, 0.0008336576), (14, 0.0008336576), (15, 0.0008336576), (16, 0.0008336576), (17, 0.0008336576), (18, 0.0008336576), (19, 0.0008336576), (20, 0.0008336576), (21, 0.0008336576), (22, 0.0008336576), (23, 0.0008336576), (24, 0.0008336576), (25, 0.0008336576), (26, 0.0008336576), (27, 0.0008336576), (28, 0.0008336576), (29, 0.0008336576), (30, 0.0008336576), (31, 0.0008336576), (32, 0.0008336576), (33, 0.0008336576), (34, 0.0008336576), (35, 0.0008336576), (36, 0.0008336576), (37, 0.0008336576), (38, 0.0008336576), (39, 0.0008336576), (40, 0.81547177), (41, 0.0008336576), (42, 0.0008336576), (43, 0.0008336576), (44, 0.0008336576), (45, 0.0008336576), (46, 0.0008336576), (47, 0.0008336576), (48, 0.0008336576), (49, 0.0008336576), (50, 0.0008336576), (51, 0.0008336576), (52, 0.0008336576), (53, 0.0008336576), (54, 0.0008336576), (55, 0.0008336576), (56, 0.0008336576), (57, 0.0008336576), (58, 0.0008336576), (59, 0.0008336576), (60, 0.0008336576), (61, 0.0008336576), (62, 0.0008336576), (63, 0.0008336576), (64, 0.0008336576), (65, 0.0008336576), (66, 0.0008336576), (67, 0.0008336576), (68, 0.0008336576), (69, 0.0008336576), (70, 0.0008336576), (71, 0.0008336576), (72, 0.0008336576), (73, 0.0008336576), (74, 0.0008336576), (75, 0.0008336576), (76, 0.0008336576), (77, 0.0008336576), (78, 0.0008336576), (79, 0.10282977), (80, 0.0008336576), (81, 0.0008336576), (82, 0.0008336576), (83, 0.0008336576), (84, 0.0008336576), (85, 0.0008336576), (86, 0.0008336576), (87, 0.0008336576), (88, 0.0008336576), (89, 0.0008336576), (90, 0.0008336576), (91, 0.0008336576), (92, 0.0008336576), (93, 0.0008336576), (94, 0.0008336576), (95, 0.0008336576), (96, 0.0008336576), (97, 0.0008336576), (98, 0.0008336576), (99, 0.0008336576)]\n",
      "Word topics: [(6, [40, 79]), (444, [40, 79]), (445, [40, 79]), (446, [40, 79]), (447, [40, 79]), (448, [79]), (449, [40, 79]), (450, [40, 79]), (451, [40, 79]), (452, [40, 79]), (453, [40, 79])]\n",
      "Phi values: [(6, [(40, 0.932079), (79, 0.067918986)]), (444, [(40, 0.9987008), (79, 0.0012072163)]), (445, [(40, 0.99955153), (79, 0.00036707363)]), (446, [(40, 0.99882317), (79, 0.00106872)]), (447, [(40, 0.99964494), (79, 0.00028635783)]), (448, [(79, 0.996283)]), (449, [(40, 0.99863833), (79, 0.0012895109)]), (450, [(40, 0.9995137), (79, 0.00040308977)]), (451, [(40, 0.8501591), (79, 0.14979678)]), (452, [(40, 0.9978702), (79, 0.0020205735)]), (453, [(40, 0.9853646), (79, 0.01453593)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0005264484), (1, 0.0005264484), (2, 0.0005264484), (3, 0.0005264484), (4, 0.0005264484), (5, 0.0005264484), (6, 0.0005264484), (7, 0.0005264484), (8, 0.0005264484), (9, 0.0005264484), (10, 0.0005264484), (11, 0.0005264484), (12, 0.0005264484), (13, 0.0005264484), (14, 0.0005264484), (15, 0.0005264484), (16, 0.0005264484), (17, 0.0005264484), (18, 0.0005264484), (19, 0.0005264484), (20, 0.0005264484), (21, 0.0005264484), (22, 0.0005264484), (23, 0.0005264484), (24, 0.0005264484), (25, 0.0005264484), (26, 0.0005264484), (27, 0.0005264484), (28, 0.0005264484), (29, 0.0005264484), (30, 0.0005264484), (31, 0.0005264484), (32, 0.0005264484), (33, 0.0005264484), (34, 0.0005264484), (35, 0.0005264484), (36, 0.0005264484), (37, 0.0005264484), (38, 0.0005264484), (39, 0.0005264484), (40, 0.0005264484), (41, 0.0005264484), (42, 0.0005264484), (43, 0.2886177), (44, 0.0005264484), (45, 0.0005264484), (46, 0.0005264484), (47, 0.0005264484), (48, 0.0005264484), (49, 0.0005264484), (50, 0.0005264484), (51, 0.0005264484), (52, 0.0005264484), (53, 0.0005264484), (54, 0.0005264484), (55, 0.0005264484), (56, 0.0005264484), (57, 0.0005264484), (58, 0.0005264484), (59, 0.0005264484), (60, 0.0005264484), (61, 0.0005264484), (62, 0.0005264484), (63, 0.0005264484), (64, 0.0005264484), (65, 0.0005264484), (66, 0.0005264484), (67, 0.0005264484), (68, 0.0005264484), (69, 0.0005264484), (70, 0.0005264484), (71, 0.0005264484), (72, 0.0005264484), (73, 0.0005264484), (74, 0.0005264484), (75, 0.0005264484), (76, 0.0005264484), (77, 0.0005264484), (78, 0.0005264484), (79, 0.0005264484), (80, 0.0005264484), (81, 0.0005264484), (82, 0.0005264484), (83, 0.0005264484), (84, 0.0005264484), (85, 0.0005264484), (86, 0.0005264484), (87, 0.0005264484), (88, 0.0005264484), (89, 0.0005264484), (90, 0.0005264484), (91, 0.0005264484), (92, 0.6597904), (93, 0.0005264484), (94, 0.0005264484), (95, 0.0005264484), (96, 0.0005264484), (97, 0.0005264484), (98, 0.0005264484), (99, 0.0005264484)]\n",
      "Word topics: [(6, [92, 43]), (145, [92, 43]), (454, [92, 43]), (455, [92, 43]), (456, [92, 43]), (457, [43, 92]), (458, [92, 43]), (459, [92, 43]), (460, [92, 43]), (461, [92, 43]), (462, [92, 43]), (463, [92, 43]), (464, [43, 92]), (465, [92, 43]), (466, [92, 43]), (467, [43])]\n",
