PublicMissionaryTrends2.1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/past/types/oldstr.py:5: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  from collections import Iterable\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re\n",
    "from pprint import pprint\n",
    "\n",
    "#Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models.coherencemodel import CoherenceModel\n",
    "\n",
    "#spacy for lemmatization\n",
    "import spacy\n",
    "import en_core_web_sm\n",
    "spacy.load('en_core_web_sm')\n",
    "\n",
    "#plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#Enable logging for gensim\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore',category= DeprecationWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#iniializing stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Author</th>\n",
       "      <th>Book</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Andrew Melrose</td>\n",
       "      <td>ALEXANDER MACKAY\\nMISSIONARY HERO OF UGANDA\\nB...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Anthony N. Grooves</td>\n",
       "      <td>JOURNAL\\nOF A\\nRESIDENCE AT BAGDAD, \\nDURING T...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Charles Stanley</td>\n",
       "      <td>Printed in Hong Kong by\\nTHE EMPIRE PRINTING C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Clara S. Fielder</td>\n",
       "      <td>SISTER ABIGAIL\\n(ABIGAIL TOWNSEND LUFFE)\\nBY\\n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>E. H. Broadbent</td>\n",
       "      <td>THE PILGRIM CHURCH\\n\\n\\nBEING SOME ACCOUNT OF ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Author                                               Book\n",
       "0      Andrew Melrose  ALEXANDER MACKAY\\nMISSIONARY HERO OF UGANDA\\nB...\n",
       "1  Anthony N. Grooves  JOURNAL\\nOF A\\nRESIDENCE AT BAGDAD, \\nDURING T...\n",
       "2     Charles Stanley  Printed in Hong Kong by\\nTHE EMPIRE PRINTING C...\n",
       "3    Clara S. Fielder  SISTER ABIGAIL\\n(ABIGAIL TOWNSEND LUFFE)\\nBY\\n...\n",
       "4     E. H. Broadbent  THE PILGRIM CHURCH\\n\\n\\nBEING SOME ACCOUNT OF ..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#importing the dataset\n",
    "df = pd.read_excel('PublicDomainMissionaryTexts2.xlsx')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#cleaning\n",
    "#convert to list\n",
    "data = df.Book.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ALEXANDER MACKAY MISSIONARY HERO OF UGANDA BY THE AUTHOR OF ‘THE STORY OF STANLEY’ TENTH THOUSAND LONDON: THE SUNDAY SCHOOL UNION   and   Ludgate Hill, E. C. CONTENTS. CHAPTER PAGE I. A GOOD BEGINNING   II. CHOOSING HIS LIFE-WORK   III. ON AFRICAN SOIL   IV. DANGERS AND DIFFICULTIES   V. A VISIT TO LKONGE   VI. ARRIVAL AT UGANDA   VII. KING MTESA   VIII. DISAPPOINTMENT   IX. LABOUR AND RESULTS   X. STRANGE TASKS   XI. BUILDING THE ‘ELEANOR‘   XII. KING MWANGA   XIII. UGANDA. MARTYRS   XIV. GOOD-BYE TO UGANDA   XV. FRIENDS AND FELLOW-WORKERS   XVI. LAST DAYS   PREFACE TO SECOND EDITION. BY THE REV. T. C. WILSON (C. M. S. ). IT was in the early part of   that I made the acquaintance of A. M. Mackay, when, having offered for the mission to Uganda, I went up to London to meet those who were to be my fellow-missionaries in the ‘Dark Continent.’ He sailed before me to Zanzibar, but we met again there for a short time. Then I left the coast with our first caravan, and a long time was to elapse before we were to see each other again. Two years passed; Lieutenant Smith and Mr. O’Neill had been murdered in December  , when in the summer of  , having been nearly a year alone in Uganda, I heard from Mackay that he was sending up some stores to Kagei (at the southern end of the Nyanza) in charge of a native. Mtesa allowed me to go to meet this man, and after a voyage of more than a month in native canoes, one evening a point near Kagei came in sight. The canoe-men were weary, and wanted to stop for the night where we were; ‘it was too. far,’‘it was getting dark,’ ‘they did not know the bay.’ I overcame their scruples, took a paddle and guided the canoes. It was pitch dark when we reached the place. Firing two shots (our recognised signal) to announce our arrival, we turned the canoes landwards, and as soon as they grounded on the beach I sprang ashore. I asked the first man I met if any one had come from the coast. Yes, a white man had come. In another minute I had grasped Mackay’s hand; he had come himself instead of sending. We went up to his hut; he had letters for me from home, and each had much to tell the other. The hours flew by unheeded, and the cocks began to crow and the grey dawn appeared in the east before we retired to rest. We returned together to Uganda, and I had many opportunities of seeing how his skill and tact won him friends among the natives. He soon gained great influence over Mtesa, which increased till the end of Mtesa’s life; and this book tells how he used that influence for his Master’s glory. I commend this brief sketch of a noble life to English boys, and pray that God may use it to stir up some to devote their lives to carrying the message of Jesus to dark Africa. C. T. W. Blackheath, September  . ALEXANDER MACKAY. CHAPTER I. A GOOD BEGINNING. Birthplace—Character of his Father—Early Education—Death of his Mother—Conversion. ALEXANDER M. MACKAY was born on the   October   in Rhynie, a small village in Aberdeenshire. His father, the Rev. Alexander Mackay, LL. D., was the Free Church minister of the parish, and a man of unusual ability. Faithful to his duties as a minister, he yet took a keen and intelligent interest in scientific questions; and included among his correspondents and friends, such eminent men as Hugh Miller, Sir Roderick I. Murchison, and others. He had a special knack for teaching young people, and found great pleasure in imparting some of his stores of learning and information to his eager, intelligent young son. From the first, young Mackay gave proofs of great cleverness. When only three years old he could read the New Testament quite easily, and at seven he was reading the Decline and Fall of the Roman Empire, Paradise Lost, and other equally difficult works. Much of his education was carried on while walking in the open air with his father; and many a problem of Euclid was demonstrated on the dusty roads, and botanical specimens examined, to the great wonderment of the simple villagers. At an early age Mackay was unusually skilful in drawing maps, and also in working a small printing-press. Sir Roderick Murchison made him a present of a book called Small Beginnings; or, The Way to get on: and this book had the effect of stirring in the boy’s mind desires after the accomplishment of something great. Up to this time Mackay was more interested in books than anything else. But when he was about eleven years old, a change came over him; and he found a delight in gardening, riding, and outdoor life generally. This must have strengthened his body, and helped to drive off the evil effects which might have resulted from his former studious habits. But all through his boyhood there was an eager thirst for information, rather than fondness for play. He would walk several miles in order to have a few minutes’ look at a steam-engine, and be found busy watching the smith at work, and the flying shuttles of the mill, while his companions were enjoying themselves at play. Some boys who read this story may think that he must have been a prig, but this is a mistake. Mackay was fond of study, it is true; but he was anything but a prig. From everything we can gather, he was bright and pleasant, as a healthy boy should be. It was simply because he found a real pleasure. in acquiring information that he left his companions to play alone, while he dabbled in the joiner’s shop, or picked up rudimentary engineering at the village smithy. And the companions of his boyhood who are yet alive will look back on these years, and see that he was, quite unconsciously, preparing himself for his life-work. It was as a boy in the village of Rhynie that he learned the knowledge of building, carpentering, and smith work, that was in future years of priceless value to him in the heart of Africa. Up till he was fourteen his only teacher was his father, and his only school the Manse. But at this age his father felt himself unable longer. to superintend his studies, and young Mackay was accordingly sent to the Grammar School of Aberdeen. This was in  . Here, we are told, he worked well at his studies, and further developed his mechanical and scientific bent, by studying photography and practical shipbuilding in his spare hours. Like must boys who have become great men, our hero was blessed with a good mother. Her son’s extraordinary talents, his eager disposition, and attractive ways made him a source of great anxiety to this good woman, and many an earnest prayer was put up on his behalf, that Alexander might be kept from the snare of the Evil One. When he had been a year in Aberdeen his mother died. He was absent from home at the time, but he was told of her earnest prayers, and her desire that he would give himself to Christ. Her dying gift to her son was what had been her husband’s wedding present, a Bagster’s Bible, and her earnest injunction to search the Scriptures that he might meet her hereafter. It was the first great grief of his life, and the event made a deep impression on him. He said little about his feelings to any one, but it must have been about this time that he gave himself to God, and became a soldier of Jesus Christ. CHAPTER II. CHOOSING HIS LIFE-WORK. Removal to Edinburgh—In Germany—A Step up the ladder—A Volunteer for Madagascar—Throwing away a good chance—Stanley’s appeal for Missionaries—The call to Uganda—Farewell words—Leaving Southampton. WHEN Mackay was about seventeen his family removed to Edinburgh, and in this city he enrolled as a student in the Free Church Normal College for teachers. Thanks to his thorough home-training and his application to study while in Aberdeen, he took a very high place in the entrance examination. After working hard for two years in this college, he gained his diploma easily, and was now free to pursue the particular bent of his mind. Always of a mechanical turn, as we have seen, he now turned to the study of mechanics and engineering at Edinburgh University. Besides these subjects, he studied classics, higher mathematics, natural philosophy, and surveying and fortification. This formed his first year’s course. For the next two years he taught three hours each day in George Watson’s College in the morning, in order to pay his way. His afternoons were devoted to practical engineering in a Leith firm. This seems to most of us sufficient work for one day; but such was his appetite for work that his evenings were employed in attending lectures on geology, chemistry, and other subjects. In after years he looked back on this busy time with only one regret, namely, that he had not been able to overtake twice as much. Nothing that he had ever learned was thrown away in his future life. In Uganda he found scope for exercising his knowledge on every subject that he had acquired. While in Edinburgh, his Sundays were devoted mainly to mission-work among the poor, and addressing children’s meetings. In Edinburgh he formed a friendship with Dr. John Smith, who was preparing for a missionary’s life, and destined to find his career and untimely grave in Central Africa. After spending three years in this manner, he went to Germany, where he got a position as draughtsman in a leading firm. His work was chiefly drawing designs of steam-engines and all sorts of machinery. From   A. M. till   p. m. each day he was employed at this work. In the evening he worked hard at the German language, and inventing an agricultural machine. The results of his private study appeared in a capital translation of a book and a new machine which took first prize at an Exhibition in Breslau. His companions were men of all nationalities, and were mostly infidels. He had to endure a great deal of persecution from them on account of his religion; and when this failed to gain him over to their side, they shocked him by their blasphemous conversation. Had it not been for his studious habits, his life would have been very lonely; as it was, he sometimes felt sorely in need of companionship and sympathy. By and by he was promoted to be chief of the locomotive department. Besides being a step up the ladder, this gave him a chance of exercising his influence on behalf of religion among the workmen—a work in which he found great pleasure. The bright spot in his life while in Berlin, however, was his friendship with one of the ministers of the Cathedral, a genuine Christian and man of wide culture. At this gentleman’s house he was always made welcome; and here he met the leading Christians of Berlin, including persons of high rank. Extracts from his diary at this period show that he was striving earnestly to follow Christ. He speaks of studying the Bible ‘more than ever,’ and finding it a ‘mine of pure gold.’ He feels strongly that his religion must be ‘a practical thing.‘His friendship with Herr Hofprediger Baur and his wife became so close that they spoke of him as their ‘son Mackay,’ and at last he became a boarder in their home. Mackay had now thoroughly made up his mind to be a missionary. Most likely the idea had been in his mind for some years, but not until August   did he intimate his decision to his family. Shortly after arriving in Berlin, his sister had sent him a letter describing a missionary meeting which had been held in Edinburgh. At this meeting Dr Burns Thomson had pleaded the cause of, Foreign Missions, and urged young men to give themselves to the work in Madagascar. His sister had little idea, probably, of the effect her letter was destined to exert on her brother’s mind. This was in December  , and in August   he wrote to her: ‘I am not a doctor, and therefore cannot go as such; but I am an engineer, and propose, if the Lord will, to go as an engineering missionary? His pet idea was to combine religion and science, and in this way to ‘connect Christianity with modern civilisation? The idea was a new one, and on that account he was prepared to encounter opposition even from friends of missions; but he had the utmost faith in his plan and its ultimate success. After sketching out his plans, he writes: ‘Do not think me mad. It is not to make money that I believe a Christian should live. It will be a trial of all trials to part with you all to go to such a country, (Mackay at this time thought of Madagascar as his field.) where so many (two thousand) Christians were not very long ago put to death.... Christianity should teach men how to be saved for eternity, but also how to live comfortably and healthily together.’ He recognises his own sinfulness, and says his first concern must be to ‘get quit of it.’ ‘The withdrawal of my disability, and the removal of sin’s stain, must precede the free use of my nature for the glory of God ... The noblest thing a man can do is, just humbly to receive, and then go amongst others and give.’ With Mackay, to decide meant to act, and having once made up his mind for the mission field, he lost no time in preparing the way. When his father, to whom he had written asking his consent and blessing, replied, he wrote: ‘I thank God, and thank you, that you have written me as you have done. When you consent, I feel doubly sure that God consents.’ Impatient of the delay that had taken place since first the call had come to him, ‘Who will go?’ he was eager to make up for lost time by starting as soon as his way opened up. ‘How can I say other than that God caused that message to come to me?’ he asks. ‘And if it is of God,’ he continues, ‘must I not say, “ Here am I: send me”?... Perhaps God means my combating here with infidelity to be a training school for preparing me to combat with a not more powerful fiend—idolatry? He had written to Dr. Burns Thomson offering his services to the London Missionary Society, and in due course their reply reached him. The London Missionary Society stated, however, that Madagascar ‘was not ripe for his assistance,’ but ‘might in time need such help as he could give? Had Mackay been fired by a merely temporary impulse, this reply might have checked his enthusiasm. But he was strong in the belief that the way would be opened up; and accordingly he continued hard at work, studying native languages, and fitting himself for a missionary’s life. Young, healthy, and enthusiastic, it is impossible but that the adventurous life of a missionary, and the prospect of being a pioneer of science, must have fired his imagination. But from his letters written at this time, it is evident that, supreme above every other motive, his desire was to extend Christ’s kingdom. ‘I know,’ he says, ‘that it is only in so far as I attain to a high spiritual life by close fellowship with my risen Saviour, that I can be in any way fit for winning souls? And again, < If Christianity is worth anything, it is worth everything. If it calls for any degree of zeal and warmth, it will justify the utmost degree of these? In his diary he writes: ‘Why is a missionary’s life ‘so often an object of my thoughts? Is it simply for the love I bear to souls? Then, why do I not show it more where I am? Lord, open my mouth where I am.’ About this time an offer was made to him of partnership in a large engineering firm in Moscow. It was a splendid opening for one anxious to make a name and fortune, but Mackay had no hesitation in refusing it. His heart was set on mission-work. He had offered himself to God, and having put his hand to the plough, he was not to be turned aside by prospects of worldly wealth and fame, however tempting. Mackay had his thoughts first turned to Africa by an appeal issued by the Church Missionary Society for a lay superintendent to take charge of a settlement for liberated slaves near Mombasa. He applied for the post, but before his letter reached the committee, they had already fixed upon a man. In   Stanley sent a letter to the Daily Telegraph describing Uganda and its king, and calling upon Christians in England to send out missionaries to this promising field. In response to this appeal, the Church Missionary Society at once set about organising a mission; and among the first to offer their services for the work was Mackay. Meantime Dr. Duff, the famous missionary, had written to him, strongly urging him to wait for an opening in the Free Church Mission at Lake Nyassa, or the Church of Scotland Mission, as he (Dr. Duff) did not see how the Church Missionary Society could utilise Mackay’s engineering skill. Strangely enough, the same post brought a letter from the Church Missionary Society thankfully accepting his services for their Mission. Mackay took this as a clear indication that his work lay in Uganda, and at once made preparations for setting out. This was in January  , and in March, Mackay was in England getting ready his outfit. Under his personal supervision he had a boat made in sections, and an engine and boiler for fitting into a boat to be used on Lake Nyanza. Besides these, he had to lay in a stock of tools, and the host of things necessary for industrial mission-work. After much hard work in London, he went to Edinburgh to see his friends, and make final arrangements. But even here, his time was spent in constant work; learning astronomy and printing, and gaining a smattering of medical knowledge. His friends were disappointed that he did not spend more time with them, but Mackay was determined to acquire everything that could be of possible use to him in Africa, and to this end he was ready to sacrifice the claims of friends, and every other consideration. You will bear in mind that all this energy and enthusiasm in learning trades and science was in order to increase his influence as a missionary of Jesus Christ, and then it will be impossible to help admiring his devotion and zeal. The Church Missionary Society expedition to Uganda consisted of eight men. Of these Mackay was the youngest but one. On April   they took leave of the Church Missionary committee. After they had received their instruction from the Secretary, each of the missionaries made a short speech. Mackay being the youngest was called upon last. This is what he said: ‘There is one thing which my brethren have not said, and which I want to say. I want to remind the committee that within six months they will probably hear that one of us is dead.’ The words were blunt, but every one felt that there was every chance of their proving true, and for a minute there was a solemn silence. ‘But,’ he added, ‘what I want to say is this. When that news comes, do not be cast down, but send some one else immediately to take the vacant place.’ They sailed from Southampton on April  , and just before starting he wrote home. After speaking of his work and prospects, he concluded in these words: ‘It is His cause—it must prosper whether I be spared to see its consummation or not. May God give me health and strength, and fit me for so glorious a work—the enlargement of the kingdom of His dear Son. Pray for me that grace may be given me to keep steadily in view the one great object.’ This was his last look homewards. With single eye and steadfast purpose Mackay now turned his face to the Dark Continent. CHAPTER III. ON AFRICAN SOIL. First glimpse of Africa — Arrival at Zanzibar — Up the Wami— Lieutenant Smith has Fever—Mackay’s illness, and return to coast—Swamping of the Daisy—Chasing Slave caravans—Stricken down, and recovery—‘White men’s roads.’ ON Tuesday, May  ,  , Mackay caught his first glimpse of Africa. With strange feelings he gazed at the outline of that mighty continent which, for so many centuries, had hidden dark places full of cruelty and superstition. But as he gazed, there sprang up in his mind a vision of the Sun of Righteousness shedding light on Africa; chasing cruelty and superstition away, and making its dark places rejoice. ‘Now,’ he exclaims, ‘for the springing up of new light in the dark land of dusky Ham! Is there any power that will elevate the degraded race? Yes, the gospel, mighty power!’ And again: ‘I shall, in the name and strength of God, set up my printing-press on the shores of the Victoria Nyanza, and I shall not cease to toil till the story of the Cross of Christ be printed in the language of Karague and Uganda, and every man be taught to read it, and believe it too!’ They arrived at Zanzibar on the   May after a prosperous voyage, without any incident worthy of notice. As you boys are aware, Zanzibar is a large and busy island off the east coast of Africa. Here travellers bound for the interior make up their caravans, hire pagazis, (Porters.) and lay in stores of food and articles for bartering with the native chiefs whom they may come across. To lessen the trouble of the journey, it was intended to sail up the Wami River as far as the Usagara Hills; and on   June, Mackay and Lieutenant Smith started in the Daisy on a voyage of exploration, for the purpose of finding out if the river was navigable. From the beginning of their journey it was evident that they must give up all thought of sailing up the Wami with their caravan. The river was fearfully winding, and after eight days’ sailing they had only travelled about seventy miles. Besides this, the chiefs dwelling on the banks were hostile and greedy; and to crown all, they found that the river was falling at the rate of two inches per day. Some idea of how much the river winds may be had, when we are told that five days’ sailing was only equal to two days’ walking. The weather was very hot, and this, combined with poisonous smells from the banks of the river, had a most depressing effect upon them. Lieutenant Smith had fever three times, and was so weakened by the attacks that he was quite laid up. Fortunately, Mackay enjoyed good health, and upon him fell all the trouble of making their way back to Zanzibar. Their first real misfortune was at Sadani, off Zanzibar; for here their boat was swamped. Happily they escaped with their lives, and by good luck they managed to rescue most of their cargo. After getting Lieutenant Smith to bed in the house of a friendly chief, Mackay chartered a dhow (Arab boat.) and started for Zanzibar, where he arrived six hours later. During his absence, O’Neill, one of the missionaries, had been down with fever, but the rest were all well. After refreshment and a few hours’ rest, Mackay and Robertson went back to bring Lieutenant Smith and their boat, the Daisy, to Zanzibar. It was night when they drew near the shore, and they were unable to make out where they were. Leaving their boat, they found themselves on a long, flat, muddy coast. The tide was going out rapidly, and in a short time they found that they had lost their boat and their way. Knee deep in mud, and in darkness, they struggled to the mainland, where they found a boy sleeping by a fire, and from him they learned that Sadani was twelve miles off! It was hopeless to attempt to proceed further that night, so they sat by the fire till morning. Next day they found their boat and got back to their ship. They reached Sadani safely, and brought Lieutenant Smith and the Daisy back to Zanzibar. They were loath to give up the idea of travelling by water part of their journey, and in a few days Mackay, with two companions, started to explore the Kingani River. To their disappointment they found it worse for navigation and more winding than the Wami; and after travelling about   miles in three weeks, they turned back, convinced that the expedition must proceed by road. The expedition was split up into four caravans, each in charge of a leader. Mackay himself took charge of the third. After they were fairly under way, everything went well until reaching Ugogo. Here Mackay was taken so seriously ill that it was decided to send him back to the coast. Dr. Smith, his old Edinburgh friend, wished to accompany him, but Mackay would not consent to this arrangement. It was an unselfish determination, for he would certainly have enjoyed Dr. Smith’s society on his weary journey back. But it was simply consistent with the position he took up from the beginning. The work was what occupied his mind, and for its success he was ready to sacrifice every personal consideration. It must have been a great disappointment to be compelled to go back at such an early stage of the journey. But with rare self-sacrifice, he would not take from the work another of its workers; and so good-byes were said, and the friends parted company. They parted with hopes of meeting again, but the meeting never took place on earth, for Dr. Smith had fallen a victim to African fevers before Mackay again joined the party. Mackay himself was assailed by the persistent enemy of the white man, but, happily, the illness proved less serious than was anticipated; and before he reached Sadani, he had quite recovered. Meantime he had received instructions from the Church Missionary Society to delay his journey until the end of the rainy season. To prevent the time hanging heavily on his hands, he occupied himself in making up a relief caravan to send to the advance party; cutting a road   miles inland, and chasing slave-dealers whose caravans were constantly passing. Notwithstanding the vexatious delays and his serious illness, he was as enthusiastic as ever. Some one had written from home telling him that a friend had been expecting to hear that he regretted having adopted a missionary’s life. To which his reply was, ‘I am sorry S-----should think I entertain regrets at coming out here. Why, I would not exchange my position for a thousand times the value of his. It is true that I have much secular work to do yet before I get settled down in Uganda, and probably shall have much more after; but it is all for the one end, which my heart’s desire is to see accomplished.’ While living at Sadani, he and a Swiss gentleman had some exciting chases after slave caravans. In one instance, he was enabled to set the slaves free. There was some brisk fighting between his party and the Arab slave-dealers on several occasions. After a time, however, Mackay made up his mind to do no more in the way of trying to stop the traffic. The chief and people of Sadani were rather in favour of the slave trade than against it; and Mackay found that his attitude on the question brought him into awkward relations with them. March was a bad time with him, for during the month he had several attacks of the dreaded Mukunguru fever. Owing to the careful, kind nursing of M. Broyon, the Swiss gentleman to whom we have already referred, Mackay got safely over the first attack. Afterwards he was brought to Zanzibar; and carefully attended to by the Church Missionary Society agents. By   April he was quite well again, and hard at work cutting the road to Mpwapwa. The work was very hard, and our hero had been obliged to ‘rough it’ in true pioneer fashion. ‘I have,’ he says, ‘slept in all sorts of places: a cowbyre, a sheep-cote, a straw hut not larger than a dog kennel, and often in no house at all. Anything suits me, provided I get a spot tolerably clear of ants and mosquitoes.’ In a month he had cleared a splendid waggon road fifty miles long, through ‘dense and thorny jungles’ which offered resistance ‘peculiar to themselves.’ ‘Imagine a forest of lofty slender trees with a cop between of thorny creepers, so dense below that a cat could scarcely creep along, and branched and intertwined above, like green, unravelled hemp.’ Native caravans were in the habit of coming the same road, but although the spiky bushes tore their flesh, and dragged the bundles from the pagazis’ heads, not a hand was raised to cut down a branch or clear the way. The ‘white men’s roads’ were a constant source of wonder and astonishment. Mackay’s working gang consisted of about forty men, and these, armed with the best quality of axes, saws, picks, spades, and tools of all kinds, hewed their way through every obstacle. Like the great traveller Stanley, Mackay had some gift of palavering with the chiefs, and every one whom he had met had made him their ‘brother.’ When this operation of brotherhood had been performed, the traveller was free from many annoyances, and at liberty to pass through countries unmolested, through which without this bond it would have been needful for him to fight his way. CHAPTER IV. DANGERS AND DIFFICULTIES. A Terrible Disaster—On the march to the Victoria Nyanza—Attacked by Robbers—Fever again—Said Bin Salim. WHILE Mackay and his men were hewing and cutting their way through to Mpwapwa, a terrible disaster had overtaken the advance party. Mr. O’Neill and Rev. C. T. Wilson had reached the Nyanza on   January  , and Lieutenant and Dr. Smith three months later. Dr. Smith died of dysentery shortly after. In July, Lieutenant Smith and Mr. Wilson went on to Uganda to see how matters stood. The former returned in August to Ukerewe, leaving Mr. Wilson in Uganda. Early in December of that same year, Smith and O’Neill prepared to leave the southern end of the Nyanza, with all their men and goods, to rejoin Mr. Wilson, and wrote to Mackay on the   from Kagei, saying that they were just setting out for Uganda. While at Ukerewe the king made an attack upon Songoro, an Arab slave-dealer, who thereupon ran for protection to Lieutenant Smith and Mr. O’Neill. On their refusing to give up the fugitive, the king attacked the missionaries with a large force and slaughtered the whole party. Mackay’s grief on hearing of the disaster was very great. But he had not expected Africa to be won for Christ without loss of life, as his farewell speech in London showed; and even now when the news reached him of the death of his two brethren, his prayer was that God would send more men. Not a fear entered his mind as to his own safety, not once a wish to turn back. His only regret was the delay to the work which must be the consequence. ‘But God has other hands in reserve,’ he writes, ‘whom He will bring to the front fast and unexpectedly, and the work will proceed whether we break down or not.’ His great desire now was to hurry forward as fast as possible in order to prevent further bloodshed. The march to the Lake was difficult, and beset with many hardships. Besides the natural difficulties which the road presented, they were in constant fear of attacks by robbers who infested some districts. Mackay’s plan was to keep his men marching close together carrying their bales, he himself bringing up the rear. While this order was adhered to, the robbers did not venture to attack them. But on a certain evening one of the carriers fell behind, and shortly afterwards Mackay heard him cry for help. Turning back, he found that a gang of robbers had attacked the carrier with clubs, stolen his bale, and vanished in the bush. Unfortunately, the bale contained provisions which they could ill spare, and their only supply of quinine. Here I must explain that for the terrible fevers of Africa, quinine is the only remedy; and it is hopeless to attempt African travelling without a good supply of this medicine. In order to ward off fever, Mackay took a daily dose; but now that the bale containing it was stolen, that was impossible. Fortunately, he met an Arab caravan going east, the leader of which was most hospitable. After entertaining him to a sumptuous dinner, he gave Mackay a present of candles and matches—articles which had been carried off in the stolen bale. Mackay sent a message by his hand to his companions at Mpwapwa, asking them to forward a messenger with supplies of quinine as soon as possible. Passing through Ugogo he experienced much the same treatment as Stanley had met with on his famous march to find Livingstone. Some years had elapsed since then, but the character of the people had not altered. They were rude, insolent, suspicious; and greedy beyond measure. Unwilling to delay his journey for the return of the messenger with quinine, Mackay was now marching in easy stages. But at the end of a fortnight he felt fever symptoms gradually creeping on, and at last he was unable to proceed further, owing to weakness and shivering. Once more Providence seemed to befriend him, for, just when he was ready to give up, the messenger arrived from Mpwapwa bringing supplies and the much longed-for quinine. After a few doses the fever symptoms left him, and next day he was able to take the road once more. The prospect at this time, however, was anything but cheering. Much of the country was flooded with water, and for hours at a time he had to wade up to the middle. His sleeping accommodation at nights was of the mos']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "data = [re.sub(\"\\'\", \" \", sent) for sent in data]\n",
    "data = [re.sub('\\[.*?\\]', ' ', sent) for sent in data]\n",
    "data = [re.sub('\\w*\\d\\w*', ' ', sent) for sent in data]\n",
    "data[:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['alexander', 'mackay', 'missionary', 'hero', 'of', 'uganda', 'by', 'the', 'author', 'of', 'the', 'story', 'of', 'stanley', 'tenth', 'thousand', 'london', 'the', 'sunday', 'school', 'union', 'and', 'ludgate', 'hill', 'contents', 'chapter', 'page', 'good', 'beginning', 'ii', 'choosing', 'his', 'life', 'work', 'iii', 'on', 'african', 'soil', 'iv', 'dangers', 'and', 'difficulties', 'visit', 'to', 'lkonge', 'vi', 'arrival', 'at', 'uganda', 'vii', 'king', 'mtesa', 'viii', 'disappointment', 'ix', 'labour', 'and', 'results', 'strange', 'tasks', 'xi', 'building', 'the', 'eleanor', 'xii', 'king', 'mwanga', 'xiii', 'uganda', 'martyrs', 'xiv', 'good', 'bye', 'to', 'uganda', 'xv', 'friends', 'and', 'fellow', 'workers', 'xvi', 'last', 'days', 'preface', 'to', 'second', 'edition', 'by', 'the', 'rev', 'wilson', 'it', 'was', 'in', 'the', 'early', 'part', 'of', 'that', 'made', 'the', 'acquaintance', 'of', 'mackay', 'when', 'having', 'offered', 'for', 'the', 'mission', 'to', 'uganda', 'went', 'up', 'to', 'london', 'to', 'meet', 'those', 'who', 'were', 'to', 'be', 'my', 'fellow', 'missionaries', 'in', 'the', 'dark', 'continent', 'he', 'sailed', 'before', 'me', 'to', 'zanzibar', 'but', 'we', 'met', 'again', 'there', 'for', 'short', 'time', 'then', 'left', 'the', 'coast', 'with', 'our', 'first', 'caravan', 'and', 'long', 'time', 'was', 'to', 'elapse', 'before', 'we', 'were', 'to', 'see', 'each', 'other', 'again', 'two', 'years', 'passed', 'lieutenant', 'smith', 'and', 'mr', 'neill', 'had', 'been', 'murdered', 'in', 'december', 'when', 'in', 'the', 'summer', 'of', 'having', 'been', 'nearly', 'year', 'alone', 'in', 'uganda', 'heard', 'from', 'mackay', 'that', 'he', 'was', 'sending', 'up', 'some', 'stores', 'to', 'kagei', 'at', 'the', 'southern', 'end', 'of', 'the', 'nyanza', 'in', 'charge', 'of', 'native', 'mtesa', 'allowed', 'me', 'to', 'go', 'to', 'meet', 'this', 'man', 'and', 'after', 'voyage', 'of', 'more', 'than', 'month', 'in', 'native', 'canoes', 'one', 'evening', 'point', 'near', 'kagei', 'came', 'in', 'sight', 'the', 'canoe', 'men', 'were', 'weary', 'and', 'wanted', 'to', 'stop', 'for', 'the', 'night', 'where', 'we', 'were', 'it', 'was', 'too', 'far', 'it', 'was', 'getting', 'dark', 'they', 'did', 'not', 'know', 'the', 'bay', 'overcame', 'their', 'scruples', 'took', 'paddle', 'and', 'guided', 'the', 'canoes', 'it', 'was', 'pitch', 'dark', 'when', 'we', 'reached', 'the', 'place', 'firing', 'two', 'shots', 'our', 'recognised', 'signal', 'to', 'announce', 'our', 'arrival', 'we', 'turned', 'the', 'canoes', 'landwards', 'and', 'as', 'soon', 'as', 'they', 'grounded', 'on', 'the', 'beach', 'sprang', 'ashore', 'asked', 'the', 'first', 'man', 'met', 'if', 'any', 'one', 'had', 'come', 'from', 'the', 'coast', 'yes', 'white', 'man', 'had', 'come', 'in', 'another', 'minute', 'had', 'grasped', 'mackay', 'hand', 'he', 'had', 'come', 'himself', 'instead', 'of', 'sending', 'we', 'went', 'up', 'to', 'his', 'hut', 'he', 'had', 'letters', 'for', 'me', 'from', 'home', 'and', 'each', 'had', 'much', 'to', 'tell', 'the', 'other', 'the', 'hours', 'flew', 'by', 'unheeded', 'and', 'the', 'cocks', 'began', 'to', 'crow', 'and', 'the', 'grey', 'dawn', 'appeared', 'in', 'the', 'east', 'before', 'we', 'retired', 'to', 'rest', 'we', 'returned', 