      "Phi values: [(6, [(43, 1.1513832), (92, 1.8486134)]), (145, [(43, 0.30228922), (92, 0.6975683)]), (454, [(43, 0.35496894), (92, 0.64479446)]), (455, [(43, 0.06241175), (92, 0.93740046)]), (456, [(43, 0.14953817), (92, 0.8504439)]), (457, [(43, 0.8255514), (92, 0.17396429)]), (458, [(43, 0.466762), (92, 0.5323976)]), (459, [(43, 0.16326247), (92, 0.8365113)]), (460, [(43, 0.0021725541), (92, 0.9978182)]), (461, [(43, 0.0015847245), (92, 0.9983989)]), (462, [(43, 0.0028806222), (92, 0.9970816)]), (463, [(43, 0.07459975), (92, 0.92524564)]), (464, [(43, 0.68438435), (92, 0.3147142)]), (465, [(43, 0.09814078), (92, 0.90170705)]), (466, [(43, 0.165318), (92, 0.8344138)]), (467, [(43, 0.9989102)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.002500036), (1, 0.002500036), (2, 0.002500036), (3, 0.002500036), (4, 0.002500036), (5, 0.002500036), (6, 0.002500036), (7, 0.002500036), (8, 0.002500036), (9, 0.002500036), (10, 0.002500036), (11, 0.002500036), (12, 0.002500036), (13, 0.002500036), (14, 0.002500036), (15, 0.002500036), (16, 0.002500036), (17, 0.002500036), (18, 0.002500036), (19, 0.002500036), (20, 0.002500036), (21, 0.002500036), (22, 0.002500036), (23, 0.002500036), (24, 0.002500036), (25, 0.002500036), (26, 0.002500036), (27, 0.002500036), (28, 0.002500036), (29, 0.002500036), (30, 0.002500036), (31, 0.002500036), (32, 0.002500036), (33, 0.002500036), (34, 0.002500036), (35, 0.002500036), (36, 0.002500036), (37, 0.002500036), (38, 0.002500036), (39, 0.002500036), (40, 0.002500036), (41, 0.002500036), (42, 0.002500036), (43, 0.002500036), (44, 0.002500036), (45, 0.002500036), (46, 0.002500036), (47, 0.002500036), (48, 0.002500036), (49, 0.002500036), (50, 0.002500036), (51, 0.002500036), (52, 0.002500036), (53, 0.002500036), (54, 0.002500036), (55, 0.002500036), (56, 0.7524964), (57, 0.002500036), (58, 0.002500036), (59, 0.002500036), (60, 0.002500036), (61, 0.002500036), (62, 0.002500036), (63, 0.002500036), (64, 0.002500036), (65, 0.002500036), (66, 0.002500036), (67, 0.002500036), (68, 0.002500036), (69, 0.002500036), (70, 0.002500036), (71, 0.002500036), (72, 0.002500036), (73, 0.002500036), (74, 0.002500036), (75, 0.002500036), (76, 0.002500036), (77, 0.002500036), (78, 0.002500036), (79, 0.002500036), (80, 0.002500036), (81, 0.002500036), (82, 0.002500036), (83, 0.002500036), (84, 0.002500036), (85, 0.002500036), (86, 0.002500036), (87, 0.002500036), (88, 0.002500036), (89, 0.002500036), (90, 0.002500036), (91, 0.002500036), (92, 0.002500036), (93, 0.002500036), (94, 0.002500036), (95, 0.002500036), (96, 0.002500036), (97, 0.002500036), (98, 0.002500036), (99, 0.002500036)]\n",
      "Word topics: [(6, [56]), (468, [56]), (469, []), (470, [56])]\n",
      "Phi values: [(6, [(56, 0.9999975)]), (468, [(56, 0.99997175)]), (469, []), (470, [(56, 0.9999733)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0011111138), (1, 0.0011111138), (2, 0.0011111138), (3, 0.0011111138), (4, 0.0011111138), (5, 0.0011111138), (6, 0.0011111138), (7, 0.0011111138), (8, 0.0011111138), (9, 0.0011111138), (10, 0.0011111138), (11, 0.0011111138), (12, 0.0011111138), (13, 0.0011111138), (14, 0.0011111138), (15, 0.88999975), (16, 0.0011111138), (17, 0.0011111138), (18, 0.0011111138), (19, 0.0011111138), (20, 0.0011111138), (21, 0.0011111138), (22, 0.0011111138), (23, 0.0011111138), (24, 0.0011111138), (25, 0.0011111138), (26, 0.0011111138), (27, 0.0011111138), (28, 0.0011111138), (29, 0.0011111138), (30, 0.0011111138), (31, 0.0011111138), (32, 0.0011111138), (33, 0.0011111138), (34, 0.0011111138), (35, 0.0011111138), (36, 0.0011111138), (37, 0.0011111138), (38, 0.0011111138), (39, 0.0011111138), (40, 0.0011111138), (41, 0.0011111138), (42, 0.0011111138), (43, 0.0011111138), (44, 0.0011111138), (45, 0.0011111138), (46, 0.0011111138), (47, 0.0011111138), (48, 0.0011111138), (49, 0.0011111138), (50, 0.0011111138), (51, 0.0011111138), (52, 0.0011111138), (53, 0.0011111138), (54, 0.0011111138), (55, 0.0011111138), (56, 0.0011111138), (57, 0.0011111138), (58, 0.0011111138), (59, 0.0011111138), (60, 0.0011111138), (61, 0.0011111138), (62, 0.0011111138), (63, 0.0011111138), (64, 0.0011111138), (65, 0.0011111138), (66, 0.0011111138), (67, 0.0011111138), (68, 0.0011111138), (69, 0.0011111138), (70, 0.0011111138), (71, 0.0011111138), (72, 0.0011111138), (73, 0.0011111138), (74, 0.0011111138), (75, 0.0011111138), (76, 0.0011111138), (77, 0.0011111138), (78, 0.0011111138), (79, 0.0011111138), (80, 0.0011111138), (81, 0.0011111138), (82, 0.0011111138), (83, 0.0011111138), (84, 0.0011111138), (85, 0.0011111138), (86, 0.0011111138), (87, 0.0011111138), (88, 0.0011111138), (89, 0.0011111138), (90, 0.0011111138), (91, 0.0011111138), (92, 0.0011111138), (93, 0.0011111138), (94, 0.0011111138), (95, 0.0011111138), (96, 0.0011111138), (97, 0.0011111138), (98, 0.0011111138), (99, 0.0011111138)]\n",
      "Word topics: [(6, [15]), (41, [15]), (42, [15]), (43, [15]), (44, [15]), (45, [15]), (46, [15])]\n",
      "Phi values: [(6, [(15, 1.9999989)]), (41, [(15, 0.9999963)]), (42, [(15, 0.99999595)]), (43, [(15, 0.99999607)]), (44, [(15, 0.9999977)]), (45, [(15, 0.9999972)]), (46, [(15, 0.9999961)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00052644854), (1, 0.00052644854), (2, 0.00052644854), (3, 0.00052644854), (4, 0.00052644854), (5, 0.00052644854), (6, 0.00052644854), (7, 0.00052644854), (8, 0.00052644854), (9, 0.00052644854), (10, 0.00052644854), (11, 0.00052644854), (12, 0.00052644854), (13, 0.00052644854), (14, 0.00052644854), (15, 0.00052644854), (16, 0.00052644854), (17, 0.00052644854), (18, 0.00052644854), (19, 0.00052644854), (20, 0.00052644854), (21, 0.00052644854), (22, 0.00052644854), (23, 0.00052644854), (24, 0.00052644854), (25, 0.00052644854), (26, 0.00052644854), (27, 0.00052644854), (28, 0.00052644854), (29, 0.00052644854), (30, 0.00052644854), (31, 0.00052644854), (32, 0.00052644854), (33, 0.00052644854), (34, 0.00052644854), (35, 0.00052644854), (36, 0.00052644854), (37, 0.00052644854), (38, 0.00052644854), (39, 0.00052644854), (40, 0.00052644854), (41, 0.00052644854), (42, 0.00052644854), (43, 0.28838086), (44, 0.00052644854), (45, 0.00052644854), (46, 0.00052644854), (47, 0.00052644854), (48, 0.00052644854), (49, 0.00052644854), (50, 0.00052644854), (51, 0.00052644854), (52, 0.00052644854), (53, 0.00052644854), (54, 0.00052644854), (55, 0.00052644854), (56, 0.00052644854), (57, 0.00052644854), (58, 0.00052644854), (59, 0.00052644854), (60, 0.00052644854), (61, 0.00052644854), (62, 0.00052644854), (63, 0.00052644854), (64, 0.00052644854), (65, 0.00052644854), (66, 0.00052644854), (67, 0.00052644854), (68, 0.00052644854), (69, 0.00052644854), (70, 0.00052644854), (71, 0.00052644854), (72, 0.00052644854), (73, 0.00052644854), (74, 0.00052644854), (75, 0.00052644854), (76, 0.00052644854), (77, 0.00052644854), (78, 0.00052644854), (79, 0.00052644854), (80, 0.00052644854), (81, 0.00052644854), (82, 0.00052644854), (83, 0.00052644854), (84, 0.00052644854), (85, 0.00052644854), (86, 0.00052644854), (87, 0.00052644854), (88, 0.00052644854), (89, 0.00052644854), (90, 0.00052644854), (91, 0.00052644854), (92, 0.6600272), (93, 0.00052644854), (94, 0.00052644854), (95, 0.00052644854), (96, 0.00052644854), (97, 0.00052644854), (98, 0.00052644854), (99, 0.00052644854)]\n",
      "Word topics: [(6, [92, 43]), (145, [92, 43]), (454, [92, 43]), (455, [92, 43]), (456, [92, 43]), (457, [43, 92]), (458, [92, 43]), (459, [92, 43]), (460, [92, 43]), (461, [92, 43]), (462, [92, 43]), (463, [92, 43]), (464, [43, 92]), (465, [92, 43]), (466, [92, 43]), (467, [43])]\n",
      "Phi values: [(6, [(43, 1.1504793), (92, 1.8495172)]), (145, [(43, 0.30202058), (92, 0.6978369)]), (454, [(43, 0.3546773), (92, 0.64508605)]), (455, [(43, 0.06233724), (92, 0.93747497)]), (456, [(43, 0.14937623), (92, 0.85060585)]), (457, [(43, 0.825368), (92, 0.17414738)]), (458, [(43, 0.4664451), (92, 0.5327144)]), (459, [(43, 0.16308849), (92, 0.8366853)]), (460, [(43, 0.002169794), (92, 0.9978209)]), (461, [(43, 0.0015827098), (92, 0.9984008)]), (462, [(43, 0.0028769649), (92, 0.99708533)]), (463, [(43, 0.07451185), (92, 0.92533356)]), (464, [(43, 0.68410933), (92, 0.31498885)]), (465, [(43, 0.09802808), (92, 0.90181977)]), (466, [(43, 0.16514227), (92, 0.8345895)]), (467, [(43, 0.9989092)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.001667392), (1, 0.001667392), (2, 0.001667392), (3, 0.001667392), (4, 0.001667392), (5, 0.001667392), (6, 0.001667392), (7, 0.001667392), (8, 0.001667392), (9, 0.001667392), (10, 0.001667392), (11, 0.001667392), (12, 0.32802373), (13, 0.001667392), (14, 0.001667392), (15, 0.001667392), (16, 0.001667392), (17, 0.001667392), (18, 0.001667392), (19, 0.001667392), (20, 0.1694105), (21, 0.001667392), (22, 0.001667392), (23, 0.001667392), (24, 0.16995524), (25, 0.001667392), (26, 0.001667392), (27, 0.001667392), (28, 0.001667392), (29, 0.001667392), (30, 0.001667392), (31, 0.001667392), (32, 0.001667392), (33, 0.001667392), (34, 0.001667392), (35, 0.001667392), (36, 0.001667392), (37, 0.001667392), (38, 0.001667392), (39, 0.001667392), (40, 0.001667392), (41, 0.001667392), (42, 0.001667392), (43, 0.001667392), (44, 0.001667392), (45, 0.001667392), (46, 0.001667392), (47, 0.001667392), (48, 0.001667392), (49, 0.001667392), (50, 0.001667392), (51, 0.001667392), (52, 0.001667392), (53, 0.001667392), (54, 0.001667392), (55, 0.001667392), (56, 0.001667392), (57, 0.001667392), (58, 0.1725409), (59, 0.001667392), (60, 0.001667392), (61, 0.001667392), (62, 0.001667392), (63, 0.001667392), (64, 0.001667392), (65, 0.001667392), (66, 0.001667392), (67, 0.001667392), (68, 0.001667392), (69, 0.001667392), (70, 0.001667392), (71, 0.001667392), (72, 0.001667392), (73, 0.001667392), (74, 0.001667392), (75, 0.001667392), (76, 0.001667392), (77, 0.001667392), (78, 0.001667392), (79, 0.001667392), (80, 0.001667392), (81, 0.001667392), (82, 0.001667392), (83, 0.001667392), (84, 0.001667392), (85, 0.001667392), (86, 0.001667392), (87, 0.001667392), (88, 0.001667392), (89, 0.001667392), (90, 0.001667392), (91, 0.001667392), (92, 0.001667392), (93, 0.001667392), (94, 0.001667392), (95, 0.001667392), (96, 0.001667392), (97, 0.001667392), (98, 0.001667392), (99, 0.001667392)]\n",
      "Word topics: [(219, [12, 58, 20, 24]), (471, [12, 58, 24, 20]), (472, [20, 58]), (473, [24, 12, 20]), (474, [58])]\n",
      "Phi values: [(219, [(12, 0.9916475), (20, 0.0026291788), (24, 0.000583224), (58, 0.0051124883)]), (471, [(12, 0.96397275), (20, 0.008163996), (24, 0.011243421), (58, 0.016451925)]), (472, [(20, 0.99527264), (58, 0.00458746)]), (473, [(12, 0.0026721878), (20, 4.0635634e-05), (24, 0.99720865)]), (474, [(58, 0.99775624)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.00066666945), (1, 0.00066666945), (2, 0.00066666945), (3, 0.00066666945), (4, 0.00066666945), (5, 0.00066666945), (6, 0.00066666945), (7, 0.00066666945), (8, 0.00066666945), (9, 0.00066666945), (10, 0.00066666945), (11, 0.00066666945), (12, 0.00066666945), (13, 0.00066666945), (14, 0.00066666945), (15, 0.00066666945), (16, 0.00066666945), (17, 0.00066666945), (18, 0.00066666945), (19, 0.00066666945), (20, 0.00066666945), (21, 0.00066666945), (22, 0.00066666945), (23, 0.00066666945), (24, 0.00066666945), (25, 0.00066666945), (26, 0.00066666945), (27, 0.00066666945), (28, 0.00066666945), (29, 0.9339997), (30, 0.00066666945), (31, 0.00066666945), (32, 0.00066666945), (33, 0.00066666945), (34, 0.00066666945), (35, 0.00066666945), (36, 0.00066666945), (37, 0.00066666945), (38, 0.00066666945), (39, 0.00066666945), (40, 