'together', 'to', 'uganda', 'and', 'had', 'many', 'opportunities', 'of', 'seeing', 'how', 'his', 'skill', 'and', 'tact', 'won', 'him', 'friends', 'among', 'the', 'natives', 'he', 'soon', 'gained', 'great', 'influence', 'over', 'mtesa', 'which', 'increased', 'till', 'the', 'end', 'of', 'mtesa', 'life', 'and', 'this', 'book', 'tells', 'how', 'he', 'used', 'that', 'influence', 'for', 'his', 'master', 'glory', 'commend', 'this', 'brief', 'sketch', 'of', 'noble', 'life', 'to', 'english', 'boys', 'and', 'pray', 'that', 'god', 'may', 'use', 'it', 'to', 'stir', 'up', 'some', 'to', 'devote', 'their', 'lives', 'to', 'carrying', 'the', 'message', 'of', 'jesus', 'to', 'dark', 'africa', 'blackheath', 'september', 'alexander', 'mackay', 'chapter', 'good', 'beginning', 'birthplace', 'character', 'of', 'his', 'father', 'early', 'education', 'death', 'of', 'his', 'mother', 'conversion', 'alexander', 'mackay', 'was', 'born', 'on', 'the', 'october', 'in', 'rhynie', 'small', 'village', 'in', 'aberdeenshire', 'his', 'father', 'the', 'rev', 'alexander', 'mackay', 'll', 'was', 'the', 'free', 'church', 'minister', 'of', 'the', 'parish', 'and', 'man', 'of', 'unusual', 'ability', 'faithful', 'to', 'his', 'duties', 'as', 'minister', 'he', 'yet', 'took', 'keen', 'and', 'intelligent', 'interest', 'in', 'scientific', 'questions', 'and', 'included', 'among', 'his', 'correspondents', 'and', 'friends', 'such', 'eminent', 'men', 'as', 'hugh', 'miller', 'sir', 'roderick', 'murchison', 'and', 'others', 'he', 'had', 'special', 'knack', 'for', 'teaching', 'young', 'people', 'and', 'found', 'great', 'pleasure', 'in', 'imparting', 'some', 'of', 'his', 'stores', 'of', 'learning', 'and', 'information', 'to', 'his', 'eager', 'intelligent', 'young', 'son', 'from', 'the', 'first', 'young', 'mackay', 'gave', 'proofs', 'of', 'great', 'cleverness', 'when', 'only', 'three', 'years', 'old', 'he', 'could', 'read', 'the', 'new', 'testament', 'quite', 'easily', 'and', 'at', 'seven', 'he', 'was', 'reading', 'the', 'decline', 'and', 'fall', 'of', 'the', 'roman', 'empire', 'paradise', 'lost', 'and', 'other', 'equally', 'difficult', 'works', 'much', 'of', 'his', 'education', 'was', 'carried', 'on', 'while', 'walking', 'in', 'the', 'open', 'air', 'with', 'his', 'father', 'and', 'many', 'problem', 'of', 'euclid', 'was', 'demonstrated', 'on', 'the', 'dusty', 'roads', 'and', 'botanical', 'specimens', 'examined', 'to', 'the', 'great', 'wonderment', 'of', 'the', 'simple', 'villagers', 'at', 'an', 'early', 'age', 'mackay', 'was', 'unusually', 'skilful', 'in', 'drawing', 'maps', 'and', 'also', 'in', 'working', 'small', 'printing', 'press', 'sir', 'roderick', 'murchison', 'made', 'him', 'present', 'of', 'book', 'called', 'small', 'beginnings', 'or', 'the', 'way', 'to', 'get', 'on', 'and', 'this', 'book', 'had', 'the', 'effect', 'of', 'stirring', 'in', 'the', 'boy', 'mind', 'desires', 'after', 'the', 'accomplishment', 'of', 'something', 'great', 'up', 'to', 'this', 'time', 'mackay', 'was', 'more', 'interested', 'in', 'books', 'than', 'anything', 'else', 'but', 'when', 'he', 'was', 'about', 'eleven', 'years', 'old', 'change', 'came', 'over', 'him', 'and', 'he', 'found', 'delight', 'in', 'gardening', 'riding', 'and', 'outdoor', 'life', 'generally', 'this', 'must', 'have', 'strengthened', 'his', 'body', 'and', 'helped', 'to', 'drive', 'off', 'the', 'evil', 'effects', 'which', 'might', 'have', 'resulted', 'from', 'his', 'former', 'studious', 'habits', 'but', 'all', 'through', 'his', 'boyhood', 'there', 'was', 'an', 'eager', 'thirst', 'for', 'information', 'rather', 'than', 'fondness', 'for', 'play', 'he', 'would', 'walk', 'several', 'miles', 'in', 'order', 'to', 'have', 'few', 'minutes', 'look', 'at', 'steam', 'engine', 'and', 'be', 'found', 'busy', 'watching', 'the', 'smith', 'at', 'work', 'and', 'the', 'flying', 'shuttles', 'of', 'the', 'mill', 'while', 'his', 'companions', 'were', 'enjoying', 'themselves', 'at', 'play', 'some', 'boys', 'who', 'read', 'this', 'story', 'may', 'think', 'that', 'he', 'must', 'have', 'been', 'prig', 'but', 'this', 'is', 'mistake', 'mackay', 'was', 'fond', 'of', 'study', 'it', 'is', 'true', 'but', 'he', 'was', 'anything', 'but', 'prig', 'from', 'everything', 'we', 'can', 'gather', 'he', 'was', 'bright', 'and', 'pleasant', 'as', 'healthy', 'boy', 'should', 'be', 'it', 'was', 'simply', 'because', 'he', 'found', 'real', 'pleasure', 'in', 'acquiring', 'information', 'that', 'he', 'left', 'his', 'companions', 'to', 'play', 'alone', 'while', 'he', 'dabbled', 'in', 'the', 'joiner', 'shop', 'or', 'picked', 'up', 'rudimentary', 'engineering', 'at', 'the', 'village', 'smithy', 'and', 'the', 'companions', 'of', 'his', 'boyhood', 'who', 'are', 'yet', 'alive', 'will', 'look', 'back', 'on', 'these', 'years', 'and', 'see', 'that', 'he', 'was', 'quite', 'unconsciously', 'preparing', 'himself', 'for', 'his', 'life', 'work', 'it', 'was', 'as', 'boy', 'in', 'the', 'village', 'of', 'rhynie', 'that', 'he', 'learned', 'the', 'knowledge', 'of', 'building', 'carpentering', 'and', 'smith', 'work', 'that', 'was', 'in', 'future', 'years', 'of', 'priceless', 'value', 'to', 'him', 'in', 'the', 'heart', 'of', 'africa', 'up', 'till', 'he', 'was', 'fourteen', 'his', 'only', 'teacher', 'was', 'his', 'father', 'and', 'his', 'only', 'school', 'the', 'manse', 'but', 'at', 'this', 'age', 'his', 'father', 'felt', 'himself', 'unable', 'longer', 'to', 'superintend', 'his', 'studies', 'and', 'young', 'mackay', 'was', 'accordingly', 'sent', 'to', 'the', 'grammar', 'school', 'of', 'aberdeen', 'this', 'was', 'in', 'here', 'we', 'are', 'told', 'he', 'worked', 'well', 'at', 'his', 'studies', 'and', 'further', 'developed', 'his', 'mechanical', 'and', 'scientific', 'bent', 'by', 'studying', 'photography', 'and', 'practical', 'shipbuilding', 'in', 'his', 'spare', 'hours', 'like', 'must', 'boys', 'who', 'have', 'become', 'great', 'men', 'our', 'hero', 'was', 'blessed', 'with', 'good', 'mother', 'her', 'son', 'extraordinary', 'talents', 'his', 'eager', 'disposition', 'and', 'attractive', 'ways', 'made', 'him', 'source', 'of', 'great', 'anxiety', 'to', 'this', 'good', 'woman', 'and', 'many', 'an', 'earnest', 'prayer', 'was', 'put', 'up', 'on', 'his', 'behalf', 'that', 'alexander', 'might', 'be', 'kept', 'from', 'the', 'snare', 'of', 'the', 'evil', 'one', 'when', 'he', 'had', 'been', 'year', 'in', 'aberdeen', 'his', 'mother', 'died', 'he', 'was', 'absent', 'from', 'home', 'at', 'the', 'time', 'but', 'he', 'was', 'told', 'of', 'her', 'earnest', 'prayers', 'and', 'her', 'desire', 'that', 'he', 'would', 'give', 'himself', 'to', 'christ', 'her', 'dying', 'gift', 'to', 'her', 'son', 'was', 'what', 'had', 'been', 'her', 'husband', 'wedding', 'present', 'bagster', 'bible', 'and', 'her', 'earnest', 'injunction', 'to', 'search', 'the', 'scriptures', 'that', 'he', 'might', 'meet', 'her', 'hereafter', 'it', 'was', 'the', 'first', 'great', 'grief', 'of', 'his', 'life', 'and', 'the', 'event', 'made', 'deep', 'impression', 'on', 'him', 'he', 'said', 'little', 'about', 'his', 'feelings', 'to', 'any', 'one', 'but', 'it', 'must', 'have', 'been', 'about', 'this', 'time', 'that', 'he', 'gave', 'himself', 'to', 'god', 'and', 'became', 'soldier', 'of', 'jesus', 'christ', 'chapter', 'ii', 'choosing', 'his', 'life', 'work', 'removal', 'to', 'edinburgh', 'in', 'germany', 'step', 'up', 'the', 'ladder', 'volunteer', 'for', 'madagascar', 'throwing', 'away', 'good', 'chance', 'stanley', 'appeal', 'for', 'missionaries', 'the', 'call', 'to', 'uganda', 'farewell', 'words', 'leaving', 'southampton', 'when', 'mackay', 'was', 'about', 'seventeen', 'his', 'family', 'removed', 'to', 'edinburgh', 'and', 'in', 'this', 'city', 'he', 'enrolled', 'as', 'student', 'in', 'the', 'free', 'church', 'normal', 'college', 'for', 'teachers', 'thanks', 'to', 'his', 'thorough', 'home', 'training', 'and', 'his', 'application', 'to', 'study', 'while', 'in', 'aberdeen', 'he', 'took', 'very', 'high', 'place', 'in', 'the', 'entrance', 'examination', 'after', 'working', 'hard', 'for', 'two', 'years', 'in', 'this', 'college', 'he', 'gained', 'his', 'diploma', 'easily', 'and', 'was', 'now', 'free', 'to', 'pursue', 'the', 'particular', 'bent', 'of', 'his', 'mind', 'always', 'of', 'mechanical', 'turn', 'as', 'we', 'have', 'seen', 'he', 'now', 'turned', 'to', 'the', 'study', 'of', 'mechanics', 'and', 'engineering', 'at', 'edinburgh', 'university', 'besides', 'these', 'subjects', 'he', 'studied', 'classics', 'higher', 'mathematics', 'natural', 'philosophy', 'and', 'surveying', 'and', 'fortification', 'this', 'formed', 'his', 'first', 'year', 'course', 'for', 'the', 'next', 'two', 'years', 'he', 'taught', 'three', 'hours', 'each', 'day', 'in', 'george', 'watson', 'college', 'in', 'the', 'morning', 'in', 'order', 'to', 'pay', 'his', 'way', 'his', 'afternoons', 'were', 'devoted', 'to', 'practical', 'engineering', 'in', 'leith', 'firm', 'this', 'seems', 'to', 'most', 'of', 'us', 'sufficient', 'work', 'for', 'one', 'day', 'but', 'such', 'was', 'his', 'appetite', 'for', 'work', 'that', 'his', 'evenings', 'were', 'employed', 'in', 'attending', 'lectures', 'on', 'geology', 'chemistry', 'and', 'other', 'subjects', 'in', 'after', 'years', 'he', 'looked', 'back', 'on', 'this', 'busy', 'time', 'with', 'only', 'one', 'regret', 'namely', 'that', 'he', 'had', 'not', 'been', 'able', 'to', 'overtake', 'twice', 'as', 'much', 'nothing', 'that', 'he', 'had', 'ever', 'learned', 'was', 'thrown', 'away', 'in', 'his', 'future', 'life', 'in', 'uganda', 'he', 'found', 'scope', 'for', 'exercising', 'his', 'knowledge', 'on', 'every', 'subject', 'that', 'he', 'had', 'acquired', 'while', 'in', 'edinburgh', 'his', 'sundays', 'were', 'devoted', 'mainly', 'to', 'mission', 'work', 'among', 'the', 'poor', 'and', 'addressing', 'children', 'meetings', 'in', 'edinburgh', 'he', 'formed', 'friendship', 'with', 'dr', 'john', 'smith', 'who', 'was', 'preparing', 'for', 'missionary', 'life', 'and', 'destined', 'to', 'find', 'his', 'career', 'and', 'untimely', 'grave', 'in', 'central', 'africa', 'after', 'spending', 'three', 'years', 'in', 'this', 'manner', 'he', 'went', 'to', 'germany', 'where', 'he', 'got', 'position', 'as', 'draughtsman', 'in', 'leading', 'firm', 'his', 'work', 'was', 'chiefly', 'drawing', 'designs', 'of', 'steam', 'engines', 'and', 'all', 'sorts', 'of', 'machinery', 'from', 'till', 'each', 'day', 'he', 'was', 'employed', 'at', 'this', 'work', 'in', 'the', 'evening', 'he', 'worked', 'hard', 'at', 'the', 'german', 'language', 'and', 'inventing', 'an', 'agricultural', 'machine', 'the', 'results', 'of', 'his', 'private', 'study', 'appeared', 'in', 'capital', 'translation', 'of', 'book', 'and', 'new', 'machine', 'which', 'took', 'first', 'prize', 'at', 'an', 'exhibition', 'in', 'breslau', 'his', 'companions', 'were', 'men', 'of', 'all', 'nationalities', 'and', 'were', 'mostly', 'infidels', 'he', 'had', 'to', 'endure', 'great', 'deal', 'of', 'persecution', 'from', 'them', 'on', 'account', 'of', 'his', 'religion', 'and', 'when', 'this', 'failed', 'to', 'gain', 'him', 'over', 'to', 'their', 'side', 'they', 'shocked', 'him', 'by', 'their', 'blasphemous', 'conversation', 'had', 'it', 'not', 'been', 'for', 'his', 'studious', 'habits', 'his', 'life', 'would', 'have', 'been', 'very', 'lonely', 'as', 'it', 'was', 'he', 'sometimes', 'felt', 'sorely', 'in', 'need', 'of', 'companionship', 'and', 'sympathy', 'by', 'and', 'by', 'he', 'was', 'promoted', 'to', 'be', 'chief', 'of', 'the', 'locomotive', 'department', 'besides', 'being', 'step', 'up', 'the', 'ladder', 'this', 'gave', 'him', 'chance', 'of', 'exercising', 'his', 'influence', 'on', 'behalf', 'of', 'religion', 'among', 'the', 'workmen', 'work', 'in', 'which', 'he', 'found', 'great', 'pleasure', 'the', 'bright', 'spot', 'in', 'his', 'life', 'while', 'in', 'berlin', 'however', 'was', 'his', 'friendship', 'with', 'one', 'of', 'the', 'ministers', 'of', 'the', 'cathedral', 'genuine', 'christian', 'and', 'man', 'of', 'wide', 'culture', 'at', 'this', 'gentleman', 'house', 'he', 'was', 'always', 'made', 'welcome', 'and', 'here', 'he', 'met', 'the', 'leading', 'christians', 'of', 'berlin', 'including', 'persons', 'of', 'high', 'rank', 'extracts', 'from', 'his', 'diary', 'at', 'this', 'period', 'show', 'that', 'he', 'was', 'striving', 'earnestly', 'to', 'follow', 'christ', 'he', 'speaks', 'of', 'studying', 'the', 'bible', 'more', 'than', 'ever', 'and', 'finding', 'it', 'mine', 'of', 'pure', 'gold', 'he', 'feels', 'strongly', 'that', 'his', 'religion', 'must', 'be', 'practical', 'thing', 'his', 'friendship', 'with', 'herr', 'hofprediger', 'baur', 'and', 'his', 'wife', 'became', 'so', 'close', 'that', 'they', 'spoke', 'of', 'him', 'as', 'their', 'son', 'mackay', 'and', 'at', 'last', 'he', 'became', 'boarder', 'in', 'their', 'home', 'mackay', 'had', 'now', 'thoroughly', 'made', 'up', 'his', 'mind', 'to', 'be', 'missionary', 'most', 'likely', 'the', 'idea', 'had', 'been', 'in', 'his', 'mind', 'for', 'some', 'years', 'but', 'not', 'until', 'august', 'did', 'he', 'intimate', 'his', 'decision', 'to', 'his', 'family', 'shortly', 'after', 'arriving', 'in', 'berlin', 'his', 'sister', 'had', 'sent', 'him', 'letter', 'describing', 'missionary', 'meeting', 'which', 'had', 'been', 'held', 'in', 'edinburgh', 'at', 'this', 'meeting', 'dr', 'burns', 'thomson', 'had', 'pleaded', 'the', 'cause', 'of', 'foreign', 'missions', 'and', 'urged', 'young', 'men', 'to', 'give', 'themselves', 'to', 'the', 'work', 'in', 'madagascar', 'his', 'sister', 'had', 'little', 'idea', 'probably', 'of', 'the', 'effect', 'her', 'letter', 'was', 'destined', 'to', 'exert', 'on', 'her', 'brother', 'mind', 'this', 'was', 'in', 'december', 'and', 'in', 'august', 'he', 'wrote', 'to', 'her', 'am', 'not', 'doctor', 'and', 'therefore', 'cannot', 'go', 'as', 'such', 'but', 'am', 'an', 'engineer', 'and', 'propose', 'if', 'the', 'lord', 'will', 'to', 'go', 'as', 'an', 'engineering', 'missionary', 'his', 'pet', 'idea', 'was', 'to', 'combine', 'religion', 'and', 'science', 'and', 'in', 'this', 'way', 'to', 'connect', 'christianity', 'with', 'modern', 'civilisation', 'the', 'idea', 'was', 'new', 'one', 'and', 'on', 'that', 'account', 'he', 'was', 'prepared', 'to', 'encounter', 'opposition', 'even', 'from', 'friends', 'of', 'missions', 'but', 'he', 'had', 'the', 'utmost', 'faith', 'in', 'his', 'plan', 'and', 'its', 'ultimate', 'success', 'after', 'sketching', 'out', 'his', 'plans', 'he', 'writes', 'do', 'not', 'think', 'me', 'mad', 'it', 'is', 'not', 'to', 'make', 'money', 'that', 'believe', 'christian', 'should', 'live', 'it', 'will', 'be', 'trial', 'of', 'all', 'trials', 'to', 'part', 'with', 'you', 'all', 'to', 'go', 'to', 'such', 'country', 'mackay', 'at', 'this', 'time', 'thought', 'of', 'madagascar', 'as', 'his', 'field', 'where', 'so', 'many', 'two', 'thousand', 'christians', 'were', 'not', 'very', 'long', 'ago', 'put', 'to', 'death', 'christianity', 'should', 'teach', 'men', 'how', 'to', 'be', 'saved', 'for', 'eternity', 'but', 'also', 'how', 'to', 'live', 'comfortably', 'and', 'healthily', 'together', 'he', 'recognises', 'his', 'own', 'sinfulness', 'and', 'says', 'his', 'first', 'concern', 'must', 'be', 'to', 'get', 'quit', 'of', 'it', 'the', 'withdrawal', 'of', 'my', 'disability', 'and', 'the', 'removal', 'of', 'sin', 'stain', 'must', 'precede', 'the', 'free', 'use', 'of', 'my', 'nature', 'for', 'the', 'glory', 'of', 'god', 'the', 'noblest', 'thing', 'man', 'can', 'do', 'is', 'just', 'humbly', 'to', 'receive', 'and', 'then', 'go', 'amongst', 'others', 'and', 'give', 'with', 'mackay', 'to', 'decide', 'meant', 'to', 'act', 'and', 'having', 'once', 'made', 'up', 'his', 'mind', 'for', 'the', 'mission', 'field', 'he', 'lost', 'no', 'time', 'in', 'preparing', 'the', 'way', 'when', 'his', 'father', 'to', 'whom', 'he', 'had', 'written', 'asking', 'his', 'consent', 'and', 'blessing', 'replied', 'he', 'wrote', 'thank', 'god', 'and', 'thank', 'you', 'that', 'you', 'have', 'written', 'me', 'as', 'you', 'have', 'done', 'when', 'you', 'consent', 'feel', 'doubly', 'sure', 'that', 'god', 'consents', 'impatient', 'of', 'the', 'delay', 'that', 'had', 'taken', 'place', 'since', 'first', 'the', 'call', 'had', 'come', 'to', 'him', 'who', 'will', 'go', 'he', 'was', 'eager', 'to', 'make', 'up', 'for', 'lost', 'time', 'by', 'starting', 'as', 'soon', 'as', 'his', 'way', 'opened', 'up', 'how', 'can', 'say', 'other', 'than', 'that', 'god', 'caused', 'that', 'message', 'to', 'come', 'to', 'me', 'he', 'asks', 'and', 'if', 'it', 'is', 'of', 'god', 'he', 'continues', 'must', 'not', 'say', 'here', 'am', 'send', 'me', 'perhaps', 'god', 'means', 'my', 'combating', 'here', 'with', 'infidelity', 'to', 'be', 'training', 'school', 'for', 'preparing', 'me', 'to', 'combat', 'with', 'not', 'more', 'powerful', 'fiend', 'idolatry', 'he', 'had', 'written', 'to', 'dr', 'burns', 'thomson', 'offering', 'his', 'services', 'to', 'the', 'london', 'missionary', 'society', 'and', 'in', 'due', 'course', 'their', 'reply', 'reached', 'him', 'the', 'london', 'missionary', 'society', 'stated', 'however', 'that', 'madagascar', 'was', 'not', 'ripe', 'for', 'his', 'assistance', 'but', 'might', 'in', 'time', 'need', 'such', 'help', 'as', 'he', 'could', 'give', 'had', 'mackay', 'been', 'fired', 'by', 'merely', 'temporary', 'impulse', 'this', 'reply', 'might', 'have', 'checked', 'his', 'enthusiasm', 'but', 'he', 'was', 'strong', 'in', 'the', 'belief', 'that', 'the', 'way', 'would', 'be', 'opened', 'up', 'and', 'accordingly', 'he', 'continued', 'hard', 'at', 'work', 'studying', 'native', 'languages', 'and', 'fitting', 'himself', 'for', 'missionary', 'life', 'young', 'healthy', 'and', 'enthusiastic', 'it', 'is', 'impossible', 'but', 'that', 'the', 'adventurous', 'life', 'of', 'missionary', 'and', 'the', 'prospect', 'of', 'being', 'pioneer', 'of', 'science', 'must', 'have', 'fired', 'his', 'imagination', 'but', 'from', 'his', 'letters', 'written', 'at', 'this', 'time', 'it', 'is', 'evident', 'that', 'supreme', 'above', 'every', 'other', 'motive', 'his', 'desire', 'was', 'to', 'extend', 'christ', 'kingdom', 'know', 'he', 'says', 'that', 'it', 'is', 'only', 'in', 'so', 'far', 'as', 'attain', 'to', 'high', 'spiritual', 'life', 'by', 'close', 'fellowship', 'with', 'my', 'risen', 'saviour', 'that', 'can', 'be', 'in', 'any', 'way', 'fit', 'for', 'winning', 'souls', 'and', 'again', 'if', 'christianity', 'is', 'worth', 'anything', 'it', 'is', 'worth', 'everything', 'if', 'it', 'calls', 'for', 'any', 'degree', 'of', 'zeal', 'and', 'warmth', 'it', 'will', 'justify', 'the', 'utmost', 'degree', 'of', 'these', 'in', 'his', 'diary', 'he', 'writes', 'why', 'is', 'missionary', 'life', 'so', 'often', 'an', 'object', 'of', 'my', 'thoughts', 'is', 'it', 'simply', 'for', 'the', 'love', 'bear', 'to', 'souls', 'then', 'why', 'do', 'not', 'show', 'it', 'more', 'where', 'am', 'lord', 'open', 'my', 'mouth', 'where', 'am', 'about', 'this', 'time', 'an', 'offer', 'was', 'made', 'to', 'him', 'of', 'partnership', 'in', 'large', 'engineering', 'firm', 'in', 'moscow', 'it', 'was', 'splendid', 'opening', 'for', 'one', 'anxious', 'to', 'make', 'name', 'and', 'fortune', 'but', 'mackay', 'had', 'no', 'hesitation', 'in', 'refusing', 'it', 'his', 'heart', 'was', 'set', 'on', 'mission', 'work', 'he', 'had', 'offered', 'himself', 'to', 'god', 'and', 'having', 'put', 'his', 'hand', 'to', 