0.00066666945), (41, 0.00066666945), (42, 0.00066666945), (43, 0.00066666945), (44, 0.00066666945), (45, 0.00066666945), (46, 0.00066666945), (47, 0.00066666945), (48, 0.00066666945), (49, 0.00066666945), (50, 0.00066666945), (51, 0.00066666945), (52, 0.00066666945), (53, 0.00066666945), (54, 0.00066666945), (55, 0.00066666945), (56, 0.00066666945), (57, 0.00066666945), (58, 0.00066666945), (59, 0.00066666945), (60, 0.00066666945), (61, 0.00066666945), (62, 0.00066666945), (63, 0.00066666945), (64, 0.00066666945), (65, 0.00066666945), (66, 0.00066666945), (67, 0.00066666945), (68, 0.00066666945), (69, 0.00066666945), (70, 0.00066666945), (71, 0.00066666945), (72, 0.00066666945), (73, 0.00066666945), (74, 0.00066666945), (75, 0.00066666945), (76, 0.00066666945), (77, 0.00066666945), (78, 0.00066666945), (79, 0.00066666945), (80, 0.00066666945), (81, 0.00066666945), (82, 0.00066666945), (83, 0.00066666945), (84, 0.00066666945), (85, 0.00066666945), (86, 0.00066666945), (87, 0.00066666945), (88, 0.00066666945), (89, 0.00066666945), (90, 0.00066666945), (91, 0.00066666945), (92, 0.00066666945), (93, 0.00066666945), (94, 0.00066666945), (95, 0.00066666945), (96, 0.00066666945), (97, 0.00066666945), (98, 0.00066666945), (99, 0.00066666945)]\n",
      "Word topics: [(6, [29]), (28, [29]), (41, [29]), (125, [29]), (126, [29]), (127, [29]), (128, [29]), (129, [29]), (130, [29])]\n",
      "Phi values: [(6, [(29, 3.9999971)]), (28, [(29, 0.99999154)]), (41, [(29, 0.9999934)]), (125, [(29, 0.99999315)]), (126, [(29, 0.999991)]), (127, [(29, 0.9999929)]), (128, [(29, 0.9999924)]), (129, [(29, 0.99999547)]), (130, [(29, 2.9999902)])]\n",
      " \n",
      "-------------- \n",
      "\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Document \n",
      "\n",
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      "Word topics: [(475, [40]), (476, [40, 57]), (477, [40]), (478, [40, 57]), (479, [57])]\n",
      "Phi values: [(475, [(40, 0.9999917)]), (476, [(40, 0.9998926), (57, 0.000100263045)]), (477, [(40, 0.999988)]), (478, [(40, 0.99996704), (57, 1.727724e-05)]), (479, [(57, 0.99995)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0007143566), (1, 0.0007143566), (2, 0.0007143566), (3, 0.0007143566), (4, 0.0007143566), (5, 0.0007143566), (6, 0.0007143566), (7, 0.0007143566), (8, 0.0007143566), (9, 0.0007143566), (10, 0.0007143566), (11, 0.0007143566), (12, 0.0007143566), (13, 0.0007143566), (14, 0.0007143566), (15, 0.0007143566), (16, 0.0007143566), (17, 0.0007143566), (18, 0.0007143566), (19, 0.0007143566), (20, 0.0007143566), (21, 0.0007143566), (22, 0.0007143566), (23, 0.0007143566), (24, 0.0007143566), (25, 0.0007143566), (26, 0.0007143566), (27, 0.0007143566), (28, 0.0007143566), (29, 0.0007143566), (30, 0.0007143566), (31, 0.0007143566), (32, 0.0007143566), (33, 0.0007143566), (34, 0.0007143566), (35, 0.0007143566), (36, 0.0007143566), (37, 0.0007143566), (38, 0.0007143566), (39, 0.0007143566), (40, 0.0007143566), (41, 0.0007143566), (42, 0.0007143566), (43, 0.0007143566), (44, 0.0007143566), (45, 0.0007143566), (46, 0.0007143566), (47, 0.0007143566), (48, 0.0007143566), (49, 0.0007143566), (50, 0.0007143566), (51, 0.0007143566), (52, 0.0007143566), (53, 0.0007143566), (54, 0.0007143566), (55, 0.0007143566), (56, 0.0007143566), (57, 0.0007143566), (58, 0.0007143566), (59, 0.0007143566), (60, 0.0007143566), (61, 0.0007143566), (62, 0.0007143566), (63, 0.0007143566), (64, 0.0007143566), (65, 0.0007143566), (66, 0.0007143566), (67, 0.0007143566), (68, 0.0007143566), (69, 0.0007143566), (70, 0.0007143566), (71, 0.0007143566), (72, 0.0007143566), (73, 0.92927873), (74, 0.0007143566), (75, 0.0007143566), (76, 0.0007143566), (77, 0.0007143566), (78, 0.0007143566), (79, 0.0007143566), (80, 0.0007143566), (81, 0.0007143566), (82, 0.0007143566), (83, 0.0007143566), (84, 0.0007143566), (85, 0.0007143566), (86, 0.0007143566), (87, 0.0007143566), (88, 0.0007143566), (89, 0.0007143566), (90, 0.0007143566), (91, 0.0007143566), (92, 0.0007143566), (93, 0.0007143566), (94, 0.0007143566), (95, 0.0007143566), (96, 0.0007143566), (97, 0.0007143566), (98, 0.0007143566), (99, 0.0007143566)]\n",
      "Word topics: [(6, [73]), (29, [73]), (480, [73]), (481, [73]), (482, [73]), (483, [73]), (484, [73]), (485, [73]), (486, [73]), (487, [73]), (488, [73]), (489, [73])]\n",
      "Phi values: [(6, [(73, 1.9999961)]), (29, [(73, 0.9998362)]), (480, [(73, 0.99995077)]), (481, [(73, 0.9999052)]), (482, [(73, 0.9999674)]), (483, [(73, 0.9998885)]), (484, [(73, 0.9998613)]), (485, [(73, 0.99984014)]), (486, [(73, 0.99984145)]), (487, [(73, 0.999871)]), (488, [(73, 0.99984145)]), (489, [(73, 0.9998143)])]\n",
      " \n",
      "-------------- \n",
      "\n",
      "New Document \n",
      "\n",
      "Document topics: [(0, 0.0007143564), (1, 0.0007143564), (2, 0.0007143564), (3, 0.0007143564), (4, 0.0007143564), (5, 0.0007143564), (6, 0.0007143564), (7, 0.0007143564), (8, 0.0007143564), (9, 0.0007143564), (10, 0.0007143564), (11, 0.0007143564), (12, 0.0007143564), (13, 0.0007143564), (14, 0.0007143564), (15, 0.0007143564), (16, 0.0007143564), (17, 0.0007143564), (18, 0.0007143564), (19, 0.0007143564), (20, 0.0007143564), (21, 0.0007143564), (22, 0.0007143564), (23, 0.0007143564), (24, 0.0007143564), (25, 0.0007143564), (26, 0.0007143564), (27, 0.0007143564), (28, 0.0007143564), (29, 0.0007143564), (30, 0.0007143564), (31, 0.0007143564), (32, 0.0007143564), (33, 0.0007143564), (34, 0.0007143564), (35, 0.0007143564), (36, 0.0007143564), (37, 0.0007143564), (38, 0.0007143564), (39, 0.0007143564), (40, 0.0007143564), (41, 0.0007143564), (42, 0.0007143564), (43, 0.0007143564), (44, 0.0007143564), (45, 0.0007143564), (46, 0.0007143564), (47, 0.0007143564), (48, 0.0007143564), (49, 0.0007143564), (50, 0.0007143564), (51, 0.0007143564), (52, 0.0007143564), (53, 0.0007143564), (54, 0.0007143564), (55, 0.0007143564), (56, 0.0007143564), (57, 0.0007143564), (58, 0.0007143564), (59, 0.0007143564), (60, 0.0007143564), (61, 0.0007143564), (62, 0.0007143564), (63, 0.0007143564), (64, 0.0007143564), (65, 0.0007143564), (66, 0.0007143564), (67, 0.0007143564), (68, 0.0007143564), (69, 0.0007143564), (70, 0.0007143564), (71, 0.0007143564), (72, 0.0007143564), (73, 0.92927873), (74, 0.0007143564), (75, 0.0007143564), (76, 0.0007143564), (77, 0.0007143564), (78, 0.0007143564), (79, 0.0007143564), (80, 0.0007143564), (81, 0.0007143564), (82, 0.0007143564), (83, 0.0007143564), (84, 0.0007143564), (85, 0.0007143564), (86, 0.0007143564), (87, 0.0007143564), (88, 0.0007143564), (89, 0.0007143564), (90, 0.0007143564), (91, 0.0007143564), (92, 0.0007143564), (93, 0.0007143564), (94, 0.0007143564), (95, 0.0007143564), (96, 0.0007143564), (97, 0.0007143564), (98, 0.0007143564), (99, 0.0007143564)]\n",
      "Word topics: [(6, [73]), (29, [73]), (480, [73]), (481, [73]), (482, [73]), (483, [73]), (484, [73]), (485, [73]), (486, [73]), (487, [73]), (488, [73]), (489, [73])]\n",
      "Phi values: [(6, [(73, 1.9999961)]), (29, [(73, 0.9998362)]), (480, [(73, 0.99995077)]), (481, [(73, 0.9999052)]), (482, [(73, 0.9999674)]), (483, [(73, 0.9998885)]), (484, [(73, 0.9998613)]), (485, [(73, 0.99984014)]), (486, [(73, 0.99984145)]), (487, [(73, 0.999871)]), (488, [(73, 0.99984145)]), (489, [(73, 0.9998143)])]\n",
      " \n",
      "-------------- \n",
      "\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-82-42a37cba53d1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mall_topics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mldamodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_document_topics\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mper_word_topics\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdoc_topics\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mword_topics\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mphi_values\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mall_topics\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'New Document \\n'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Document topics:'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdoc_topics\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/gensim/interfaces.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    179\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    180\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 181\u001b[0;31m                 \u001b[0;32myield\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    182\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    183\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocno\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, bow, eps)\u001b[0m\n\u001b[1;32m   1522\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1523\u001b[0m         \"\"\"\n\u001b[0;32m-> 1524\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_document_topics\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mminimum_phi_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mper_word_topics\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1525\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1526\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mignore\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'state'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'dispatcher'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseparately\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36mget_document_topics\u001b[0;34m(self, bow, minimum_probability, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m   1327\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1328\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1329\u001b[0;31m         \u001b[0mgamma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mphis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minference\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbow\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcollect_sstats\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mper_word_topics\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1330\u001b[0m         \u001b[0mtopic_dist\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgamma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgamma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# normalize distribution\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1331\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36minference\u001b[0;34m(self, chunk, collect_sstats)\u001b[0m\n\u001b[1;32m    715\u001b[0m             \u001b[0;31m# sstats[k, w] = \\sum_d n_{dw} * phi_{dwk}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    716\u001b[0m             \u001b[0;31m# = \\sum_d n_{dw} * exp{Elogtheta_{dk} + Elogbeta_{kw}} / phinorm_{dw}.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 717\u001b[0;31m             \u001b[0msstats\u001b[0m \u001b[0;34m*=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpElogbeta\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    718\u001b[0m             \u001b[0;32massert\u001b[0m \u001b[0msstats\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    719\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "all_topics = ldamodel.get_document_topics(corpus, per_word_topics=True)\n",