'the', 'plough', 'he', 'was', 'not', 'to', 'be', 'turned', 'aside', 'by', 'prospects', 'of', 'worldly', 'wealth', 'and', 'fame', 'however', 'tempting', 'mackay', 'had', 'his', 'thoughts', 'first', 'turned', 'to', 'africa', 'by', 'an', 'appeal', 'issued', 'by', 'the', 'church', 'missionary', 'society', 'for', 'lay', 'superintendent', 'to', 'take', 'charge', 'of', 'settlement', 'for', 'liberated', 'slaves', 'near', 'mombasa', 'he', 'applied', 'for', 'the', 'post', 'but', 'before', 'his', 'letter', 'reached', 'the', 'committee', 'they', 'had', 'already', 'fixed', 'upon', 'man', 'in', 'stanley', 'sent', 'letter', 'to', 'the', 'daily', 'telegraph', 'describing', 'uganda', 'and', 'its', 'king', 'and', 'calling', 'upon', 'christians', 'in', 'england', 'to', 'send', 'out', 'missionaries', 'to', 'this', 'promising', 'field', 'in', 'response', 'to', 'this', 'appeal', 'the', 'church', 'missionary', 'society', 'at', 'once', 'set', 'about', 'organising', 'mission', 'and', 'among', 'the', 'first', 'to', 'offer', 'their', 'services', 'for', 'the', 'work', 'was', 'mackay', 'meantime', 'dr', 'duff', 'the', 'famous', 'missionary', 'had', 'written', 'to', 'him', 'strongly', 'urging', 'him', 'to', 'wait', 'for', 'an', 'opening', 'in', 'the', 'free', 'church', 'mission', 'at', 'lake', 'nyassa', 'or', 'the', 'church', 'of', 'scotland', 'mission', 'as', 'he', 'dr', 'duff', 'did', 'not', 'see', 'how', 'the', 'church', 'missionary', 'society', 'could', 'utilise', 'mackay', 'engineering', 'skill', 'strangely', 'enough', 'the', 'same', 'post', 'brought', 'letter', 'from', 'the', 'church', 'missionary', 'society', 'thankfully', 'accepting', 'his', 'services', 'for', 'their', 'mission', 'mackay', 'took', 'this', 'as', 'clear', 'indication', 'that', 'his', 'work', 'lay', 'in', 'uganda', 'and', 'at', 'once', 'made', 'preparations', 'for', 'setting', 'out', 'this', 'was', 'in', 'january', 'and', 'in', 'march', 'mackay', 'was', 'in', 'england', 'getting', 'ready', 'his', 'outfit', 'under', 'his', 'personal', 'supervision', 'he', 'had', 'boat', 'made', 'in', 'sections', 'and', 'an', 'engine', 'and', 'boiler', 'for', 'fitting', 'into', 'boat', 'to', 'be', 'used', 'on', 'lake', 'nyanza', 'besides', 'these', 'he', 'had', 'to', 'lay', 'in', 'stock', 'of', 'tools', 'and', 'the', 'host', 'of', 'things', 'necessary', 'for', 'industrial', 'mission', 'work', 'after', 'much', 'hard', 'work', 'in', 'london', 'he', 'went', 'to', 'edinburgh', 'to', 'see', 'his', 'friends', 'and', 'make', 'final', 'arrangements', 'but', 'even', 'here', 'his', 'time', 'was', 'spent', 'in', 'constant', 'work', 'learning', 'astronomy', 'and', 'printing', 'and', 'gaining', 'smattering', 'of', 'medical', 'knowledge', 'his', 'friends', 'were', 'disappointed', 'that', 'he', 'did', 'not', 'spend', 'more', 'time', 'with', 'them', 'but', 'mackay', 'was', 'determined', 'to', 'acquire', 'everything', 'that', 'could', 'be', 'of', 'possible', 'use', 'to', 'him', 'in', 'africa', 'and', 'to', 'this', 'end', 'he', 'was', 'ready', 'to', 'sacrifice', 'the', 'claims', 'of', 'friends', 'and', 'every', 'other', 'consideration', 'you', 'will', 'bear', 'in', 'mind', 'that', 'all', 'this', 'energy', 'and', 'enthusiasm', 'in', 'learning', 'trades', 'and', 'science', 'was', 'in', 'order', 'to', 'increase', 'his', 'influence', 'as', 'missionary', 'of', 'jesus', 'christ', 'and', 'then', 'it', 'will', 'be', 'impossible', 'to', 'help', 'admiring', 'his', 'devotion', 'and', 'zeal', 'the', 'church', 'missionary', 'society', 'expedition', 'to', 'uganda', 'consisted', 'of', 'eight', 'men', 'of', 'these', 'mackay', 'was', 'the', 'youngest', 'but', 'one', 'on', 'april', 'they', 'took', 'leave', 'of', 'the', 'church', 'missionary', 'committee', 'after', 'they', 'had', 'received', 'their', 'instruction', 'from', 'the', 'secretary', 'each', 'of', 'the', 'missionaries', 'made', 'short', 'speech', 'mackay', 'being', 'the', 'youngest', 'was', 'called', 'upon', 'last', 'this', 'is', 'what', 'he', 'said', 'there', 'is', 'one', 'thing', 'which', 'my', 'brethren', 'have', 'not', 'said', 'and', 'which', 'want', 'to', 'say', 'want', 'to', 'remind', 'the', 'committee', 'that', 'within', 'six', 'months', 'they', 'will', 'probably', 'hear', 'that', 'one', 'of', 'us', 'is', 'dead', 'the', 'words', 'were', 'blunt', 'but', 'every', 'one', 'felt', 'that', 'there', 'was', 'every', 'chance', 'of', 'their', 'proving', 'true', 'and', 'for', 'minute', 'there', 'was', 'solemn', 'silence', 'but', 'he', 'added', 'what', 'want', 'to', 'say', 'is', 'this', 'when', 'that', 'news', 'comes', 'do', 'not', 'be', 'cast', 'down', 'but', 'send', 'some', 'one', 'else', 'immediately', 'to', 'take', 'the', 'vacant', 'place', 'they', 'sailed', 'from', 'southampton', 'on', 'april', 'and', 'just', 'before', 'starting', 'he', 'wrote', 'home', 'after', 'speaking', 'of', 'his', 'work', 'and', 'prospects', 'he', 'concluded', 'in', 'these', 'words', 'it', 'is', 'his', 'cause', 'it', 'must', 'prosper', 'whether', 'be', 'spared', 'to', 'see', 'its', 'consummation', 'or', 'not', 'may', 'god', 'give', 'me', 'health', 'and', 'strength', 'and', 'fit', 'me', 'for', 'so', 'glorious', 'work', 'the', 'enlargement', 'of', 'the', 'kingdom', 'of', 'his', 'dear', 'son', 'pray', 'for', 'me', 'that', 'grace', 'may', 'be', 'given', 'me', 'to', 'keep', 'steadily', 'in', 'view', 'the', 'one', 'great', 'object', 'this', 'was', 'his', 'last', 'look', 'homewards', 'with', 'single', 'eye', 'and', 'steadfast', 'purpose', 'mackay', 'now', 'turned', 'his', 'face', 'to', 'the', 'dark', 'continent', 'chapter', 'iii', 'on', 'african', 'soil', 'first', 'glimpse', 'of', 'africa', 'arrival', 'at', 'zanzibar', 'up', 'the', 'wami', 'lieutenant', 'smith', 'has', 'fever', 'mackay', 'illness', 'and', 'return', 'to', 'coast', 'swamping', 'of', 'the', 'daisy', 'chasing', 'slave', 'caravans', 'stricken', 'down', 'and', 'recovery', 'white', 'men', 'roads', 'on', 'tuesday', 'may', 'mackay', 'caught', 'his', 'first', 'glimpse', 'of', 'africa', 'with', 'strange', 'feelings', 'he', 'gazed', 'at', 'the', 'outline', 'of', 'that', 'mighty', 'continent', 'which', 'for', 'so', 'many', 'centuries', 'had', 'hidden', 'dark', 'places', 'full', 'of', 'cruelty', 'and', 'superstition', 'but', 'as', 'he', 'gazed', 'there', 'sprang', 'up', 'in', 'his', 'mind', 'vision', 'of', 'the', 'sun', 'of', 'righteousness', 'shedding', 'light', 'on', 'africa', 'chasing', 'cruelty', 'and', 'superstition', 'away', 'and', 'making', 'its', 'dark', 'places', 'rejoice', 'now', 'he', 'exclaims', 'for', 'the', 'springing', 'up', 'of', 'new', 'light', 'in', 'the', 'dark', 'land', 'of', 'dusky', 'ham', 'is', 'there', 'any', 'power', 'that', 'will', 'elevate', 'the', 'degraded', 'race', 'yes', 'the', 'gospel', 'mighty', 'power', 'and', 'again', 'shall', 'in', 'the', 'name', 'and', 'strength', 'of', 'god', 'set', 'up', 'my', 'printing', 'press', 'on', 'the', 'shores', 'of', 'the', 'victoria', 'nyanza', 'and', 'shall', 'not', 'cease', 'to', 'toil', 'till', 'the', 'story', 'of', 'the', 'cross', 'of', 'christ', 'be', 'printed', 'in', 'the', 'language', 'of', 'karague', 'and', 'uganda', 'and', 'every', 'man', 'be', 'taught', 'to', 'read', 'it', 'and', 'believe', 'it', 'too', 'they', 'arrived', 'at', 'zanzibar', 'on', 'the', 'may', 'after', 'prosperous', 'voyage', 'without', 'any', 'incident', 'worthy', 'of', 'notice', 'as', 'you', 'boys', 'are', 'aware', 'zanzibar', 'is', 'large', 'and', 'busy', 'island', 'off', 'the', 'east', 'coast', 'of', 'africa', 'here', 'travellers', 'bound', 'for', 'the', 'interior', 'make', 'up', 'their', 'caravans', 'hire', 'pagazis', 'porters', 'and', 'lay', 'in', 'stores', 'of', 'food', 'and', 'articles', 'for', 'bartering', 'with', 'the', 'native', 'chiefs', 'whom', 'they', 'may', 'come', 'across', 'to', 'lessen', 'the', 'trouble', 'of', 'the', 'journey', 'it', 'was', 'intended', 'to', 'sail', 'up', 'the', 'wami', 'river', 'as', 'far', 'as', 'the', 'usagara', 'hills', 'and', 'on', 'june', 'mackay', 'and', 'lieutenant', 'smith', 'started', 'in', 'the', 'daisy', 'on', 'voyage', 'of', 'exploration', 'for', 'the', 'purpose', 'of', 'finding', 'out', 'if', 'the', 'river', 'was', 'navigable', 'from', 'the', 'beginning', 'of', 'their', 'journey', 'it', 'was', 'evident', 'that', 'they', 'must', 'give', 'up', 'all', 'thought', 'of', 'sailing', 'up', 'the', 'wami', 'with', 'their', 'caravan', 'the', 'river', 'was', 'fearfully', 'winding', 'and', 'after', 'eight', 'days', 'sailing', 'they', 'had', 'only', 'travelled', 'about', 'seventy', 'miles', 'besides', 'this', 'the', 'chiefs', 'dwelling', 'on', 'the', 'banks', 'were', 'hostile', 'and', 'greedy', 'and', 'to', 'crown', 'all', 'they', 'found', 'that', 'the', 'river', 'was', 'falling', 'at', 'the', 'rate', 'of', 'two', 'inches', 'per', 'day', 'some', 'idea', 'of', 'how', 'much', 'the', 'river', 'winds', 'may', 'be', 'had', 'when', 'we', 'are', 'told', 'that', 'five', 'days', 'sailing', 'was', 'only', 'equal', 'to', 'two', 'days', 'walking', 'the', 'weather', 'was', 'very', 'hot', 'and', 'this', 'combined', 'with', 'poisonous', 'smells', 'from', 'the', 'banks', 'of', 'the', 'river', 'had', 'most', 'depressing', 'effect', 'upon', 'them', 'lieutenant', 'smith', 'had', 'fever', 'three', 'times', 'and', 'was', 'so', 'weakened', 'by', 'the', 'attacks', 'that', 'he', 'was', 'quite', 'laid', 'up', 'fortunately', 'mackay', 'enjoyed', 'good', 'health', 'and', 'upon', 'him', 'fell', 'all', 'the', 'trouble', 'of', 'making', 'their', 'way', 'back', 'to', 'zanzibar', 'their', 'first', 'real', 'misfortune', 'was', 'at', 'sadani', 'off', 'zanzibar', 'for', 'here', 'their', 'boat', 'was', 'swamped', 'happily', 'they', 'escaped', 'with', 'their', 'lives', 'and', 'by', 'good', 'luck', 'they', 'managed', 'to', 'rescue', 'most', 'of', 'their', 'cargo', 'after', 'getting', 'lieutenant', 'smith', 'to', 'bed', 'in', 'the', 'house', 'of', 'friendly', 'chief', 'mackay', 'chartered', 'dhow', 'arab', 'boat', 'and', 'started', 'for', 'zanzibar', 'where', 'he', 'arrived', 'six', 'hours', 'later', 'during', 'his', 'absence', 'neill', 'one', 'of', 'the', 'missionaries', 'had', 'been', 'down', 'with', 'fever', 'but', 'the', 'rest', 'were', 'all', 'well', 'after', 'refreshment', 'and', 'few', 'hours', 'rest', 'mackay', 'and', 'robertson', 'went', 'back', 'to', 'bring', 'lieutenant', 'smith', 'and', 'their', 'boat', 'the', 'daisy', 'to', 'zanzibar', 'it', 'was', 'night', 'when', 'they', 'drew', 'near', 'the', 'shore', 'and', 'they', 'were', 'unable', 'to', 'make', 'out', 'where', 'they', 'were', 'leaving', 'their', 'boat', 'they', 'found', 'themselves', 'on', 'long', 'flat', 'muddy', 'coast', 'the', 'tide', 'was', 'going', 'out', 'rapidly', 'and', 'in', 'short', 'time', 'they', 'found', 'that', 'they', 'had', 'lost', 'their', 'boat', 'and', 'their', 'way', 'knee', 'deep', 'in', 'mud', 'and', 'in', 'darkness', 'they', 'struggled', 'to', 'the', 'mainland', 'where', 'they', 'found', 'boy', 'sleeping', 'by', 'fire', 'and', 'from', 'him', 'they', 'learned', 'that', 'sadani', 'was', 'twelve', 'miles', 'off', 'it', 'was', 'hopeless', 'to', 'attempt', 'to', 'proceed', 'further', 'that', 'night', 'so', 'they', 'sat', 'by', 'the', 'fire', 'till', 'morning', 'next', 'day', 'they', 'found', 'their', 'boat', 'and', 'got', 'back', 'to', 'their', 'ship', 'they', 'reached', 'sadani', 'safely', 'and', 'brought', 'lieutenant', 'smith', 'and', 'the', 'daisy', 'back', 'to', 'zanzibar', 'they', 'were', 'loath', 'to', 'give', 'up', 'the', 'idea', 'of', 'travelling', 'by', 'water', 'part', 'of', 'their', 'journey', 'and', 'in', 'few', 'days', 'mackay', 'with', 'two', 'companions', 'started', 'to', 'explore', 'the', 'kingani', 'river', 'to', 'their', 'disappointment', 'they', 'found', 'it', 'worse', 'for', 'navigation', 'and', 'more', 'winding', 'than', 'the', 'wami', 'and', 'after', 'travelling', 'about', 'miles', 'in', 'three', 'weeks', 'they', 'turned', 'back', 'convinced', 'that', 'the', 'expedition', 'must', 'proceed', 'by', 'road', 'the', 'expedition', 'was', 'split', 'up', 'into', 'four', 'caravans', 'each', 'in', 'charge', 'of', 'leader', 'mackay', 'himself', 'took', 'charge', 'of', 'the', 'third', 'after', 'they', 'were', 'fairly', 'under', 'way', 'everything', 'went', 'well', 'until', 'reaching', 'ugogo', 'here', 'mackay', 'was', 'taken', 'so', 'seriously', 'ill', 'that', 'it', 'was', 'decided', 'to', 'send', 'him', 'back', 'to', 'the', 'coast', 'dr', 'smith', 'his', 'old', 'edinburgh', 'friend', 'wished', 'to', 'accompany', 'him', 'but', 'mackay', 'would', 'not', 'consent', 'to', 'this', 'arrangement', 'it', 'was', 'an', 'unselfish', 'determination', 'for', 'he', 'would', 'certainly', 'have', 'enjoyed', 'dr', 'smith', 'society', 'on', 'his', 'weary', 'journey', 'back', 'but', 'it', 'was', 'simply', 'consistent', 'with', 'the', 'position', 'he', 'took', 'up', 'from', 'the', 'beginning', 'the', 'work', 'was', 'what', 'occupied', 'his', 'mind', 'and', 'for', 'its', 'success', 'he', 'was', 'ready', 'to', 'sacrifice', 'every', 'personal', 'consideration', 'it', 'must', 'have', 'been', 'great', 'disappointment', 'to', 'be', 'compelled', 'to', 'go', 'back', 'at', 'such', 'an', 'early', 'stage', 'of', 'the', 'journey', 'but', 'with', 'rare', 'self', 'sacrifice', 'he', 'would', 'not', 'take', 'from', 'the', 'work', 'another', 'of', 'its', 'workers', 'and', 'so', 'good', 'byes', 'were', 'said', 'and', 'the', 'friends', 'parted', 'company', 'they', 'parted', 'with', 'hopes', 'of', 'meeting', 'again', 'but', 'the', 'meeting', 'never', 'took', 'place', 'on', 'earth', 'for', 'dr', 'smith', 'had', 'fallen', 'victim', 'to', 'african', 'fevers', 'before', 'mackay', 'again', 'joined', 'the', 'party', 'mackay', 'himself', 'was', 'assailed', 'by', 'the', 'persistent', 'enemy', 'of', 'the', 'white', 'man', 'but', 'happily', 'the', 'illness', 'proved', 'less', 'serious', 'than', 'was', 'anticipated', 'and', 'before', 'he', 'reached', 'sadani', 'he', 'had', 'quite', 'recovered', 'meantime', 'he', 'had', 'received', 'instructions', 'from', 'the', 'church', 'missionary', 'society', 'to', 'delay', 'his', 'journey', 'until', 'the', 'end', 'of', 'the', 'rainy', 'season', 'to', 'prevent', 'the', 'time', 'hanging', 'heavily', 'on', 'his', 'hands', 'he', 'occupied', 'himself', 'in', 'making', 'up', 'relief', 'caravan', 'to', 'send', 'to', 'the', 'advance', 'party', 'cutting', 'road', 'miles', 'inland', 'and', 'chasing', 'slave', 'dealers', 'whose', 'caravans', 'were', 'constantly', 'passing', 'notwithstanding', 'the', 'vexatious', 'delays', 'and', 'his', 'serious', 'illness', 'he', 'was', 'as', 'enthusiastic', 'as', 'ever', 'some', 'one', 'had', 'written', 'from', 'home', 'telling', 'him', 'that', 'friend', 'had', 'been', 'expecting', 'to', 'hear', 'that', 'he', 'regretted', 'having', 'adopted', 'missionary', 'life', 'to', 'which', 'his', 'reply', 'was', 'am', 'sorry', 'should', 'think', 'entertain', 'regrets', 'at', 'coming', 'out', 'here', 'why', 'would', 'not', 'exchange', 'my', 'position', 'for', 'thousand', 'times', 'the', 'value', 'of', 'his', 'it', 'is', 'true', 'that', 'have', 'much', 'secular', 'work', 'to', 'do', 'yet', 'before', 'get', 'settled', 'down', 'in', 'uganda', 'and', 'probably', 'shall', 'have', 'much', 'more', 'after', 'but', 'it', 'is', 'all', 'for', 'the', 'one', 'end', 'which', 'my', 'heart', 'desire', 'is', 'to', 'see', 'accomplished', 'while', 'living', 'at', 'sadani', 'he', 'and', 'swiss', 'gentleman', 'had', 'some', 'exciting', 'chases', 'after', 'slave', 'caravans', 'in', 'one', 'instance', 'he', 'was', 'enabled', 'to', 'set', 'the', 'slaves', 'free', 'there', 'was', 'some', 'brisk', 'fighting', 'between', 'his', 'party', 'and', 'the', 'arab', 'slave', 'dealers', 'on', 'several', 'occasions', 'after', 'time', 'however', 'mackay', 'made', 'up', 'his', 'mind', 'to', 'do', 'no', 'more', 'in', 'the', 'way', 'of', 'trying', 'to', 'stop', 'the', 'traffic', 'the', 'chief', 'and', 'people', 'of', 'sadani', 'were', 'rather', 'in', 'favour', 'of', 'the', 'slave', 'trade', 'than', 'against', 'it', 'and', 'mackay', 'found', 'that', 'his', 'attitude', 'on', 'the', 'question', 'brought', 'him', 'into', 'awkward', 'relations', 'with', 'them', 'march', 'was', 'bad', 'time', 'with', 'him', 'for', 'during', 'the', 'month', 'he', 'had', 'several', 'attacks', 'of', 'the', 'dreaded', 'mukunguru', 'fever', 'owing', 'to', 'the', 'careful', 'kind', 'nursing', 'of', 'broyon', 'the', 'swiss', 'gentleman', 'to', 'whom', 'we', 'have', 'already', 'referred', 'mackay', 'got', 'safely', 'over', 'the', 'first', 'attack', 'afterwards', 'he', 'was', 'brought', 'to', 'zanzibar', 'and', 'carefully', 'attended', 'to', 'by', 'the', 'church', 'missionary', 'society', 'agents', 'by', 'april', 'he', 'was', 'quite', 'well', 'again', 'and', 'hard', 'at', 'work', 'cutting', 'the', 'road', 'to', 'mpwapwa', 'the', 'work', 'was', 'very', 'hard', 'and', 'our', 'hero', 'had', 'been', 'obliged', 'to', 'rough', 'it', 'in', 'true', 'pioneer', 'fashion', 'have', 'he', 'says', 'slept', 'in', 'all', 'sorts', 'of', 'places', 'cowbyre', 'sheep', 'cote', 'straw', 'hut', 'not', 'larger', 'than', 'dog', 'kennel', 'and', 'often', 'in', 'no', 'house', 'at', 'all', 'anything', 'suits', 'me', 'provided', 'get', 'spot', 'tolerably', 'clear', 'of', 'ants', 'and', 'mosquitoes', 'in', 'month', 'he', 'had', 'cleared', 'splendid', 'waggon', 'road', 'fifty', 'miles', 'long', 'through', 'dense', 'and', 'thorny', 'jungles', 'which', 'offered', 'resistance', 'peculiar', 'to', 'themselves', 'imagine', 'forest', 'of', 'lofty', 'slender', 'trees', 'with', 'cop', 'between', 'of', 'thorny', 'creepers', 'so', 'dense', 'below', 'that', 'cat', 'could', 'scarcely', 'creep', 'along', 'and', 'branched', 'and', 'intertwined', 'above', 'like', 'green', 'unravelled', 'hemp', 'native', 'caravans', 'were', 'in', 'the', 'habit', 'of', 'coming', 'the', 'same', 'road', 'but', 'although', 'the', 'spiky', 'bushes', 'tore', 'their', 'flesh', 'and', 'dragged', 'the', 'bundles', 'from', 'the', 'pagazis', 'heads', 'not', 'hand', 'was', 'raised', 'to', 'cut', 'down', 'branch', 'or', 'clear', 'the', 'way', 'the', 'white', 'men', 'roads', 'were', 'constant', 'source', 'of', 'wonder', 'and', 'astonishment', 'mackay', 'working', 'gang', 'consisted', 'of', 'about', 'forty', 'men', 'and', 'these', 'armed', 'with', 'the', 'best', 'quality', 'of', 'axes', 'saws', 'picks', 'spades', 'and', 'tools', 'of', 'all', 'kinds', 'hewed', 'their', 'way', 'through', 'every', 'obstacle', 'like', 'the', 'great', 'traveller', 'stanley', 'mackay', 'had', 'some', 'gift', 'of', 'palavering', 'with', 'the', 'chiefs', 'and', 'every', 'one', 'whom', 'he', 'had', 'met', 'had', 'made', 'him', 'their', 'brother', 'when', 'this', 'operation', 'of', 'brotherhood', 'had', 'been', 'performed', 'the', 'traveller', 'was', 'free', 'from', 'many', 'annoyances', 'and', 'at', 'liberty', 'to', 'pass', 'through', 'countries', 'unmolested', 'through', 'which', 'without', 'this', 'bond', 'it', 'would', 'have', 'been', 'needful', 'for', 'him', 'to', 'fight', 'his', 'way', 'chapter', 'iv', 'dangers', 'and', 'difficulties', 'terrible', 'disaster', 'on', 'the', 'march', 'to', 'the', 'victoria', 'nyanza', 'attacked', 'by', 'robbers', 'fever', 'again', 'said', 'bin', 'salim', 'while', 'mackay', 'and', 'his', 'men', 'were', 'hewing', 'and', 'cutting', 