    "\n",
    "for doc_topics, word_topics, phi_values in all_topics:\n",
    "    print('New Document \\n')\n",
    "    print('Document topics:', doc_topics)\n",
    "    print('Word topics:', word_topics)\n",
    "    print('Phi values:', phi_values)\n",
    "    print(\" \")\n",
    "    print('-------------- \\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_topics_csr = gensim.matutils.corpus2csc(all_topics)\n",
    "all_topics_numpy = all_topics_csr.T.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00166769, 0.00166769, 0.00166769, ..., 0.00166769, 0.00166769,\n",
       "        0.00166769],\n",
       "       [0.00076925, 0.00076925, 0.00076925, ..., 0.00076925, 0.00076925,\n",
       "        0.00076925],\n",
       "       [0.00166774, 0.00166774, 0.00166774, ..., 0.00166774, 0.00166774,\n",
       "        0.00166774],\n",
       "       ...,\n",
       "       [0.00066668, 0.00066668, 0.00066668, ..., 0.00066668, 0.00066668,\n",
       "        0.00066668],\n",
       "       [0.00250003, 0.00250003, 0.00250003, ..., 0.00250003, 0.00250003,\n",
       "        0.00250003],\n",
       "       [0.00083339, 0.00083339, 0.00083339, ..., 0.00083339, 0.00083339,\n",
       "        0.00083339]])"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_topics_numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_distribution_fr = pd.DataFrame(all_topics_numpy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3045954704284668"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_topics_numpy[0][89]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3045954704284668"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_distribution_fr.loc[0][89]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<p>5 rows × 100 columns</p>\n",
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      ],
      "text/plain": [
       "          0         1         2         3         4         5         6  \\\n",
       "0  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668   \n",
       "1  0.000769  0.000769  0.000769  0.000769  0.000769  0.000769  0.000769   \n",
       "2  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668   \n",
       "3  0.000588  0.000588  0.000588  0.000588  0.000588  0.000588  0.000588   \n",
       "4  0.000833  0.000833  0.000833  0.000833  0.000833  0.000833  0.000833   \n",
       "\n",
       "          7         8         9  ...        90        91        92        93  \\\n",
       "0  0.001668  0.001668  0.001668  ...  0.001668  0.001668  0.001668  0.001668   \n",
       "1  0.000769  0.000769  0.000769  ...  0.000769  0.000769  0.000769  0.000769   \n",
       "2  0.001668  0.001668  0.001668  ...  0.001668  0.001668  0.001668  0.001668   \n",
       "3  0.000588  0.000588  0.000588  ...  0.000588  0.000588  0.000588  0.000588   \n",
       "4  0.000833  0.000833  0.000833  ...  0.000833  0.000833  0.000833  0.000833   \n",
       "\n",
       "         94        95        96        97        98        99  \n",
       "0  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668  \n",
       "1  0.000769  0.000769  0.000769  0.000769  0.000769  0.000769  \n",
       "2  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668  \n",
       "3  0.000588  0.000588  0.000588  0.000588  0.000588  0.000588  \n",
       "4  0.000833  0.000833  0.000833  0.000833  0.000833  0.000833  \n",
       "\n",
       "[5 rows x 100 columns]"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_distribution_fr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3045954704284668"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_distribution_fr.loc[10507192][89]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "405160"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(topic_distribution_fr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>tweet_text</th>\n",
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       "      <th>10507192</th>\n",
       "      <td>rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun</td>\n",
       "      <td>fr</td>\n",
       "      <td>[momo58, fléchet, stat, unk, délir, co, pwtg8pezun]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10507191</th>\n",
       "      <td>rt paulineolg moi tu me dis ça j unk te traite de mytho en te regardant droit dans les yeux faut que j unk adoucisse mon coeur un peu</td>\n",
       "      <td>fr</td>\n",
       "      <td>[paulineolg, dis, unk, trait, mytho, regard, droit, yeux, faut, unk, adouc, coeur]</td>\n",
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       "    <tr>\n",
       "      <th>10507190</th>\n",
       "      <td>rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun</td>\n",
       "      <td>fr</td>\n",
       "      <td>[momo58, fléchet, stat, unk, délir, co, pwtg8pezun]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10507189</th>\n",
       "      <td>rt biboo _ r6 retrouvez moi dimanche 2 février à 19h30 dans l émission radio esix présenté par le magnifique r3siak unk je compte sur vous unk</td>\n",
       "      <td>fr</td>\n",