'their', 'way', 'through', 'to', 'mpwapwa', 'terrible', 'disaster', 'had', 'overtaken', 'the', 'advance', 'party', 'mr', 'neill', 'and', 'rev', 'wilson', 'had', 'reached', 'the', 'nyanza', 'on', 'january', 'and', 'lieutenant', 'and', 'dr', 'smith', 'three', 'months', 'later', 'dr', 'smith', 'died', 'of', 'dysentery', 'shortly', 'after', 'in', 'july', 'lieutenant', 'smith', 'and', 'mr', 'wilson', 'went', 'on', 'to', 'uganda', 'to', 'see', 'how', 'matters', 'stood', 'the', 'former', 'returned', 'in', 'august', 'to', 'ukerewe', 'leaving', 'mr', 'wilson', 'in', 'uganda', 'early', 'in', 'december', 'of', 'that', 'same', 'year', 'smith', 'and', 'neill', 'prepared', 'to', 'leave', 'the', 'southern', 'end', 'of', 'the', 'nyanza', 'with', 'all', 'their', 'men', 'and', 'goods', 'to', 'rejoin', 'mr', 'wilson', 'and', 'wrote', 'to', 'mackay', 'on', 'the', 'from', 'kagei', 'saying', 'that', 'they', 'were', 'just', 'setting', 'out', 'for', 'uganda', 'while', 'at', 'ukerewe', 'the', 'king', 'made', 'an', 'attack', 'upon', 'songoro', 'an', 'arab', 'slave', 'dealer', 'who', 'thereupon', 'ran', 'for', 'protection', 'to', 'lieutenant', 'smith', 'and', 'mr', 'neill', 'on', 'their', 'refusing', 'to', 'give', 'up', 'the', 'fugitive', 'the', 'king', 'attacked', 'the', 'missionaries', 'with', 'large', 'force', 'and', 'slaughtered', 'the', 'whole', 'party', 'mackay', 'grief', 'on', 'hearing', 'of', 'the', 'disaster', 'was', 'very', 'great', 'but', 'he', 'had', 'not', 'expected', 'africa', 'to', 'be', 'won', 'for', 'christ', 'without', 'loss', 'of', 'life', 'as', 'his', 'farewell', 'speech', 'in', 'london', 'showed', 'and', 'even', 'now', 'when', 'the', 'news', 'reached', 'him', 'of', 'the', 'death', 'of', 'his', 'two', 'brethren', 'his', 'prayer', 'was', 'that', 'god', 'would', 'send', 'more', 'men', 'not', 'fear', 'entered', 'his', 'mind', 'as', 'to', 'his', 'own', 'safety', 'not', 'once', 'wish', 'to', 'turn', 'back', 'his', 'only', 'regret', 'was', 'the', 'delay', 'to', 'the', 'work', 'which', 'must', 'be', 'the', 'consequence', 'but', 'god', 'has', 'other', 'hands', 'in', 'reserve', 'he', 'writes', 'whom', 'he', 'will', 'bring', 'to', 'the', 'front', 'fast', 'and', 'unexpectedly', 'and', 'the', 'work', 'will', 'proceed', 'whether', 'we', 'break', 'down', 'or', 'not', 'his', 'great', 'desire', 'now', 'was', 'to', 'hurry', 'forward', 'as', 'fast', 'as', 'possible', 'in', 'order', 'to', 'prevent', 'further', 'bloodshed', 'the', 'march', 'to', 'the', 'lake', 'was', 'difficult', 'and', 'beset', 'with', 'many', 'hardships', 'besides', 'the', 'natural', 'difficulties', 'which', 'the', 'road', 'presented', 'they', 'were', 'in', 'constant', 'fear', 'of', 'attacks', 'by', 'robbers', 'who', 'infested', 'some', 'districts', 'mackay', 'plan', 'was', 'to', 'keep', 'his', 'men', 'marching', 'close', 'together', 'carrying', 'their', 'bales', 'he', 'himself', 'bringing', 'up', 'the', 'rear', 'while', 'this', 'order', 'was', 'adhered', 'to', 'the', 'robbers', 'did', 'not', 'venture', 'to', 'attack', 'them', 'but', 'on', 'certain', 'evening', 'one', 'of', 'the', 'carriers', 'fell', 'behind', 'and', 'shortly', 'afterwards', 'mackay', 'heard', 'him', 'cry', 'for', 'help', 'turning', 'back', 'he', 'found', 'that', 'gang', 'of', 'robbers', 'had', 'attacked', 'the', 'carrier', 'with', 'clubs', 'stolen', 'his', 'bale', 'and', 'vanished', 'in', 'the', 'bush', 'unfortunately', 'the', 'bale', 'contained', 'provisions', 'which', 'they', 'could', 'ill', 'spare', 'and', 'their', 'only', 'supply', 'of', 'quinine', 'here', 'must', 'explain', 'that', 'for', 'the', 'terrible', 'fevers', 'of', 'africa', 'quinine', 'is', 'the', 'only', 'remedy', 'and', 'it', 'is', 'hopeless', 'to', 'attempt', 'african', 'travelling', 'without', 'good', 'supply', 'of', 'this', 'medicine', 'in', 'order', 'to', 'ward', 'off', 'fever', 'mackay', 'took', 'daily', 'dose', 'but', 'now', 'that', 'the', 'bale', 'containing', 'it', 'was', 'stolen', 'that', 'was', 'impossible', 'fortunately', 'he', 'met', 'an', 'arab', 'caravan', 'going', 'east', 'the', 'leader', 'of', 'which', 'was', 'most', 'hospitable', 'after', 'entertaining', 'him', 'to', 'sumptuous', 'dinner', 'he', 'gave', 'mackay', 'present', 'of', 'candles', 'and', 'matches', 'articles', 'which', 'had', 'been', 'carried', 'off', 'in', 'the', 'stolen', 'bale', 'mackay', 'sent', 'message', 'by', 'his', 'hand', 'to', 'his', 'companions', 'at', 'mpwapwa', 'asking', 'them', 'to', 'forward', 'messenger', 'with', 'supplies', 'of', 'quinine', 'as', 'soon', 'as', 'possible', 'passing', 'through', 'ugogo', 'he', 'experienced', 'much', 'the', 'same', 'treatment', 'as', 'stanley', 'had', 'met', 'with', 'on', 'his', 'famous', 'march', 'to', 'find', 'livingstone', 'some', 'years', 'had', 'elapsed', 'since', 'then', 'but', 'the', 'character', 'of', 'the', 'people', 'had', 'not', 'altered', 'they', 'were', 'rude', 'insolent', 'suspicious', 'and', 'greedy', 'beyond', 'measure', 'unwilling', 'to', 'delay', 'his', 'journey', 'for', 'the', 'return', 'of', 'the', 'messenger', 'with', 'quinine', 'mackay', 'was', 'now', 'marching', 'in', 'easy', 'stages', 'but', 'at', 'the', 'end', 'of', 'fortnight', 'he', 'felt', 'fever', 'symptoms', 'gradually', 'creeping', 'on', 'and', 'at', 'last', 'he', 'was', 'unable', 'to', 'proceed', 'further', 'owing', 'to', 'weakness', 'and', 'shivering', 'once', 'more', 'providence', 'seemed', 'to', 'befriend', 'him', 'for', 'just', 'when', 'he', 'was', 'ready', 'to', 'give', 'up', 'the', 'messenger', 'arrived', 'from', 'mpwapwa', 'bringing', 'supplies', 'and', 'the', 'much', 'longed', 'for', 'quinine', 'after', 'few', 'doses', 'the', 'fever', 'symptoms', 'left', 'him', 'and', 'next', 'day', 'he', 'was', 'able', 'to', 'take', 'the', 'road', 'once', 'more', 'the', 'prospect', 'at', 'this', 'time', 'however', 'was', 'anything', 'but', 'cheering', 'much', 'of', 'the', 'country', 'was', 'flooded', 'with', 'water', 'and', 'for', 'hours', 'at', 'time', 'he', 'had', 'to', 'wade', 'up', 'to', 'the', 'middle', 'his', 'sleeping', 'accommodation', 'at', 'nights', 'was', 'of', 'the', 'mos']]\n"
     ]
    }
   ],
   "source": [
    "#Word Tokenization\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "print(data_words[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['alexander', 'mackay', 'missionary', 'hero', 'of', 'uganda', 'by', 'the', 'author', 'of', 'the', 'story', 'of', 'stanley', 'tenth', 'thousand', 'london', 'the', 'sunday_school', 'union', 'and', 'ludgate', 'hill', 'contents_chapter', 'page', 'good', 'beginning', 'ii', 'choosing', 'his', 'life', 'work', 'iii', 'on', 'african', 'soil', 'iv', 'dangers', 'and', 'difficulties', 'visit', 'to', 'lkonge', 'vi', 'arrival', 'at', 'uganda', 'vii', 'king', 'mtesa', 'viii', 'disappointment', 'ix', 'labour', 'and', 'results', 'strange', 'tasks', 'xi', 'building', 'the', 'eleanor', 'xii', 'king', 'mwanga', 'xiii', 'uganda', 'martyrs', 'xiv', 'good', 'bye', 'to', 'uganda', 'xv', 'friends', 'and', 'fellow', 'workers', 'xvi', 'last', 'days', 'preface', 'to', 'second', 'edition', 'by', 'the', 'rev', 'wilson', 'it', 'was', 'in', 'the', 'early', 'part', 'of', 'that', 'made', 'the', 'acquaintance', 'of', 'mackay', 'when', 'having', 'offered', 'for', 'the', 'mission', 'to', 'uganda', 'went', 'up', 'to', 'london', 'to', 'meet', 'those', 'who', 'were', 'to', 'be', 'my', 'fellow', 'missionaries', 'in', 'the', 'dark', 'continent', 'he', 'sailed', 'before', 'me', 'to', 'zanzibar', 'but', 'we', 'met', 'again', 'there', 'for', 'short', 'time', 'then', 'left', 'the', 'coast', 'with', 'our', 'first', 'caravan', 'and', 'long', 'time', 'was', 'to', 'elapse', 'before', 'we', 'were', 'to', 'see', 'each_other', 'again', 'two', 'years', 'passed', 'lieutenant_smith', 'and', 'mr', 'neill', 'had', 'been', 'murdered', 'in', 'december', 'when', 'in', 'the', 'summer', 'of', 'having', 'been', 'nearly', 'year', 'alone', 'in', 'uganda', 'heard', 'from', 'mackay', 'that', 'he', 'was', 'sending', 'up', 'some', 'stores', 'to', 'kagei', 'at', 'the', 'southern', 'end', 'of', 'the', 'nyanza', 'in', 'charge', 'of', 'native', 'mtesa', 'allowed', 'me', 'to', 'go', 'to', 'meet', 'this', 'man', 'and', 'after', 'voyage', 'of', 'more', 'than', 'month', 'in', 'native', 'canoes', 'one', 'evening', 'point', 'near', 'kagei', 'came', 'in', 'sight', 'the', 'canoe', 'men', 'were', 'weary', 'and', 'wanted', 'to', 'stop', 'for', 'the', 'night', 'where', 'we', 'were', 'it', 'was', 'too', 'far', 'it', 'was', 'getting', 'dark', 'they', 'did', 'not', 'know', 'the', 'bay', 'overcame', 'their', 'scruples', 'took', 'paddle', 'and', 'guided', 'the', 'canoes', 'it', 'was', 'pitch', 'dark', 'when', 'we', 'reached', 'the', 'place', 'firing', 'two', 'shots', 'our', 'recognised', 'signal', 'to', 'announce', 'our', 'arrival', 'we', 'turned', 'the', 'canoes', 'landwards', 'and', 'as', 'soon', 'as', 'they', 'grounded', 'on', 'the', 'beach', 'sprang', 'ashore', 'asked', 'the', 'first', 'man', 'met', 'if', 'any', 'one', 'had', 'come', 'from', 'the', 'coast', 'yes', 'white', 'man', 'had', 'come', 'in', 'another', 'minute', 'had', 'grasped', 'mackay', 'hand', 'he', 'had', 'come', 'himself', 'instead', 'of', 'sending', 'we', 'went', 'up', 'to', 'his', 'hut', 'he', 'had', 'letters', 'for', 'me', 'from', 'home', 'and', 'each', 'had', 'much', 'to', 'tell', 'the', 'other', 'the', 'hours', 'flew', 'by', 'unheeded', 'and', 'the', 'cocks', 'began', 'to', 'crow', 'and', 'the', 'grey', 'dawn', 'appeared', 'in', 'the', 'east', 'before', 'we', 'retired', 'to', 'rest', 'we', 'returned', 'together', 'to', 'uganda', 'and', 'had', 'many', 'opportunities', 'of', 'seeing', 'how', 'his', 'skill', 'and', 'tact', 'won', 'him', 'friends', 'among', 'the', 'natives', 'he', 'soon', 'gained', 'great', 'influence', 'over', 'mtesa', 'which', 'increased', 'till', 'the', 'end', 'of', 'mtesa', 'life', 'and', 'this', 'book', 'tells', 'how', 'he', 'used', 'that', 'influence', 'for', 'his', 'master', 'glory', 'commend', 'this', 'brief', 'sketch', 'of', 'noble', 'life', 'to', 'english', 'boys', 'and', 'pray', 'that', 'god', 'may', 'use', 'it', 'to', 'stir', 'up', 'some', 'to', 'devote', 'their', 'lives', 'to', 'carrying', 'the', 'message', 'of', 'jesus', 'to', 'dark', 'africa', 'blackheath', 'september', 'alexander', 'mackay', 'chapter', 'good', 'beginning', 'birthplace', 'character', 'of', 'his', 'father', 'early', 'education', 'death', 'of', 'his', 'mother', 'conversion', 'alexander', 'mackay', 'was', 'born', 'on', 'the', 'october', 'in', 'rhynie', 'small', 'village', 'in', 'aberdeenshire', 'his', 'father', 'the', 'rev', 'alexander', 'mackay', 'll', 'was', 'the', 'free', 'church', 'minister', 'of', 'the', 'parish', 'and', 'man', 'of', 'unusual', 'ability', 'faithful', 'to', 'his', 'duties', 'as', 'minister', 'he', 'yet', 'took', 'keen', 'and', 'intelligent', 'interest', 'in', 'scientific', 'questions', 'and', 'included', 'among', 'his', 'correspondents', 'and', 'friends', 'such', 'eminent', 'men', 'as', 'hugh', 'miller', 'sir', 'roderick', 'murchison', 'and', 'others', 'he', 'had', 'special', 'knack', 'for', 'teaching', 'young', 'people', 'and', 'found', 'great', 'pleasure', 'in', 'imparting', 'some', 'of', 'his', 'stores', 'of', 'learning', 'and', 'information', 'to', 'his', 'eager', 'intelligent', 'young', 'son', 'from', 'the', 'first', 'young', 'mackay', 'gave', 'proofs', 'of', 'great', 'cleverness', 'when', 'only', 'three', 'years', 'old', 'he', 'could', 'read', 'the', 'new_testament', 'quite', 'easily', 'and', 'at', 'seven', 'he', 'was', 'reading', 'the', 'decline', 'and', 'fall', 'of', 'the', 'roman_empire', 'paradise', 'lost', 'and', 'other', 'equally', 'difficult', 'works', 'much', 'of', 'his', 'education', 'was', 'carried', 'on', 'while', 'walking', 'in', 'the', 'open', 'air', 'with', 'his', 'father', 'and', 'many', 'problem', 'of', 'euclid', 'was', 'demonstrated', 'on', 'the', 'dusty', 'roads', 'and', 'botanical', 'specimens', 'examined', 'to', 'the', 'great', 'wonderment', 'of', 'the', 'simple', 'villagers', 'at', 'an', 'early', 'age', 'mackay', 'was', 'unusually', 'skilful', 'in', 'drawing', 'maps', 'and', 'also', 'in', 'working', 'small', 'printing', 'press', 'sir', 'roderick', 'murchison', 'made', 'him', 'present', 'of', 'book', 'called', 'small', 'beginnings', 'or', 'the', 'way', 'to', 'get', 'on', 'and', 'this', 'book', 'had', 'the', 'effect', 'of', 'stirring', 'in', 'the', 'boy', 'mind', 'desires', 'after', 'the', 'accomplishment', 'of', 'something', 'great', 'up', 'to', 'this', 'time', 'mackay', 'was', 'more', 'interested', 'in', 'books', 'than', 'anything', 'else', 'but', 'when', 'he', 'was', 'about', 'eleven', 'years', 'old', 'change', 'came', 'over', 'him', 'and', 'he', 'found', 'delight', 'in', 'gardening', 'riding', 'and', 'outdoor', 'life', 'generally', 'this', 'must', 'have', 'strengthened', 'his', 'body', 'and', 'helped', 'to', 'drive', 'off', 'the', 'evil', 'effects', 'which', 'might', 'have', 'resulted', 'from', 'his', 'former', 'studious', 'habits', 'but', 'all', 'through', 'his', 'boyhood', 'there', 'was', 'an', 'eager', 'thirst', 'for', 'information', 'rather', 'than', 'fondness', 'for', 'play', 'he', 'would', 'walk', 'several', 'miles', 'in', 'order', 'to', 'have', 'few', 'minutes', 'look', 'at', 'steam', 'engine', 'and', 'be', 'found', 'busy', 'watching', 'the', 'smith', 'at', 'work', 'and', 'the', 'flying', 'shuttles', 'of', 'the', 'mill', 'while', 'his', 'companions', 'were', 'enjoying', 'themselves', 'at', 'play', 'some', 'boys', 'who', 'read', 'this', 'story', 'may', 'think', 'that', 'he', 'must', 'have', 'been', 'prig', 'but', 'this', 'is', 'mistake', 'mackay', 'was', 'fond', 'of', 'study', 'it', 'is', 'true', 'but', 'he', 'was', 'anything', 'but', 'prig', 'from', 'everything', 'we', 'can', 'gather', 'he', 'was', 'bright', 'and', 'pleasant', 'as', 'healthy', 'boy', 'should', 'be', 'it', 'was', 'simply', 'because', 'he', 'found', 'real', 'pleasure', 'in', 'acquiring', 'information', 'that', 'he', 'left', 'his', 'companions', 'to', 'play', 'alone', 'while', 'he', 'dabbled', 'in', 'the', 'joiner', 'shop', 'or', 'picked', 'up', 'rudimentary', 'engineering', 'at', 'the', 'village', 'smithy', 'and', 'the', 'companions', 'of', 'his', 'boyhood', 'who', 'are', 'yet', 'alive', 'will', 'look', 'back', 'on', 'these', 'years', 'and', 'see', 'that', 'he', 'was', 'quite', 'unconsciously', 'preparing', 'himself', 'for', 'his', 'life', 'work', 'it', 'was', 'as', 'boy', 'in', 'the', 'village', 'of', 'rhynie', 'that', 'he', 'learned', 'the', 'knowledge', 'of', 'building', 'carpentering', 'and', 'smith', 'work', 'that', 'was', 'in', 'future', 'years', 'of', 'priceless', 'value', 'to', 'him', 'in', 'the', 'heart', 'of', 'africa', 'up', 'till', 'he', 'was', 'fourteen', 'his', 'only', 'teacher', 'was', 'his', 'father', 'and', 'his', 'only', 'school', 'the', 'manse', 'but', 'at', 'this', 'age', 'his', 'father', 'felt', 'himself', 'unable', 'longer', 'to', 'superintend', 'his', 'studies', 'and', 'young', 'mackay', 'was', 'accordingly', 'sent', 'to', 'the', 'grammar', 'school', 'of', 'aberdeen', 'this', 'was', 'in', 'here', 'we', 'are', 'told', 'he', 'worked', 'well', 'at', 'his', 'studies', 'and', 'further', 'developed', 'his', 'mechanical', 'and', 'scientific', 'bent', 'by', 'studying', 'photography', 'and', 'practical', 'shipbuilding', 'in', 'his', 'spare', 'hours', 'like', 'must', 'boys', 'who', 'have', 'become', 'great', 'men', 'our', 'hero', 'was', 'blessed', 'with', 'good', 'mother', 'her', 'son', 'extraordinary', 'talents', 'his', 'eager', 'disposition', 'and', 'attractive', 'ways', 'made', 'him', 'source', 'of', 'great', 'anxiety', 'to', 'this', 'good', 'woman', 'and', 'many', 'an', 'earnest', 'prayer', 'was', 'put', 'up', 'on', 'his', 'behalf', 'that', 'alexander', 'might', 'be', 'kept', 'from', 'the', 'snare', 'of', 'the', 'evil', 'one', 'when', 'he', 'had', 'been', 'year', 'in', 'aberdeen', 'his', 'mother', 'died', 'he', 'was', 'absent', 'from', 'home', 'at', 'the', 'time', 'but', 'he', 'was', 'told', 'of', 'her', 'earnest', 'prayers', 'and', 'her', 'desire', 'that', 'he', 'would', 'give', 'himself', 'to', 'christ', 'her', 'dying', 'gift', 'to', 'her', 'son', 'was', 'what', 'had', 'been', 'her', 'husband', 'wedding', 'present', 'bagster', 'bible', 'and', 'her', 'earnest', 'injunction', 'to', 'search', 'the', 'scriptures', 'that', 'he', 'might', 'meet', 'her', 'hereafter', 'it', 'was', 'the', 'first', 'great', 'grief', 'of', 'his', 'life', 'and', 'the', 'event', 'made', 'deep', 'impression', 'on', 'him', 'he', 'said', 'little', 'about', 'his', 'feelings', 'to', 'any', 'one', 'but', 'it', 'must', 'have', 'been', 'about', 'this', 'time', 'that', 'he', 'gave', 'himself', 'to', 'god', 'and', 'became', 'soldier', 'of', 'jesus', 'christ', 'chapter_ii', 'choosing', 'his', 'life', 'work', 'removal', 'to', 'edinburgh', 'in', 'germany', 'step', 'up', 'the', 'ladder', 'volunteer', 'for', 'madagascar', 'throwing', 'away', 'good', 'chance', 'stanley', 'appeal', 'for', 'missionaries', 'the', 'call', 'to', 'uganda', 'farewell', 'words', 'leaving', 'southampton', 'when', 'mackay', 'was', 'about', 'seventeen', 'his', 'family', 'removed', 'to', 'edinburgh', 'and', 'in', 'this', 'city', 'he', 'enrolled', 'as', 'student', 'in', 'the', 'free', 'church', 'normal', 'college', 'for', 'teachers', 'thanks', 'to', 'his', 'thorough', 'home', 'training', 'and', 'his', 'application', 'to', 'study', 'while', 'in', 'aberdeen', 'he', 'took', 'very', 'high', 'place', 'in', 'the', 'entrance', 'examination', 'after', 'working', 'hard', 'for', 'two', 'years', 'in', 'this', 'college', 'he', 'gained', 'his', 'diploma', 'easily', 'and', 'was', 'now', 'free', 'to', 'pursue', 'the', 'particular', 'bent', 'of', 'his', 'mind', 'always', 'of', 'mechanical', 'turn', 'as', 'we', 'have', 'seen', 'he', 'now', 'turned', 'to', 'the', 'study', 'of', 'mechanics', 'and', 'engineering', 'at', 'edinburgh', 'university', 'besides', 'these', 'subjects', 'he', 'studied', 'classics', 'higher', 'mathematics', 'natural', 'philosophy', 'and', 'surveying', 'and', 'fortification', 'this', 'formed', 'his', 'first', 'year', 'course', 'for', 'the', 'next', 'two', 'years', 'he', 'taught', 'three', 'hours', 'each', 'day', 'in', 'george', 'watson', 'college', 'in', 'the', 'morning', 'in', 'order', 'to', 'pay', 'his', 'way', 'his', 'afternoons', 'were', 'devoted', 'to', 'practical', 'engineering', 'in', 'leith', 'firm', 'this', 'seems', 'to', 'most', 'of', 'us', 'sufficient', 'work', 'for', 'one', 'day', 'but', 'such', 'was', 'his', 'appetite', 'for', 'work', 'that', 'his', 'evenings', 'were', 'employed', 'in', 'attending', 'lectures', 'on', 'geology', 'chemistry', 'and', 'other', 'subjects', 'in', 'after', 'years', 'he', 'looked', 'back', 'on', 'this', 'busy', 'time', 'with', 'only', 'one', 'regret', 'namely', 'that', 'he', 'had', 'not', 'been', 'able', 'to', 'overtake', 'twice', 'as', 'much', 'nothing', 'that', 'he', 'had', 'ever', 'learned', 'was', 'thrown', 'away', 'in', 'his', 'future', 'life', 'in', 'uganda', 'he', 'found', 'scope', 'for', 'exercising', 'his', 'knowledge', 'on', 'every', 'subject', 'that', 'he', 'had', 'acquired', 'while', 'in', 'edinburgh', 'his', 'sundays', 'were', 'devoted', 'mainly', 'to', 'mission', 'work', 'among', 'the', 'poor', 'and', 'addressing', 'children', 'meetings', 'in', 'edinburgh', 'he', 'formed', 'friendship', 'with', 'dr', 'john', 'smith', 'who', 'was', 'preparing', 'for', 'missionary', 'life', 'and', 'destined', 'to', 'find', 'his', 'career', 'and', 'untimely', 'grave', 'in', 'central', 'africa', 'after', 'spending', 'three', 'years', 'in', 'this', 'manner', 'he', 'went', 'to', 'germany', 'where', 'he', 'got', 'position', 'as', 'draughtsman', 'in', 'leading', 'firm', 'his', 'work', 'was', 'chiefly', 'drawing', 'designs', 'of', 'steam', 'engines', 'and', 'all', 'sorts', 'of', 'machinery', 'from', 'till', 'each', 'day', 'he', 'was', 'employed', 'at', 'this', 'work', 'in', 'the', 'evening', 'he', 'worked', 'hard', 'at', 'the', 'german', 'language', 'and', 'inventing', 'an', 'agricultural', 'machine', 'the', 'results', 'of', 'his', 'private', 'study', 'appeared', 'in', 'capital', 'translation', 'of', 'book', 'and', 'new', 'machine', 'which', 'took', 'first', 'prize', 'at', 'an', 'exhibition', 'in', 'breslau', 'his', 'companions', 'were', 'men', 'of', 'all', 'nationalities', 'and', 'were', 'mostly', 'infidels', 'he', 'had', 'to', 'endure', 'great', 'deal', 'of', 'persecution', 'from', 'them', 'on', 'account', 'of', 'his', 'religion', 'and', 'when', 'this', 'failed', 'to', 'gain', 'him', 'over', 'to', 'their', 'side', 'they', 'shocked', 'him', 'by', 'their', 'blasphemous', 'conversation', 'had', 'it', 'not', 'been', 'for', 'his', 'studious', 'habits', 'his', 'life', 'would', 'have', 'been', 'very', 'lonely', 'as', 'it', 'was', 'he', 'sometimes', 'felt', 'sorely', 'in', 'need', 'of', 'companionship', 'and', 'sympathy', 'by', 'and', 'by', 'he', 'was', 'promoted', 'to', 'be', 'chief', 'of', 'the', 'locomotive', 'department', 'besides', 'being', 'step', 'up', 'the', 'ladder', 'this', 'gave', 'him', 'chance', 'of', 'exercising', 'his', 'influence', 'on', 'behalf', 'of', 'religion', 'among', 'the', 'workmen', 'work', 'in', 'which', 'he', 'found', 'great', 'pleasure', 'the', 'bright', 'spot', 'in', 'his', 'life', 'while', 'in', 'berlin', 'however', 'was', 'his', 'friendship', 'with', 'one', 'of', 'the', 'ministers', 'of', 'the', 'cathedral', 'genuine', 'christian', 'and', 'man', 'of', 'wide', 'culture', 'at', 'this', 'gentleman', 'house', 'he', 'was', 'always', 'made', 'welcome', 'and', 'here', 'he', 'met', 'the', 'leading', 'christians', 'of', 'berlin', 'including', 'persons', 'of', 'high', 'rank', 'extracts', 'from', 'his', 'diary', 'at', 'this', 'period', 'show', 'that', 'he', 'was', 'striving', 'earnestly', 'to', 'follow', 'christ', 'he', 'speaks', 'of', 'studying', 'the', 'bible', 'more', 'than', 'ever', 'and', 'finding', 'it', 'mine', 'of', 'pure', 'gold', 'he', 'feels', 'strongly', 'that', 'his', 'religion', 'must', 'be', 'practical', 'thing', 'his', 'friendship', 'with', 'herr', 'hofprediger', 'baur', 'and', 'his', 'wife', 'became', 'so', 'close', 'that', 'they', 'spoke', 'of', 'him', 'as', 'their', 'son', 'mackay', 'and', 'at', 'last', 'he', 'became', 'boarder', 'in', 'their', 'home', 'mackay', 'had', 'now', 'thoroughly', 'made', 'up', 'his', 'mind', 'to', 'be', 'missionary', 'most', 'likely', 'the', 'idea', 'had', 'been', 'in', 'his', 'mind', 'for', 'some', 'years', 'but', 'not', 'until', 'august', 'did', 'he', 'intimate', 'his', 'decision', 'to', 'his', 'family', 'shortly', 'after', 'arriving', 'in', 'berlin', 'his', 'sister', 'had', 'sent', 'him', 'letter', 'describing', 'missionary', 'meeting', 'which', 'had', 'been', 'held', 'in', 'edinburgh', 'at', 'this', 'meeting', 'dr', 'burns', 'thomson', 'had', 'pleaded', 'the', 'cause', 'of', 'foreign', 'missions', 'and', 'urged', 'young', 'men', 'to', 'give', 'themselves', 'to', 'the', 'work', 'in', 'madagascar', 'his', 'sister', 'had', 'little', 'idea', 'probably', 'of', 'the', 'effect', 'her', 'letter', 'was', 'destined', 'to', 'exert', 'on', 'her', 'brother', 'mind', 'this', 'was', 'in', 'december', 'and', 'in', 'august', 'he', 'wrote', 'to', 'her', 'am', 'not', 'doctor', 'and', 'therefore', 'cannot', 'go', 'as', 'such', 'but', 'am', 'an', 'engineer', 'and', 'propose', 'if', 'the', 'lord', 'will', 'to', 'go', 'as', 'an', 'engineering', 'missionary', 'his', 'pet', 'idea', 'was', 'to', 'combine', 'religion', 'and', 'science', 'and', 'in', 'this', 'way', 'to', 'connect', 'christianity', 'with', 'modern', 'civilisation', 'the', 'idea', 'was', 'new', 'one', 'and', 'on', 'that', 'account', 'he', 'was', 'prepared', 'to', 'encounter', 'opposition', 'even', 'from', 'friends', 'of', 'missions', 'but', 'he', 'had', 'the', 'utmost', 'faith', 'in', 'his', 'plan', 'and', 'its', 'ultimate', 'success', 'after', 'sketching', 'out', 'his', 'plans', 'he', 'writes', 'do', 'not', 'think', 'me', 'mad', 'it', 'is', 'not', 'to', 'make', 'money', 'that', 'believe', 'christian', 'should', 'live', 'it', 'will', 'be', 'trial', 'of', 'all', 'trials', 'to', 'part', 'with', 'you', 'all', 'to', 'go', 'to', 'such', 'country', 'mackay', 'at', 'this', 'time', 'thought', 'of', 'madagascar', 'as', 'his', 'field', 'where', 'so', 'many', 'two', 'thousand', 'christians', 'were', 'not', 'very', 'long', 'ago', 'put', 'to', 'death', 'christianity', 'should', 'teach', 'men', 'how', 'to', 'be', 'saved', 'for', 'eternity', 'but', 'also', 'how', 'to', 'live', 'comfortably', 'and', 'healthily', 'together', 'he', 'recognises', 'his', 'own', 'sinfulness', 'and', 'says', 'his', 'first', 'concern', 'must', 'be', 'to', 'get', 'quit', 'of', 'it', 'the', 'withdrawal', 'of', 'my', 'disability', 'and', 'the', 'removal', 'of', 'sin', 'stain', 'must', 'precede', 'the', 'free', 'use', 'of', 'my', 'nature', 'for', 'the', 'glory', 'of', 'god', 'the', 'noblest', 'thing', 'man', 'can', 'do', 'is', 'just', 'humbly', 'to', 'receive', 'and', 'then', 'go', 'amongst', 'others', 'and', 'give', 'with', 'mackay', 'to', 'decide', 'meant', 'to', 'act', 'and', 'having', 'once', 'made', 'up', 'his', 'mind', 'for', 'the', 'mission', 'field', 'he', 'lost', 'no', 'time', 'in', 'preparing', 'the', 'way', 'when', 'his', 'father', 'to', 'whom', 'he', 'had', 'written', 'asking', 'his', 'consent', 'and', 'blessing', 'replied', 'he', 'wrote', 'thank', 'god', 'and', 'thank', 'you', 'that', 'you', 'have', 'written', 'me', 'as', 'you', 'have', 'done', 'when', 'you', 'consent', 'feel', 'doubly', 'sure', 'that', 'god', 'consents', 'impatient', 'of', 'the', 'delay', 'that', 'had', 'taken', 'place', 'since', 'first', 'the', 'call', 'had', 'come', 'to', 'him', 'who', 'will', 'go', 'he', 'was', 'eager', 'to', 'make', 'up', 'for', 'lost', 'time', 'by', 'starting', 'as', 'soon', 'as', 'his', 'way', 'opened', 'up', 'how', 'can', 'say', 'other', 'than', 'that', 'god', 'caused', 'that', 'message', 'to', 'come', 'to', 'me', 'he', 'asks', 'and', 'if', 'it', 'is', 'of', 'god', 'he', 'continues', 'must', 'not', 'say', 'here', 'am', 'send', 'me', 'perhaps', 'god', 'means', 'my', 'combating', 'here', 'with', 'infidelity', 'to', 'be', 'training', 'school', 'for', 'preparing', 'me', 'to', 'combat', 'with', 'not', 'more', 'powerful', 'fiend', 'idolatry', 'he', 'had', 'written', 'to', 'dr', 'burns', 'thomson', 'offering', 'his', 'services', 'to', 'the', 'london', 'missionary_society', 'and', 'in', 'due', 'course', 'their', 'reply', 'reached', 'him', 'the', 'london', 'missionary_society', 'stated', 'however', 'that', 'madagascar', 'was', 'not', 'ripe', 'for', 'his', 'assistance', 'but', 'might', 'in', 'time', 'need', 'such', 'help', 'as', 'he', 'could', 'give', 'had', 'mackay', 'been', 'fired', 'by', 'merely', 'temporary', 'impulse', 'this', 'reply', 'might', 'have', 'checked', 'his', 'enthusiasm', 'but', 'he', 'was', 'strong', 'in', 'the', 'belief', 'that', 'the', 'way', 'would', 'be', 'opened', 'up', 'and', 'accordingly', 'he', 'continued', 'hard', 'at', 'work', 'studying', 'native', 'languages', 'and', 'fitting', 'himself', 'for', 'missionary', 'life', 'young', 'healthy', 'and', 'enthusiastic', 'it', 'is', 'impossible', 'but', 'that', 'the', 'adventurous', 'life', 'of', 'missionary', 'and', 'the', 'prospect', 'of', 'being', 'pioneer', 'of', 'science', 'must', 'have', 'fired', 'his', 'imagination', 'but', 'from', 'his', 'letters', 'written', 'at', 'this', 'time', 'it', 'is', 'evident', 'that', 'supreme', 'above', 'every', 'other', 'motive', 'his', 'desire', 'was', 'to', 'extend', 'christ', 'kingdom', 'know', 'he', 'says', 'that', 'it', 'is', 'only', 'in', 'so', 'far', 'as', 'attain', 'to', 'high', 'spiritual', 'life', 'by', 'close', 'fellowship', 'with', 'my', 'risen', 'saviour', 'that', 'can', 'be', 'in', 'any', 'way', 'fit', 'for', 'winning', 'souls', 'and', 'again', 'if', 'christianity', 'is', 'worth', 'anything', 'it', 'is', 'worth', 'everything', 'if', 'it', 'calls', 'for', 'any', 'degree', 'of', 'zeal', 'and', 'warmth', 'it', 'will', 'justify', 'the', 'utmost', 'degree', 'of', 'these', 'in', 'his', 'diary', 'he', 'writes', 'why', 'is', 'missionary', 'life', 'so', 'often', 'an', 'object', 'of', 'my', 'thoughts', 'is', 'it', 'simply', 'for', 'the', 'love', 'bear', 'to', 'souls', 'then', 'why', 'do', 'not', 'show', 'it', 'more', 'where', 'am', 'lord', 'open', 'my', 'mouth', 'where', 'am', 'about', 'this', 'time', 'an', 'offer', 'was', 'made', 'to', 'him', 'of', 'partnership', 'in', 'large', 'engineering', 'firm', 'in', 'moscow', 'it', 'was', 'splendid', 'opening', 'for', 'one', 'anxious', 'to', 'make', 'name', 'and', 'fortune', 'but', 'mackay', 'had', 'no', 'hesitation', 'in', 'refusing', 'it', 'his', 'heart', 'was', 'set', 'on', 'mission', 'work', 'he', 'had', 'offered', 'himself', 'to', 'god', 'and', 'having', 'put', 'his', 'hand', 'to', 'the', 'plough', 'he', 'was', 'not', 'to', 'be', 'turned', 'aside', 'by', 'prospects', 'of', 'worldly', 'wealth', 'and', 'fame', 'however', 'tempting', 'mackay', 'had', 'his', 'thoughts', 'first', 'turned', 'to', 'africa', 'by', 'an', 'appeal', 'issued', 'by', 'the', 'church_missionary_society', 'for', 'lay', 'superintendent', 'to', 'take', 'charge', 'of', 'settlement', 'for', 'liberated', 'slaves', 'near', 'mombasa', 'he', 'applied', 'for', 'the', 'post', 'but', 'before', 'his', 'letter', 'reached', 'the', 'committee', 'they', 'had', 'already', 'fixed', 'upon', 'man', 'in', 'stanley', 'sent', 'letter', 'to', 'the', 'daily', 'telegraph', 'describing', 'uganda', 'and', 'its', 'king', 'and', 'calling', 'upon', 'christians', 'in', 'england', 'to', 'send', 'out', 'missionaries', 'to', 'this', 'promising', 'field', 'in', 'response', 'to', 'this', 'appeal', 'the', 'church_missionary_society', 'at', 'once', 'set', 'about', 'organising', 'mission', 'and', 'among', 'the', 'first', 'to', 'offer', 'their', 'services', 'for', 'the', 'work', 'was', 'mackay', 'meantime', 'dr', 'duff', 'the', 'famous', 'missionary', 'had', 'written', 'to', 'him', 'strongly', 'urging', 'him', 'to', 'wait', 'for', 'an', 'opening', 'in', 'the', 'free', 'church', 'mission', 'at', 'lake', 'nyassa', 'or', 'the', 'church', 'of', 'scotland', 'mission', 'as', 'he', 'dr', 'duff', 'did', 'not', 'see', 'how', 'the', 'church_missionary_society', 'could', 'utilise', 'mackay', 'engineering', 'skill', 'strangely', 'enough', 'the', 'same', 'post', 'brought', 'letter', 'from', 'the', 'church_missionary_society', 'thankfully', 'accepting', 'his', 'services', 'for', 'their', 'mission', 'mackay', 'took', 'this', 'as', 'clear', 'indication', 'that', 'his', 'work', 'lay', 'in', 'uganda', 'and', 'at', 'once', 'made', 'preparations', 'for', 'setting', 'out', 'this', 'was', 'in', 'january', 'and', 'in', 'march', 'mackay', 'was', 'in', 'england', 'getting', 'ready', 'his', 'outfit', 'under', 'his', 'personal', 'supervision', 'he', 'had', 'boat', 'made', 'in', 'sections', 'and', 'an', 'engine', 'and', 'boiler', 'for', 'fitting', 'into', 'boat', 'to', 'be', 'used', 'on', 'lake', 'nyanza', 'besides', 'these', 'he', 'had', 'to', 'lay', 'in', 'stock', 'of', 'tools', 'and', 'the', 'host', 'of', 'things', 'necessary', 'for', 'industrial', 'mission', 'work', 'after', 'much', 'hard', 'work', 'in', 'london', 'he', 'went', 'to', 'edinburgh', 'to', 'see', 'his', 'friends', 'and', 'make', 'final', 'arrangements', 'but', 'even', 'here', 'his', 'time', 'was', 'spent', 'in', 'constant', 'work', 'learning', 'astronomy', 'and', 'printing', 'and', 'gaining', 'smattering', 'of', 'medical', 'knowledge', 'his', 'friends', 'were', 'disappointed', 'that', 'he', 'did', 'not', 'spend', 'more', 'time', 'with', 'them', 'but', 'mackay', 'was', 'determined', 'to', 'acquire', 'everything', 'that', 'could', 'be', 'of', 'possible', 'use', 'to', 'him', 'in', 'africa', 'and', 'to', 'this', 'end', 'he', 'was', 'ready', 'to', 'sacrifice', 'the', 'claims', 'of', 'friends', 'and', 'every', 'other', 'consideration', 'you', 'will', 'bear', 'in', 'mind', 'that', 'all', 'this', 'energy', 'and', 'enthusiasm', 'in', 'learning', 'trades', 'and', 'science', 'was', 'in', 'order', 'to', 'increase', 'his', 'influence', 'as', 'missionary', 'of', 'jesus', 'christ', 'and', 'then', 'it', 'will', 'be', 'impossible', 'to', 'help', 'admiring', 'his', 'devotion', 'and', 'zeal', 'the', 'church_missionary_society', 'expedition', 'to', 'uganda', 'consisted', 'of', 'eight', 'men', 'of', 'these', 'mackay', 'was', 'the', 'youngest', 'but', 'one', 'on', 'april', 'they', 'took', 'leave', 'of', 'the', 'church', 'missionary', 'committee', 'after', 'they', 'had', 'received', 'their', 'instruction', 'from', 'the', 'secretary', 'each', 'of', 'the', 'missionaries', 'made', 'short', 'speech', 'mackay', 'being', 'the', 'youngest', 'was', 'called', 'upon', 'last', 'this', 'is', 'what', 'he', 'said', 'there', 'is', 'one', 'thing', 'which', 'my', 'brethren', 'have', 'not', 'said', 'and', 'which', 'want', 'to', 'say', 'want', 'to', 'remind', 'the', 'committee', 'that', 'within', 'six', 'months', 'they', 'will', 'probably', 'hear', 'that', 'one', 'of', 'us', 'is', 'dead', 'the', 'words', 'were', 'blunt', 'but', 'every', 'one', 'felt', 'that', 'there', 'was', 'every', 'chance', 'of', 'their', 'proving', 'true', 'and', 'for', 'minute', 'there', 'was', 'solemn', 'silence', 'but', 'he', 'added', 'what', 'want', 'to', 'say', 'is', 'this', 'when', 'that', 'news', 'comes', 'do', 'not', 'be', 'cast', 'down', 'but', 'send', 'some', 'one', 'else', 'immediately', 'to', 'take', 'the', 'vacant', 'place', 'they', 'sailed', 'from', 'southampton', 'on', 'april', 'and', 'just', 'before', 'starting', 'he', 'wrote', 'home', 'after', 'speaking', 'of', 'his', 'work', 'and', 'prospects', 'he', 'concluded', 'in', 'these', 'words', 'it', 'is', 'his', 'cause', 'it', 'must', 'prosper', 'whether', 'be', 'spared', 'to', 'see', 'its', 'consummation', 'or', 'not', 'may', 'god', 'give', 'me', 'health', 'and', 'strength', 'and', 'fit', 'me', 'for', 'so', 'glorious', 'work', 'the', 'enlargement', 'of', 'the', 'kingdom', 'of', 'his', 'dear', 'son', 'pray', 'for', 'me', 'that', 'grace', 'may', 'be', 'given', 'me', 'to', 'keep', 'steadily', 'in', 'view', 'the', 'one', 'great', 'object', 'this', 'was', 'his', 'last', 'look', 'homewards', 'with', 'single', 'eye', 'and', 'steadfast', 'purpose', 'mackay', 'now', 'turned', 'his', 'face', 'to', 'the', 'dark', 'continent', 'chapter', 'iii', 'on', 'african', 'soil', 'first', 'glimpse', 'of', 'africa', 'arrival', 'at', 'zanzibar', 'up', 'the', 'wami', 'lieutenant_smith', 'has', 'fever', 'mackay', 'illness', 'and', 'return', 'to', 'coast', 'swamping', 'of', 'the', 'daisy', 'chasing', 'slave', 'caravans', 'stricken', 'down', 'and', 'recovery', 'white', 'men', 'roads', 'on', 'tuesday', 'may', 'mackay', 'caught', 'his', 'first', 'glimpse', 'of', 'africa', 'with', 'strange', 'feelings', 'he', 'gazed', 'at', 'the', 'outline', 'of', 'that', 'mighty', 'continent', 'which', 'for', 'so', 'many', 'centuries', 'had', 'hidden', 'dark', 'places', 'full', 'of', 'cruelty', 'and', 'superstition', 'but', 'as', 'he', 'gazed', 'there', 'sprang', 'up', 'in', 'his', 'mind', 'vision', 'of', 'the', 'sun', 'of', 'righteousness', 'shedding', 'light', 'on', 'africa', 'chasing', 'cruelty', 'and', 'superstition', 'away', 'and', 'making', 'its', 'dark', 'places', 'rejoice', 'now', 'he', 'exclaims', 'for', 'the', 'springing', 'up', 'of', 'new', 'light', 'in', 'the', 'dark', 'land', 'of', 'dusky', 'ham', 'is', 'there', 'any', 'power', 'that', 'will', 'elevate', 'the', 'degraded', 'race', 'yes', 'the', 'gospel', 'mighty', 'power', 'and', 'again', 'shall', 'in', 'the', 'name', 'and', 'strength', 'of', 'god', 'set', 'up', 'my', 'printing', 'press', 'on', 'the', 'shores', 'of', 'the', 'victoria', 'nyanza', 'and', 'shall', 'not', 'cease', 'to', 'toil', 'till', 'the', 'story', 'of', 'the', 'cross', 'of', 'christ', 'be', 'printed', 'in', 'the', 'language', 'of', 'karague', 'and', 'uganda', 'and', 'every', 'man', 'be', 'taught', 'to', 'read', 'it', 'and', 'believe', 'it', 'too', 'they', 'arrived', 'at', 'zanzibar', 'on', 'the', 'may', 'after', 'prosperous', 'voyage', 'without', 'any', 'incident', 'worthy', 'of', 'notice', 'as', 'you', 'boys', 'are', 'aware', 'zanzibar', 'is', 'large', 'and', 'busy', 'island', 'off', 'the', 'east', 'coast', 'of', 'africa', 'here', 'travellers', 'bound', 'for', 'the', 'interior', 'make', 'up', 'their', 'caravans', 'hire', 'pagazis', 'porters', 'and', 'lay', 'in', 'stores', 'of', 'food', 'and', 'articles', 'for', 'bartering', 'with', 'the', 'native', 'chiefs', 'whom', 'they', 'may', 'come', 'across', 'to', 'lessen', 'the', 'trouble', 'of', 'the', 'journey', 'it', 'was', 'intended', 'to', 'sail', 'up', 'the', 'wami', 'river', 'as', 'far', 'as', 'the', 'usagara', 'hills', 'and', 'on', 'june', 'mackay', 'and', 'lieutenant_smith', 'started', 'in', 'the', 'daisy', 'on', 'voyage', 'of', 'exploration', 'for', 'the', 'purpose', 'of', 'finding', 'out', 'if', 'the', 'river', 'was', 'navigable', 'from', 'the', 'beginning', 'of', 'their', 'journey', 'it', 'was', 'evident', 'that', 'they', 'must', 'give', 'up', 'all', 'thought', 'of', 'sailing', 'up', 'the', 'wami', 'with', 'their', 'caravan', 'the', 'river', 'was', 'fearfully', 'winding', 'and', 'after', 'eight', 'days', 'sailing', 'they', 'had', 'only', 'travelled', 'about', 'seventy', 'miles', 'besides', 'this', 'the', 'chiefs', 'dwelling', 'on', 'the', 'banks', 'were', 'hostile', 'and', 'greedy', 'and', 'to', 'crown', 'all', 'they', 'found', 'that', 'the', 'river', 'was', 'falling', 'at', 'the', 'rate', 'of', 'two', 'inches', 'per', 'day', 'some', 'idea', 'of', 'how', 'much', 'the', 'river', 'winds', 'may', 'be', 'had', 'when', 'we', 'are', 'told', 'that', 'five', 'days', 'sailing', 'was', 'only', 'equal', 'to', 'two', 'days', 'walking', 'the', 'weather', 'was', 'very', 'hot', 'and', 'this', 'combined', 'with', 'poisonous', 'smells', 'from', 'the', 'banks', 'of', 'the', 'river', 'had', 'most', 'depressing', 'effect', 'upon', 'them', 'lieutenant_smith', 'had', 'fever', 'three', 'times', 'and', 'was', 'so', 'weakened', 'by', 'the', 'attacks', 'that', 'he', 'was', 'quite', 'laid', 'up', 'fortunately', 'mackay', 'enjoyed', 'good', 'health', 'and', 'upon', 'him', 'fell', 'all', 'the', 'trouble', 'of', 'making', 'their', 'way', 'back', 'to', 'zanzibar', 'their', 'first', 'real', 'misfortune', 'was', 'at', 'sadani', 'off', 'zanzibar', 'for', 'here', 'their', 'boat', 'was', 'swamped', 'happily', 'they', 'escaped', 'with', 'their', 'lives', 'and', 'by', 'good', 'luck', 'they', 'managed', 'to', 'rescue', 'most', 'of', 'their', 'cargo', 'after', 'getting', 'lieutenant_smith', 'to', 'bed', 'in', 