       "      <td>[biboo, r6, retrouv, dimanch, 2, févri, 19h30, émiss, radio, esix, présent, magnif, r3siak, unk, compt, unk]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10507188</th>\n",
       "      <td>rt nayonek _ pour le dire plus poliment que certains tu as percé grâce à ta victimisation sur les réseaux et sur tes vidéos le fait que unk</td>\n",
       "      <td>fr</td>\n",
       "      <td>[nayonek, dir, plus, pol, certain, perc, grâc, victimis, réseau, vidéos, unk]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                              tweet_text  \\\n",
       "10507192  rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun                                                                  \n",
       "10507191  rt paulineolg moi tu me dis ça j unk te traite de mytho en te regardant droit dans les yeux faut que j unk adoucisse mon coeur un peu            \n",
       "10507190  rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun                                                                  \n",
       "10507189  rt biboo _ r6 retrouvez moi dimanche 2 février à 19h30 dans l émission radio esix présenté par le magnifique r3siak unk je compte sur vous unk   \n",
       "10507188  rt nayonek _ pour le dire plus poliment que certains tu as percé grâce à ta victimisation sur les réseaux et sur tes vidéos le fait que unk      \n",
       "\n",
       "         name  \\\n",
       "10507192  fr    \n",
       "10507191  fr    \n",
       "10507190  fr    \n",
       "10507189  fr    \n",
       "10507188  fr    \n",
       "\n",
       "                                                                                                          tweet_tokens  \n",
       "10507192  [momo58, fléchet, stat, unk, délir, co, pwtg8pezun]                                                           \n",
       "10507191  [paulineolg, dis, unk, trait, mytho, regard, droit, yeux, faut, unk, adouc, coeur]                            \n",
       "10507190  [momo58, fléchet, stat, unk, délir, co, pwtg8pezun]                                                           \n",
       "10507189  [biboo, r6, retrouv, dimanch, 2, févri, 19h30, émiss, radio, esix, présent, magnif, r3siak, unk, compt, unk]  \n",
       "10507188  [nayonek, dir, plus, pol, certain, perc, grâc, victimis, réseau, vidéos, unk]                                 "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fr_val_input.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "fr_val_feature_df = pd.concat([fr_val_input, topic_distribution_fr], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_distribution_fr.index = fr_val_input.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>10507192</th>\n",
       "      <td>rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun</td>\n",
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       "      <td>rt paulineolg moi tu me dis ça j unk te traite de mytho en te regardant droit dans les yeux faut que j unk adoucisse mon coeur un peu</td>\n",
       "      <td>fr</td>\n",
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       "      <td>0.000769</td>\n",
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       "      <th>10507190</th>\n",
       "      <td>rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun</td>\n",
       "      <td>fr</td>\n",
       "      <td>[momo58, fléchet, stat, unk, délir, co, pwtg8pezun]</td>\n",
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       "      <td>0.001668</td>\n",
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       "      <td>0.001668</td>\n",
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       "      <td>0.001668</td>\n",
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       "      <td>0.001668</td>\n",
       "      <td>0.001668</td>\n",
       "      <td>0.001668</td>\n",
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       "    <tr>\n",
       "      <th>10507189</th>\n",
       "      <td>rt biboo _ r6 retrouvez moi dimanche 2 février à 19h30 dans l émission radio esix présenté par le magnifique r3siak unk je compte sur vous unk</td>\n",
       "      <td>fr</td>\n",
       "      <td>[biboo, r6, retrouv, dimanch, 2, févri, 19h30, émiss, radio, esix, présent, magnif, r3siak, unk, compt, unk]</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
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       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
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       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
       "      <td>0.000588</td>\n",
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       "    <tr>\n",
       "      <th>10507188</th>\n",
       "      <td>rt nayonek _ pour le dire plus poliment que certains tu as percé grâce à ta victimisation sur les réseaux et sur tes vidéos le fait que unk</td>\n",
       "      <td>fr</td>\n",
       "      <td>[nayonek, dir, plus, pol, certain, perc, grâc, victimis, réseau, vidéos, unk]</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "      <td>0.000833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 103 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                              tweet_text  \\\n",
       "10507192  rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun                                                                  \n",