'the', 'house', 'of', 'friendly', 'chief', 'mackay', 'chartered', 'dhow', 'arab', 'boat', 'and', 'started', 'for', 'zanzibar', 'where', 'he', 'arrived', 'six', 'hours', 'later', 'during', 'his', 'absence', 'neill', 'one', 'of', 'the', 'missionaries', 'had', 'been', 'down', 'with', 'fever', 'but', 'the', 'rest', 'were', 'all', 'well', 'after', 'refreshment', 'and', 'few', 'hours', 'rest', 'mackay', 'and', 'robertson', 'went', 'back', 'to', 'bring', 'lieutenant_smith', 'and', 'their', 'boat', 'the', 'daisy', 'to', 'zanzibar', 'it', 'was', 'night', 'when', 'they', 'drew', 'near', 'the', 'shore', 'and', 'they', 'were', 'unable', 'to', 'make', 'out', 'where', 'they', 'were', 'leaving', 'their', 'boat', 'they', 'found', 'themselves', 'on', 'long', 'flat', 'muddy', 'coast', 'the', 'tide', 'was', 'going', 'out', 'rapidly', 'and', 'in', 'short', 'time', 'they', 'found', 'that', 'they', 'had', 'lost', 'their', 'boat', 'and', 'their', 'way', 'knee', 'deep', 'in', 'mud', 'and', 'in', 'darkness', 'they', 'struggled', 'to', 'the', 'mainland', 'where', 'they', 'found', 'boy', 'sleeping', 'by', 'fire', 'and', 'from', 'him', 'they', 'learned', 'that', 'sadani', 'was', 'twelve', 'miles', 'off', 'it', 'was', 'hopeless', 'to', 'attempt', 'to', 'proceed', 'further', 'that', 'night', 'so', 'they', 'sat', 'by', 'the', 'fire', 'till', 'morning', 'next', 'day', 'they', 'found', 'their', 'boat', 'and', 'got', 'back', 'to', 'their', 'ship', 'they', 'reached', 'sadani', 'safely', 'and', 'brought', 'lieutenant_smith', 'and', 'the', 'daisy', 'back', 'to', 'zanzibar', 'they', 'were', 'loath', 'to', 'give', 'up', 'the', 'idea', 'of', 'travelling', 'by', 'water', 'part', 'of', 'their', 'journey', 'and', 'in', 'few', 'days', 'mackay', 'with', 'two', 'companions', 'started', 'to', 'explore', 'the', 'kingani', 'river', 'to', 'their', 'disappointment', 'they', 'found', 'it', 'worse', 'for', 'navigation', 'and', 'more', 'winding', 'than', 'the', 'wami', 'and', 'after', 'travelling', 'about', 'miles', 'in', 'three', 'weeks', 'they', 'turned', 'back', 'convinced', 'that', 'the', 'expedition', 'must', 'proceed', 'by', 'road', 'the', 'expedition', 'was', 'split', 'up', 'into', 'four', 'caravans', 'each', 'in', 'charge', 'of', 'leader', 'mackay', 'himself', 'took', 'charge', 'of', 'the', 'third', 'after', 'they', 'were', 'fairly', 'under', 'way', 'everything', 'went', 'well', 'until', 'reaching', 'ugogo', 'here', 'mackay', 'was', 'taken', 'so', 'seriously', 'ill', 'that', 'it', 'was', 'decided', 'to', 'send', 'him', 'back', 'to', 'the', 'coast', 'dr', 'smith', 'his', 'old', 'edinburgh', 'friend', 'wished', 'to', 'accompany', 'him', 'but', 'mackay', 'would', 'not', 'consent', 'to', 'this', 'arrangement', 'it', 'was', 'an', 'unselfish', 'determination', 'for', 'he', 'would', 'certainly', 'have', 'enjoyed', 'dr', 'smith', 'society', 'on', 'his', 'weary', 'journey', 'back', 'but', 'it', 'was', 'simply', 'consistent', 'with', 'the', 'position', 'he', 'took', 'up', 'from', 'the', 'beginning', 'the', 'work', 'was', 'what', 'occupied', 'his', 'mind', 'and', 'for', 'its', 'success', 'he', 'was', 'ready', 'to', 'sacrifice', 'every', 'personal', 'consideration', 'it', 'must', 'have', 'been', 'great', 'disappointment', 'to', 'be', 'compelled', 'to', 'go', 'back', 'at', 'such', 'an', 'early', 'stage', 'of', 'the', 'journey', 'but', 'with', 'rare', 'self', 'sacrifice', 'he', 'would', 'not', 'take', 'from', 'the', 'work', 'another', 'of', 'its', 'workers', 'and', 'so', 'good', 'byes', 'were', 'said', 'and', 'the', 'friends', 'parted', 'company', 'they', 'parted', 'with', 'hopes', 'of', 'meeting', 'again', 'but', 'the', 'meeting', 'never', 'took', 'place', 'on', 'earth', 'for', 'dr', 'smith', 'had', 'fallen', 'victim', 'to', 'african', 'fevers', 'before', 'mackay', 'again', 'joined', 'the', 'party', 'mackay', 'himself', 'was', 'assailed', 'by', 'the', 'persistent', 'enemy', 'of', 'the', 'white', 'man', 'but', 'happily', 'the', 'illness', 'proved', 'less', 'serious', 'than', 'was', 'anticipated', 'and', 'before', 'he', 'reached', 'sadani', 'he', 'had', 'quite', 'recovered', 'meantime', 'he', 'had', 'received', 'instructions', 'from', 'the', 'church_missionary_society', 'to', 'delay', 'his', 'journey', 'until', 'the', 'end', 'of', 'the', 'rainy', 'season', 'to', 'prevent', 'the', 'time', 'hanging', 'heavily', 'on', 'his', 'hands', 'he', 'occupied', 'himself', 'in', 'making', 'up', 'relief', 'caravan', 'to', 'send', 'to', 'the', 'advance', 'party', 'cutting', 'road', 'miles', 'inland', 'and', 'chasing', 'slave', 'dealers', 'whose', 'caravans', 'were', 'constantly', 'passing', 'notwithstanding', 'the', 'vexatious', 'delays', 'and', 'his', 'serious', 'illness', 'he', 'was', 'as', 'enthusiastic', 'as', 'ever', 'some', 'one', 'had', 'written', 'from', 'home', 'telling', 'him', 'that', 'friend', 'had', 'been', 'expecting', 'to', 'hear', 'that', 'he', 'regretted', 'having', 'adopted', 'missionary', 'life', 'to', 'which', 'his', 'reply', 'was', 'am', 'sorry', 'should', 'think', 'entertain', 'regrets', 'at', 'coming', 'out', 'here', 'why', 'would', 'not', 'exchange', 'my', 'position', 'for', 'thousand', 'times', 'the', 'value', 'of', 'his', 'it', 'is', 'true', 'that', 'have', 'much', 'secular', 'work', 'to', 'do', 'yet', 'before', 'get', 'settled', 'down', 'in', 'uganda', 'and', 'probably', 'shall', 'have', 'much', 'more', 'after', 'but', 'it', 'is', 'all', 'for', 'the', 'one', 'end', 'which', 'my', 'heart', 'desire', 'is', 'to', 'see', 'accomplished', 'while', 'living', 'at', 'sadani', 'he', 'and', 'swiss', 'gentleman', 'had', 'some', 'exciting', 'chases', 'after', 'slave', 'caravans', 'in', 'one', 'instance', 'he', 'was', 'enabled', 'to', 'set', 'the', 'slaves', 'free', 'there', 'was', 'some', 'brisk', 'fighting', 'between', 'his', 'party', 'and', 'the', 'arab', 'slave', 'dealers', 'on', 'several', 'occasions', 'after', 'time', 'however', 'mackay', 'made', 'up', 'his', 'mind', 'to', 'do', 'no', 'more', 'in', 'the', 'way', 'of', 'trying', 'to', 'stop', 'the', 'traffic', 'the', 'chief', 'and', 'people', 'of', 'sadani', 'were', 'rather', 'in', 'favour', 'of', 'the', 'slave', 'trade', 'than', 'against', 'it', 'and', 'mackay', 'found', 'that', 'his', 'attitude', 'on', 'the', 'question', 'brought', 'him', 'into', 'awkward', 'relations', 'with', 'them', 'march', 'was', 'bad', 'time', 'with', 'him', 'for', 'during', 'the', 'month', 'he', 'had', 'several', 'attacks', 'of', 'the', 'dreaded', 'mukunguru', 'fever', 'owing', 'to', 'the', 'careful', 'kind', 'nursing', 'of', 'broyon', 'the', 'swiss', 'gentleman', 'to', 'whom', 'we', 'have', 'already', 'referred', 'mackay', 'got', 'safely', 'over', 'the', 'first', 'attack', 'afterwards', 'he', 'was', 'brought', 'to', 'zanzibar', 'and', 'carefully', 'attended', 'to', 'by', 'the', 'church_missionary_society', 'agents', 'by', 'april', 'he', 'was', 'quite', 'well', 'again', 'and', 'hard', 'at', 'work', 'cutting', 'the', 'road', 'to', 'mpwapwa', 'the', 'work', 'was', 'very', 'hard', 'and', 'our', 'hero', 'had', 'been', 'obliged', 'to', 'rough', 'it', 'in', 'true', 'pioneer', 'fashion', 'have', 'he', 'says', 'slept', 'in', 'all', 'sorts', 'of', 'places', 'cowbyre', 'sheep', 'cote', 'straw', 'hut', 'not', 'larger', 'than', 'dog', 'kennel', 'and', 'often', 'in', 'no', 'house', 'at', 'all', 'anything', 'suits', 'me', 'provided', 'get', 'spot', 'tolerably', 'clear', 'of', 'ants', 'and', 'mosquitoes', 'in', 'month', 'he', 'had', 'cleared', 'splendid', 'waggon', 'road', 'fifty', 'miles', 'long', 'through', 'dense', 'and', 'thorny', 'jungles', 'which', 'offered', 'resistance', 'peculiar', 'to', 'themselves', 'imagine', 'forest', 'of', 'lofty', 'slender', 'trees', 'with', 'cop', 'between', 'of', 'thorny', 'creepers', 'so', 'dense', 'below', 'that', 'cat', 'could', 'scarcely', 'creep', 'along', 'and', 'branched', 'and', 'intertwined', 'above', 'like', 'green', 'unravelled', 'hemp', 'native', 'caravans', 'were', 'in', 'the', 'habit', 'of', 'coming', 'the', 'same', 'road', 'but', 'although', 'the', 'spiky', 'bushes', 'tore', 'their', 'flesh', 'and', 'dragged', 'the', 'bundles', 'from', 'the', 'pagazis', 'heads', 'not', 'hand', 'was', 'raised', 'to', 'cut', 'down', 'branch', 'or', 'clear', 'the', 'way', 'the', 'white', 'men', 'roads', 'were', 'constant', 'source', 'of', 'wonder', 'and', 'astonishment', 'mackay', 'working', 'gang', 'consisted', 'of', 'about', 'forty', 'men', 'and', 'these', 'armed', 'with', 'the', 'best', 'quality', 'of', 'axes', 'saws', 'picks', 'spades', 'and', 'tools', 'of', 'all', 'kinds', 'hewed', 'their', 'way', 'through', 'every', 'obstacle', 'like', 'the', 'great', 'traveller', 'stanley', 'mackay', 'had', 'some', 'gift', 'of', 'palavering', 'with', 'the', 'chiefs', 'and', 'every', 'one', 'whom', 'he', 'had', 'met', 'had', 'made', 'him', 'their', 'brother', 'when', 'this', 'operation', 'of', 'brotherhood', 'had', 'been', 'performed', 'the', 'traveller', 'was', 'free', 'from', 'many', 'annoyances', 'and', 'at', 'liberty', 'to', 'pass', 'through', 'countries', 'unmolested', 'through', 'which', 'without', 'this', 'bond', 'it', 'would', 'have', 'been', 'needful', 'for', 'him', 'to', 'fight', 'his', 'way', 'chapter', 'iv', 'dangers', 'and', 'difficulties', 'terrible', 'disaster', 'on', 'the', 'march', 'to', 'the', 'victoria', 'nyanza', 'attacked', 'by', 'robbers', 'fever', 'again', 'said', 'bin', 'salim', 'while', 'mackay', 'and', 'his', 'men', 'were', 'hewing', 'and', 'cutting', 'their', 'way', 'through', 'to', 'mpwapwa', 'terrible', 'disaster', 'had', 'overtaken', 'the', 'advance', 'party', 'mr', 'neill', 'and', 'rev', 'wilson', 'had', 'reached', 'the', 'nyanza', 'on', 'january', 'and', 'lieutenant', 'and', 'dr', 'smith', 'three', 'months', 'later', 'dr', 'smith', 'died', 'of', 'dysentery', 'shortly', 'after', 'in', 'july', 'lieutenant_smith', 'and', 'mr', 'wilson', 'went', 'on', 'to', 'uganda', 'to', 'see', 'how', 'matters', 'stood', 'the', 'former', 'returned', 'in', 'august', 'to', 'ukerewe', 'leaving', 'mr', 'wilson', 'in', 'uganda', 'early', 'in', 'december', 'of', 'that', 'same', 'year', 'smith', 'and', 'neill', 'prepared', 'to', 'leave', 'the', 'southern', 'end', 'of', 'the', 'nyanza', 'with', 'all', 'their', 'men', 'and', 'goods', 'to', 'rejoin', 'mr', 'wilson', 'and', 'wrote', 'to', 'mackay', 'on', 'the', 'from', 'kagei', 'saying', 'that', 'they', 'were', 'just', 'setting', 'out', 'for', 'uganda', 'while', 'at', 'ukerewe', 'the', 'king', 'made', 'an', 'attack', 'upon', 'songoro', 'an', 'arab', 'slave', 'dealer', 'who', 'thereupon', 'ran', 'for', 'protection', 'to', 'lieutenant_smith', 'and', 'mr', 'neill', 'on', 'their', 'refusing', 'to', 'give', 'up', 'the', 'fugitive', 'the', 'king', 'attacked', 'the', 'missionaries', 'with', 'large', 'force', 'and', 'slaughtered', 'the', 'whole', 'party', 'mackay', 'grief', 'on', 'hearing', 'of', 'the', 'disaster', 'was', 'very', 'great', 'but', 'he', 'had', 'not', 'expected', 'africa', 'to', 'be', 'won', 'for', 'christ', 'without', 'loss', 'of', 'life', 'as', 'his', 'farewell', 'speech', 'in', 'london', 'showed', 'and', 'even', 'now', 'when', 'the', 'news', 'reached', 'him', 'of', 'the', 'death', 'of', 'his', 'two', 'brethren', 'his', 'prayer', 'was', 'that', 'god', 'would', 'send', 'more', 'men', 'not', 'fear', 'entered', 'his', 'mind', 'as', 'to', 'his', 'own', 'safety', 'not', 'once', 'wish', 'to', 'turn', 'back', 'his', 'only', 'regret', 'was', 'the', 'delay', 'to', 'the', 'work', 'which', 'must', 'be', 'the', 'consequence', 'but', 'god', 'has', 'other', 'hands', 'in', 'reserve', 'he', 'writes', 'whom', 'he', 'will', 'bring', 'to', 'the', 'front', 'fast', 'and', 'unexpectedly', 'and', 'the', 'work', 'will', 'proceed', 'whether', 'we', 'break', 'down', 'or', 'not', 'his', 'great', 'desire', 'now', 'was', 'to', 'hurry', 'forward', 'as', 'fast', 'as', 'possible', 'in', 'order', 'to', 'prevent', 'further', 'bloodshed', 'the', 'march', 'to', 'the', 'lake', 'was', 'difficult', 'and', 'beset', 'with', 'many', 'hardships', 'besides', 'the', 'natural', 'difficulties', 'which', 'the', 'road', 'presented', 'they', 'were', 'in', 'constant', 'fear', 'of', 'attacks', 'by', 'robbers', 'who', 'infested', 'some', 'districts', 'mackay', 'plan', 'was', 'to', 'keep', 'his', 'men', 'marching', 'close', 'together', 'carrying', 'their', 'bales', 'he', 'himself', 'bringing', 'up', 'the', 'rear', 'while', 'this', 'order', 'was', 'adhered', 'to', 'the', 'robbers', 'did', 'not', 'venture', 'to', 'attack', 'them', 'but', 'on', 'certain', 'evening', 'one', 'of', 'the', 'carriers', 'fell', 'behind', 'and', 'shortly', 'afterwards', 'mackay', 'heard', 'him', 'cry', 'for', 'help', 'turning', 'back', 'he', 'found', 'that', 'gang', 'of', 'robbers', 'had', 'attacked', 'the', 'carrier', 'with', 'clubs', 'stolen', 'his', 'bale', 'and', 'vanished', 'in', 'the', 'bush', 'unfortunately', 'the', 'bale', 'contained', 'provisions', 'which', 'they', 'could', 'ill', 'spare', 'and', 'their', 'only', 'supply', 'of', 'quinine', 'here', 'must', 'explain', 'that', 'for', 'the', 'terrible', 'fevers', 'of', 'africa', 'quinine', 'is', 'the', 'only', 'remedy', 'and', 'it', 'is', 'hopeless', 'to', 'attempt', 'african', 'travelling', 'without', 'good', 'supply', 'of', 'this', 'medicine', 'in', 'order', 'to', 'ward', 'off', 'fever', 'mackay', 'took', 'daily', 'dose', 'but', 'now', 'that', 'the', 'bale', 'containing', 'it', 'was', 'stolen', 'that', 'was', 'impossible', 'fortunately', 'he', 'met', 'an', 'arab', 'caravan', 'going', 'east', 'the', 'leader', 'of', 'which', 'was', 'most', 'hospitable', 'after', 'entertaining', 'him', 'to', 'sumptuous', 'dinner', 'he', 'gave', 'mackay', 'present', 'of', 'candles', 'and', 'matches', 'articles', 'which', 'had', 'been', 'carried', 'off', 'in', 'the', 'stolen', 'bale', 'mackay', 'sent', 'message', 'by', 'his', 'hand', 'to', 'his', 'companions', 'at', 'mpwapwa', 'asking', 'them', 'to', 'forward', 'messenger', 'with', 'supplies', 'of', 'quinine', 'as', 'soon', 'as', 'possible', 'passing', 'through', 'ugogo', 'he', 'experienced', 'much', 'the', 'same', 'treatment', 'as', 'stanley', 'had', 'met', 'with', 'on', 'his', 'famous', 'march', 'to', 'find', 'livingstone', 'some', 'years', 'had', 'elapsed', 'since', 'then', 'but', 'the', 'character', 'of', 'the', 'people', 'had', 'not', 'altered', 'they', 'were', 'rude', 'insolent', 'suspicious', 'and', 'greedy', 'beyond', 'measure', 'unwilling', 'to', 'delay', 'his', 'journey', 'for', 'the', 'return', 'of', 'the', 'messenger', 'with', 'quinine', 'mackay', 'was', 'now', 'marching', 'in', 'easy', 'stages', 'but', 'at', 'the', 'end', 'of', 'fortnight', 'he', 'felt', 'fever', 'symptoms', 'gradually', 'creeping', 'on', 'and', 'at', 'last', 'he', 'was', 'unable', 'to', 'proceed', 'further', 'owing', 'to', 'weakness', 'and', 'shivering', 'once', 'more', 'providence', 'seemed', 'to', 'befriend', 'him', 'for', 'just', 'when', 'he', 'was', 'ready', 'to', 'give', 'up', 'the', 'messenger', 'arrived', 'from', 'mpwapwa', 'bringing', 'supplies', 'and', 'the', 'much', 'longed', 'for', 'quinine', 'after', 'few', 'doses', 'the', 'fever', 'symptoms', 'left', 'him', 'and', 'next', 'day', 'he', 'was', 'able', 'to', 'take', 'the', 'road', 'once', 'more', 'the', 'prospect', 'at', 'this', 'time', 'however', 'was', 'anything', 'but', 'cheering', 'much', 'of', 'the', 'country', 'was', 'flooded', 'with', 'water', 'and', 'for', 'hours', 'at', 'time', 'he', 'had', 'to', 'wade', 'up', 'to', 'the', 'middle', 'his', 'sleeping', 'accommodation', 'at', 'nights', 'was', 'of', 'the', 'mos']\n"
     ]
    }
   ],
   "source": [
    "#build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)\n",
    "\n",
    "#Faster way to get sentences clubbed as bigrams or trigrams\n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "#see trigram example\n",
    "print(trigram_mod[bigram_mod[data_words[0]]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define function for stopwords\n",
    "def remove_stopwords(texts):\n",
    "    return[[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "def lemmatization(texts, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV']):\n",
    "    \"\"\"https://spacy.io/api/annotation\"\"\"\n",
    "    texts_out = []\n",
    "    for sent in texts:\n",
    "        doc = nlp(\" \".join(sent)) \n",
    "        texts_out.append([token.lemma_ for token in doc if token.pos_ in allowed_postags])\n",
    "    return texts_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['page', 'good', 'beginning', 'choose', 'life', 'work', 'african', 'soil', 'danger', 'difficulty', 'visit', 'lkonge', 'arrival', 'result', 'strange', 'task', 'friend', 'fellow', 'worker', 'xvi', 'last', 'day', 'early', 'part', 'make', 'acquaintance', 'offer', 'mission', 'go', 'missionary', 'dark', 'continent', 'sail', 'meet', 'short', 'time', 'leave', 'long', 'time', 'see', 'year', 'pass', 'murder', 'summer', 'nearly', 'year', 'alone', 'hear', 'store', 'southern', 'end', 'charge', 'native', 'mtesa', 'allow', 'go', 'man', 'voyage', 'month', 'native', 'canoe', 'evening', 'point', 'come', 'man', 'want', 'stop', 'night', 'far', 'get', 'dark', 'take', 'paddle', 'guide', 'canoe', 'dark', 'reach', 'place', 'fire', 'shot', 'recognise', 'signal', 'announce', 'arrival', 'turn', 'canoe', 'landward', 'soon', 'ground', 'ashore', 'ask', 'first', 'man', 'meet', 'come', 'coast', 'white', 'man', 'come', 'minute', 'grasp', 'mackay', 'hand', 'come', 'instead', 'send', 'go', 'letter', 'home', 'much', 'tell', 'hour', 'fly', 'unheeded', 'cock', 'begin', 'crow', 'appear', 'retire', 'rest', 'return', 'together', 'many', 'opportunity', 'see', 'skill', 'tact', 'friend', 'native', 'soon', 'gain', 'great', 'influence', 'mtesa', 'increase', 'end', 'mtesa', 'tell', 'use', 'influence', 'master', 'glory', 'commend', 'brief', 'noble', 'life', 'boy', 'pray', 'use', 'stir', 'devote', 'life', 'carry', 'message', 'alexander', 'chapter', 'begin', 'early', 'education', 'death', 'mother', 'bear', 'rhynie', 'village', 'unusual', 'ability', 'faithful', 'duty', 'minister', 'yet', 'take', 'keen', 'intelligent', 'interest', 'scientific', 'question', 'include', 'correspondent', 'friend', 'eminent', 'man', 'hugh', 'other', 'special', 'knack', 'teach', 'young', 'people', 'find', 'great', 'pleasure', 'impart', 'store', 'learn', 'information', 'eager', 'intelligent', 'young', 'son', 'first', 'young', 'give', 'great', 'year', 'old', 'read', 'new_testament', 'quite', 'easily', 'read', 'decline', 'fall', 'roman_empire', 'lose', 'equally', 'difficult', 'work', 'much', 'education', 'carry', 'walk', 'open', 'air', 'father', 'many', 'problem', 'euclid', 'demonstrate', 'dusty', 'road', 'botanical', 'specimen', 'examine', 'great', 'wonderment', 'simple', 'villager', 'early', 'age', 'mackay', 'unusually', 'skilful', 'draw', 'map', 'also', 'work', 'small', 'printing', 'press', 'make', 'present', 'book', 'call', 'small', 'beginning', 'way', 'get', 'book', 'effect', 'stirring', 'boy', 'mind', 'desire', 'accomplishment', 'great', 'time', 'interested', 'book', 'else', 'year', 'old', 'change', 'come', 'find', 'delight', 'gardening', 'ride', 'outdoor', 'life', 'generally', 'strengthen', 'body', 'help', 'drive', 'evil', 'effect', 'result', 'former', 'studious', 'habit', 'boyhood', 'eager', 'thirst', 'information', 'rather', 'fondness', 'play', 'walk', 