       "10507191  rt paulineolg moi tu me dis ça j unk te traite de mytho en te regardant droit dans les yeux faut que j unk adoucisse mon coeur un peu            \n",
       "10507190  rt _ momo58 les fléchettes aux states c unk est un autre délire t co pwtg8pezun                                                                  \n",
       "10507189  rt biboo _ r6 retrouvez moi dimanche 2 février à 19h30 dans l émission radio esix présenté par le magnifique r3siak unk je compte sur vous unk   \n",
       "10507188  rt nayonek _ pour le dire plus poliment que certains tu as percé grâce à ta victimisation sur les réseaux et sur tes vidéos le fait que unk      \n",
       "\n",
       "         name  \\\n",
       "10507192  fr    \n",
       "10507191  fr    \n",
       "10507190  fr    \n",
       "10507189  fr    \n",
       "10507188  fr    \n",
       "\n",
       "                                                                                                          tweet_tokens  \\\n",
       "10507192  [momo58, fléchet, stat, unk, délir, co, pwtg8pezun]                                                            \n",
       "10507191  [paulineolg, dis, unk, trait, mytho, regard, droit, yeux, faut, unk, adouc, coeur]                             \n",
       "10507190  [momo58, fléchet, stat, unk, délir, co, pwtg8pezun]                                                            \n",
       "10507189  [biboo, r6, retrouv, dimanch, 2, févri, 19h30, émiss, radio, esix, présent, magnif, r3siak, unk, compt, unk]   \n",
       "10507188  [nayonek, dir, plus, pol, certain, perc, grâc, victimis, réseau, vidéos, unk]                                  \n",
       "\n",
       "                 0         1         2         3         4         5  \\\n",
       "10507192  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668   \n",
       "10507191  0.000769  0.000769  0.000769  0.000769  0.000769  0.000769   \n",
       "10507190  0.001668  0.001668  0.001668  0.001668  0.001668  0.001668   \n",
       "10507189  0.000588  0.000588  0.000588  0.000588  0.000588  0.000588   \n",
       "10507188  0.000833  0.000833  0.000833  0.000833  0.000833  0.000833   \n",
       "\n",
       "                 6  ...        90        91        92        93        94  \\\n",
       "10507192  0.001668  ...  0.001668  0.001668  0.001668  0.001668  0.001668   \n",
       "10507191  0.000769  ...  0.000769  0.000769  0.000769  0.000769  0.000769   \n",
       "10507190  0.001668  ...  0.001668  0.001668  0.001668  0.001668  0.001668   \n",
       "10507189  0.000588  ...  0.000588  0.000588  0.000588  0.000588  0.000588   \n",
       "10507188  0.000833  ...  0.000833  0.000833  0.000833  0.000833  0.000833   \n",
       "\n",
       "                95        96        97        98        99  \n",
       "10507192  0.001668  0.001668  0.001668  0.001668  0.001668  \n",
       "10507191  0.000769  0.000769  0.000769  0.000769  0.000769  \n",
       "10507190  0.001668  0.001668  0.001668  0.001668  0.001668  \n",
       "10507189  0.000588  0.000588  0.000588  0.000588  0.000588  \n",
       "10507188  0.000833  0.000833  0.000833  0.000833  0.000833  \n",
       "\n",
       "[5 rows x 103 columns]"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fr_val_feature_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 1), (1, 1), (2, 1), (3, 1), (4, 1), (5, 1), (6, 1)]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-61-21abbc921170>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-61-21abbc921170>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    ldamodel[corpus[0], minimum_probability=0.0]\u001b[0m\n\u001b[0m                                           ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "ldamodel[corpus[0] minimum_probability=0.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "univectorizer = CountVectorizer(analyzer = \"word\", min_df = 0.0, ngram_range = (1,1), strip_accents= None, tokenizer = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "unicorpus = univectorizer.fit_transform(fr_val_input[\"tweet_tokens\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "unigrams = univectorizer.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "unigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(unicorpus[0,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "unicorpus.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "unigrams[10204]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lda_model = lda.LDA(n_topics = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lda_model.fit(unicorpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lda_model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc_topic = lda_model.doc_topic_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(doc_topic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_word = lda_model.topic_word_  # model.components_ also works\n",
    "n_top_words = 8\n",
    "for i, topic_dist in enumerate(topic_word):\n",
    "    topic_word_indexes = [np.argsort(topic_dist)][:-(n_top_words+1):-1]\n",
    "    topic_words = np.array(unigrams)[np.argsort(topic_dist)][:-(n_top_words+1):-1]\n",
    "    print('Topic {}: {}'.format(i, ' '.join(topic_words)))\n",
    "    print(topic_word_indexes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(topic_word.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(fr_val_input)"
   ]
  }
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