'several', 'mile', 'order', 'minute', 'look', 'steam', 'engine', 'find', 'busy', 'watch', 'work', 'fly', 'shuttle', 'companion', 'enjoy', 'play', 'boy', 'read', 'story', 'think', 'study', 'true', 'gather', 'bright', 'pleasant', 'healthy', 'boy', 'simply', 'find', 'real', 'pleasure', 'acquire', 'information', 'leave', 'companion', 'play', 'alone', 'dabble', 'shop', 'pick', 'rudimentary', 'engineering', 'village', 'smithy', 'companion', 'boyhood', 'alive', 'look', 'back', 'year', 'see', 'quite', 'unconsciously', 'prepare', 'life', 'work', 'boy', 'village', 'rhynie', 'learn', 'knowledge', 'building', 'carpenter', 'work', 'future', 'year', 'priceless', 'value', 'heart', 'feel', 'unable', 'longer', 'superintend', 'study', 'young', 'accordingly', 'send', 'school', 'tell', 'work', 'well', 'study', 'develop', 'mechanical', 'scientific', 'bent', 'study', 'photography', 'practical', 'shipbuilding', 'spare', 'hour', 'boy', 'become', 'great', 'man', 'hero', 'bless', 'good', 'mother', 'son', 'extraordinary', 'talent', 'eager', 'disposition', 'attractive', 'way', 'make', 'source', 'great', 'anxiety', 'good', 'woman', 'many', 'earnest', 'prayer', 'put', 'kept', 'evil', 'year', 'aberdeen', 'mother', 'die', 'absent', 'home', 'time', 'tell', 'earnest', 'prayer', 'desire', 'give', 'die', 'son', 'wedding', 'present', 'bagster', 'earnest', 'injunction', 'search', 'scripture', 'meet', 'hereafter', 'first', 'great', 'grief', 'life', 'event', 'make', 'deep', 'impression', 'say', 'little', 'feeling', 'time', 'give', 'become', 'soldier', 'choose', 'life', 'work', 'removal', 'throw', 'good', 'chance', 'appeal', 'missionary', 'call', 'word', 'leave', 'family', 'remove', 'city', 'enrol', 'student', 'free', 'church', 'normal', 'college', 'teacher', 'thank', 'thorough', 'home', 'training', 'application', 'study', 'take', 'high', 'place', 'entrance', 'examination', 'work', 'hard', 'year', 'college', 'gain', 'easily', 'free', 'pursue', 'particular', 'bent', 'mind', 'always', 'mechanical', 'turn', 'see', 'turn', 'study', 'mechanic', 'subject', 'study', 'classic', 'high', 'mathematics', 'natural', 'philosophy', 'surveying', 'fortification', 'form', 'first', 'year', 'course', 'next', 'year', 'teach', 'hour', 'morning', 'order', 'pay', 'way', 'afternoon', 'devote', 'practical', 'engineering', 'firm', 'seem', 'sufficient', 'work', 'day', 'appetite', 'work', 'evening', 'employ', 'attend', 'lecture', 'geology', 'chemistry', 'subject', 'year', 'look', 'back', 'busy', 'time', 'regret', 'namely', 'able', 'overtake', 'twice', 'much', 'ever', 'learn', 'throw', 'future', 'life', 'find', 'scope', 'exercise', 'knowledge', 'subject', 'acquire', 'sunday', 'devote', 'mainly', 'mission', 'work', 'poor', 'address', 'child', 'meeting', 'edinburgh', 'form', 'friendship', 'prepare', 'missionary', 'life', 'destine', 'find', 'career', 'untimely', 'grave', 'central', 'spend', 'year', 'manner', 'go', 'get', 'position', 'draughtsman', 'lead', 'firm', 'work', 'chiefly', 'draw', 'design', 'steam', 'engine', 'sort', 'machinery', 'day', 'employ', 'work', 'evening', 'work', 'hard', 'german', 'language', 'invent', 'agricultural', 'machine', 'result', 'private', 'study', 'appear', 'capital', 'translation', 'book', 'new', 'machine', 'take', 'first', 'prize', 'exhibition', 'companion', 'man', 'nationality', 'mostly', 'infidel', 'endure', 'great', 'deal', 'persecution', 'account', 'religion', 'fail', 'gain', 'side', 'shock', 'blasphemous', 'conversation', 'studious', 'habit', 'life', 'lonely', 'sometimes', 'feel', 'sorely', 'need', 'companionship', 'sympathy', 'promote', 'chief', 'locomotive', 'department', 'step', 'ladder', 'give', 'chance', 'exercise', 'influence', 'behalf', 'religion', 'workman', 'work', 'find', 'great', 'pleasure', 'bright', 'spot', 'life', 'however', 'friendship', 'minister', 'cathedral', 'genuine', 'man', 'wide', 'culture', 'always', 'make', 'welcome', 'meet', 'lead', 'include', 'person', 'high', 'rank', 'extract', 'period', 'show', 'strive', 'earnestly', 'follow', 'speak', 'study', 'ever', 'find', 'mine', 'pure', 'gold', 'feel', 'strongly', 'religion', 'practical', 'thing', 'wife', 'become', 'close', 'speak', 'son', 'last', 'become', 'thoroughly', 'make', 'mind', 'missionary', 'likely', 'idea', 'mind', 'year', 'intimate', 'decision', 'family', 'shortly', 'arrive', 'send', 'letter', 'describe', 'missionary', 'meeting', 'hold', 'plead', 'foreign', 'mission', 'urge', 'young', 'man', 'give', 'work', 'madagascar', 'sister', 'little', 'idea', 'probably', 'effect', 'letter', 'destine', 'brother', 'write', 'doctor', 'therefore', 'can', 'go', 'engineer', 'propose', 'go', 'idea', 'combine', 'religion', 'science', 'way', 'connect', 'modern', 'civilisation', 'idea', 'new', 'account', 'prepared', 'encounter', 'opposition', 'even', 'friend', 'mission', 'utmost', 'faith', 'plan', 'ultimate', 'success', 'sketch', 'plan', 'write', 'think', 'mad', 'make', 'money', 'believe', 'christian', 'live', 'trial', 'trial', 'part', 'go', 'country', 'think', 'field', 'many', 'long', 'ago', 'put', 'death', 'christianity', 'teach', 'man', 'save', 'eternity', 'also', 'live', 'comfortably', 'healthily', 'together', 'recognise', 'sinfulness', 'say', 'first', 'concern', 'quit', 'withdrawal', 'disability', 'removal', 'sin', 'stain', 'precede', 'free', 'use', 'glory', 'humbly', 'receive', 'go', 'other', 'give', 'mackay', 'mean', 'act', 'make', 'mind', 'mission', 'field', 'lose', 'time', 'prepare', 'way', 'father', 'write', 'ask', 'consent', 'blessing', 'reply', 'write', 'thank', 'thank', 'write', 'do', 'consent', 'feel', 'doubly', 'sure', 'consent', 'impatient', 'delay', 'take', 'place', 'first', 'call', 'come', 'go', 'eager', 'make', 'lose', 'time', 'start', 'soon', 'way', 'open', 'say', 'cause', 'message', 'come', 'ask', 'continue', 'say', 'send', 'perhaps', 'mean', 'combat', 'infidelity', 'training', 'school', 'prepare', 'combat', 'powerful', 'write', 'due', 'course', 'reply', 'reach', 'state', 'however', 'ripe', 'assistance', 'time', 'need', 'help', 'give', 'fire', 'merely', 'temporary', 'impulse', 'reply', 'check', 'strong', 'belief', 'way', 'opened', 'accordingly', 'continue', 'hard', 'work', 'study', 'native', 'language', 'fit', 'missionary', 'life', 'young', 'healthy', 'enthusiastic', 'impossible', 'adventurous', 'life', 'missionary', 'prospect', 'pioneer', 'science', 'fire', 'imagination', 'letter', 'write', 'time', 'evident', 'motive', 'desire', 'extend', 'say', 'far', 'attain', 'high', 'spiritual', 'life', 'close', 'fellowship', 'rise', 'way', 'fit', 'win', 'soul', 'worth', 'worth', 'call', 'degree', 'warmth', 'utmost', 'degree', 'write', 'missionary', 'life', 'often', 'object', 'thought', 'simply', 'love', 'soul', 'show', 'open', 'mouth', 'time', 'offer', 'make', 'partnership', 'large', 'engineering', 'firm', 'splendid', 'open', 'anxious', 'make', 'name', 'refuse', 'heart', 'set', 'mission', 'work', 'offer', 'put', 'hand', 'turn', 'prospect', 'worldly', 'wealth', 'fame', 'however', 'tempt', 'mackay', 'thought', 'first', 'turn', 'issue', 'church', 'missionary_society', 'lie', 'superintendent', 'take', 'charge', 'settlement', 'liberate', 'slave', 'apply', 'letter', 'reach', 'committee', 'already', 'fix', 'send', 'describe', 'call', 'send', 'missionary', 'promising', 'field', 'response', 'church', 'missionary_society', 'set', 'organise', 'mission', 'first', 'offer', 'service', 'work', 'famous', 'missionary', 'write', 'strongly', 'urging', 'wait', 'open', 'free', 'see', 'church', 'missionary_society', 'utilise', 'engineering', 'skill', 'strangely', 'enough', 'post', 'bring', 'letter', 'church', 'missionary_society', 'thankfully', 'accept', 'service', 'mission', 'take', 'clear', 'indication', 'work', 'lie', 'make', 'preparation', 'set', 'get', 'ready', 'personal', 'supervision', 'boat', 'make', 'section', 'engine', 'boiler', 'fitting', 'use', 'lay', 'stock', 'tool', 'host', 'thing', 'necessary', 'industrial', 'mission', 'work', 'much', 'hard', 'work', 'go', 'friend', 'make', 'final', 'arrangement', 'even', 'time', 'spend', 'constant', 'work', 'learn', 'astronomy', 'printing', 'gaining', 'smatter', 'medical', 'knowledge', 'friend', 'disappoint', 'spend', 'time', 'determine', 'acquire', 'possible', 'use', 'end', 'ready', 'sacrifice', 'claim', 'friend', 'consideration', 'bear', 'trade', 'science', 'order', 'increase', 'influence', 'impossible', 'help', 'admire', 'devotion', 'consist', 'man', 'mackay', 'young', 'take', 'receive', 'instruction', 'secretary', 'missionary', 'make', 'short', 'speech', 'young', 'call', 'last', 'say', 'thing', 'brother', 'say', 'want', 'want', 'remind', 'committee', 'month', 'probably', 'hear', 'dead', 'word', 'blunt', 'one', 'feel', 'chance', 'prove', 'true', 'minute', 'silence', 'add', 'want', 'say', 'news', 'come', 'cast', 'send', 'else', 'immediately', 'take', 'vacant', 'place', 'sail', 'start', 'write', 'home', 'speak', 'work', 'prospect', 'conclude', 'word', 'cause', 'prosper', 'spare', 'see', 'consummation', 'give', 'health', 'strength', 'fit', 'glorious', 'work', 'give', 'keep', 'steadily', 'view', 'great', 'object', 'last', 'look', 'homeward', 'single', 'eye', 'steadfast', 'purpose', 'turn', 'face', 'dark', 'continent', 'chapter', 'soil', 'first', 'arrival', 'return', 'swamp', 'chase', 'slave', 'stricken', 'recovery', 'white', 'man', 'road', 'mackay', 'catch', 'first', 'strange', 'feeling', 'gaze', 'outline', 'mighty', 'continent', 'many', 'century', 'hide', 'dark', 'place', 'full', 'cruelty', 'superstition', 'gaze', 'shed', 'chase', 'cruelty', 'superstition', 'away', 'make', 'dark', 'place', 'rejoice', 'exclaim', 'spring', 'new', 'light', 'dark', 'land', 'power', 'elevate', 'degraded', 'race', 'mighty', 'power', 'name', 'strength', 'set', 'print', 'press', 'shore', 'cease', 'toil', 'story', 'cross', 'print', 'language', 'man', 'teach', 'read', 'arrive', 'prosperous', 'voyage', 'incident', 'worthy', 'notice', 'boy', 'aware', 'large', 'traveller', 'bind', 'make', 'hire', 'pagazi', 'porter', 'lay', 'store', 'food', 'article', 'barter', 'native', 'chief', 'come', 'trouble', 'journey', 'intend', 'start', 'daisy', 'voyage', 'exploration', 'purpose', 'find', 'navigable', 'begin', 'evident', 'give', 'think', 'fearfully', 'wind', 'day', 'sailing', 'travel', 'mile', 'chief', 'dwelling', 'bank', 'hostile', 'greedy', 'crown', 'find', 'river', 'fall', 'rate', 'inch', 'day', 'idea', 'much', 'river', 'wind', 'told', 'day', 'sail', 'equal', 'day', 'walk', 'weather', 'hot', 'combined', 'poisonous', 'smell', 'bank', 'river', 'depressing', 'effect', 'fever', 'time', 'weaken', 'attack', 'quite', 'lay', 'fortunately', 'enjoy', 'good', 'health', 'fell', 'trouble', 'make', 'way', 'back', 'zanzibar', 'first', 'real', 'misfortune', 'boat', 'swamp', 'happily', 'escape', 'live', 'good', 'luck', 'manage', 'rescue', 'cargo', 'get', 'friendly', 'start', 'arrive', 'hour', 'later', 'absence', 'missionary', 'fever', 'rest', 'well', 'refreshment', 'hour', 'go', 'back', 'boat', 'night', 'draw', 'shore', 'unable', 'make', 'leave', 'boat', 'find', 'long', 'flat', 'muddy', 'coast', 'go', 'rapidly', 'short', 'time', 'find', 'lose', 'boat', 'way', 'knee', 'deep', 'mud', 'darkness', 'struggle', 'mainland', 'find', 'boy', 'sleep', 'fire', 'learn', 'sadani', 'mile', 'hopeless', 'attempt', 'night', 'sit', 'fire', 'morning', 'next', 'day', 'find', 'boat', 'get', 'back', 'ship', 'reach', 'safely', 'bring', 'give', 'idea', 'travel', 'water', 'part', 'day', 'companion', 'start', 'explore', 'disappointment', 'find', 'bad', 'navigation', 'wind', 'travel', 'mile', 'week', 'turn', 'back', 'convinced', 'expedition', 'proceed', 'road', 'expedition', 'split', 'charge', 'leader', 'take', 'charge', 'third', 'fairly', 'way', 'go', 'well', 'reach', 'ugogo', 'mackay', 'take', 'seriously', 'ill', 'decide', 'send', 'back', 'old', 'friend', 'wish', 'consent', 'arrangement', 'unselfish', 'determination', 'certainly', 'enjoyed', 'back', 'simply', 'consistent', 'position', 'take', 'begin', 'work', 'occupy', 'mind', 'success', 'ready', 'sacrifice', 'personal', 'consideration', 'great', 'disappointment', 'compel', 'go', 'back', 'early', 'stage', 'journey', 'rare', 'self', 'sacrifice', 'take', 'work', 'worker', 'good', 'bye', 'say', 'friend', 'part', 'company', 'part', 'hope', 'meeting', 'meeting', 'never', 'take', 'place', 'fall', 'victim', 'african', 'fever', 'join', 'assail', 'persistent', 'enemy', 'white', 'man', 'happily', 'illness', 'prove', 'less', 'serious', 'anticipate', 'reach', 'quite', 'recovered', 'meantime', 'receive', 'instruction', 'church', 'season', 'prevent', 'time', 'hang', 'heavily', 'hand', 'occupy', 'make', 'relief', 'send', 'party', 'cut', 'road', 'mile', 'inland', 'chase', 'slave', 'dealer', 'caravan', 'constantly', 'pass', 'notwithstande', 'vexatious', 'delay', 'serious', 'illness', 'enthusiastic', 'ever', 'write', 'home', 'tell', 'friend', 'expect', 'hear', 'regret', 'adopt', 'missionary', 'life', 'reply', 'sorry', 'think', 'entertain', 'regret', 'come', 'exchange', 'position', 'time', 'value', 'true', 'much', 'secular', 'work', 'yet', 'get', 'settle', 'probably', 'much', 'end', 'heart', 'desire', 'see', 'accomplish', 'live', 'sadani', 'swiss', 'slave', 'instance', 'enable', 'set', 'slave', 'free', 'brisk', 'fight', 'party', 'arab', 'slave', 'dealer', 'several', 'occasion', 'time', 'however', 'make', 'mind', 'way', 'try', 'stop', 'traffic', 'chief', 'people', 'sadani', 'rather', 'favour', 'slave', 'trade', 'find', 'attitude', 'question', 'bring', 'awkward', 'relation', 'bad', 'time', 'month', 'several', 'attack', 'dread', 'mukunguru', 'fever', 'owe', 'careful', 'kind', 'nursing', 'swiss', 'gentleman', 'already', 'refer', 'get', 'safely', 'first', 'attack', 'afterwards', 'bring', 'carefully', 'attend', 'church', 'missionary_society', 'agent', 'quite', 'well', 'hard', 'work', 'cut', 'road', 'hard', 'hero', 'oblige', 'rough', 'true', 'pioneer', 'fashion', 'say', 'sort', 'place', 'straw', 'large', 'dog', 'kennel', 'often', 'house', 'suit', 'provide', 'spot', 'tolerably', 'clear', 'ant', 'mosquito', 'month', 'clear', 'splendid', 'waggon', 'road', 'mile', 'long', 'dense', 'thorny', 'jungle', 'offer', 'resistance', 'forest', 'lofty', 'slender', 'tree', 'thorny', 'creeper', 'dense', 'cat', 'scarcely', 'creep', 'branched', 'intertwine', 'habit', 'come', 'road', 'bush', 'tear', 'flesh', 'drag', 'pagazi', 'head', 'hand', 'raise', 'cut', 'branch', 'clear', 'way', 'white', 'man', 'road', 'constant', 'source', 'wonder', 'astonishment', 'consist', 'man', 'arm', 'good', 'quality', 'axis', 'saw', 'pick', 'spade', 'tool', 'kind', 'hew', 'way', 'obstacle', 'great', 'gift', 'palaver', 'chief', 'meet', 'make', 'brother', 'perform', 'traveller', 'free', 'many', 'annoyance', 'liberty', 'pass', 'country', 'unmoleste', 'bond', 'needful', 'fight', 'way', 'chapter', 'danger', 'difficulty', 'terrible', 'disaster', 'attack', 'robber', 'fever', 'say', 'man', 'hew', 'cut', 'way', 'terrible', 'disaster', 'reach', 'month', 'later', 'die', 'shortly', 'go', 'see', 'matter', 'stand', 'former', 'return', 'leave', 'year', 'prepare', 'leave', 'southern', 'end', 'man', 'good', 'rejoin', 'write', 'say', 'set', 'king', 'make', 'attack', 'arab', 'slave', 'dealer', 'thereupon', 'run', 'refuse', 'give', 'fugitive', 'king', 'attack', 'missionary', 'large', 'force', 'slaughter', 'whole', 'party', 'hear', 'disaster', 'great', 'expect', 'loss', 'life', 'show', 'even', 'news', 'reach', 'death', 'brother', 'prayer', 'send', 'man', 'fear', 'enter', 'mind', 'safety', 'wish', 'turn', 'regret', 'delay', 'work', 'consequence', 'hand', 'write', 'bring', 'front', 'fast', 'unexpectedly', 'work', 'proceed', 'break', 'great', 'desire', 'hurry', 'forward', 'fast', 'possible', 'order', 'prevent', 'difficult', 'beset', 'many', 'hardship', 'natural', 'difficulty', 'road', 'present', 'constant', 'fear', 'attack', 'robber', 'infest', 'district', 'mackay', 'plan', 'keep', 'man', 'march', 'close', 'together', 'carry', 'bale', 'bring', 'rear', 'order', 'adhere', 'robber', 'venture', 'attack', 'certain', 'evening', 'carrier', 'fall', 'behind', 'shortly', 'afterwards', 'hear', 'cry', 'help', 'turn', 'back', 'find', 'gang', 'robber', 'attack', 'carrier', 'club', 'steal', 'vanish', 'unfortunately', 'contain', 'provision', 'ill', 'spare', 'supply', 'quinine', 'explain', 'terrible', 'fever', 'hopeless', 'attempt', 'african', 'travel', 'good', 'supply', 'medicine', 'order', 'take', 'daily', 'bale', 'contain', 'steal', 'impossible', 'fortunately', 'meet', 'go', 'leader', 'hospitable', 'entertain', 'sumptuous', 'dinner', 'give', 'mackay', 'present', 'candle', 'match', 'article', 'carry', 'steal', 'send', 'message', 'hand', 'companion', 'ask', 'forward', 'messenger', 'supply', 'quinine', 'soon', 'possible', 'pass', 'ugogo', 'experience', 'much', 'treatment', 'meet', 'famous', 'find', 'year', 'elapse', 'character', 'people', 'alter', 'rude', 'insolent', 'suspicious', 'greedy', 'measure', 'unwilling', 'delay', 'march', 'easy', 'stage', 'end', 'fortnight', 'feel', 'fever', 'symptom', 'gradually', 'creep', 'last', 'unable', 'proceed', 'owe', 'weakness', 'shivering', 'providence', 'seem', 'befriend', 'ready', 'give', 'messenger', 'arrive', 'bring', 'supply', 'much', 'long', 'quinine', 'dose', 'fever', 'symptom', 'leave', 'next', 'day', 'able', 'take', 'road', 'prospect', 'time', 'however', 'cheer', 'much', 'country', 'flood', 'water', 'hour', 'time', 'middle', 'sleep', 'accommodation', 'night']]\n"
     ]
    }
   ],
   "source": [
    "#Call out the functions\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_bigrams = make_bigrams(data_words_nostops)\n",
    "\n",
    "# Initialize spacy 'en' model, keeping only tagger component (for efficiency)\n",
    "# python3 -m spacy download en\n",
    "nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])\n",
    "\n",
    "# Do lemmatization keeping only noun, adj, vb, adv\n",
    "data_lemmatized = lemmatization(data_words_bigrams, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV'])\n",
    "\n",
    "print(data_lemmatized[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create Dictionary\n",
    "id2word = corpora.Dictionary(data_lemmatized)\n",
    "\n",
    "#create corpus\n",
    "texts = data_lemmatized\n",
    "\n",
    "#DTM\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# print(corpus[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Building the LDA model\n",
    "lda_model = gensim.models.ldamodel.LdaModel(corpus= corpus,\n",
    "                                           id2word=id2word,\n",
    "                                           num_topics=20, \n",
    "                                           random_state=100,\n",
    "                                           update_every=1,\n",
    "                                           chunksize=100,\n",
    "                                           passes=10,\n",
    "                                           alpha='auto',\n",
    "                                           per_word_topics=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0,\n",
      "  '0.000*\"make\" + 0.000*\"go\" + 0.000*\"come\" + 0.000*\"time\" + 0.000*\"say\" + '\n",
      "  '0.000*\"would\" + 0.000*\"give\" + 0.000*\"take\" + 0.000*\"year\" + 0.000*\"life\"'),\n",
      " (1,\n",
      "  '0.001*\"make\" + 0.001*\"go\" + 0.001*\"say\" + 0.001*\"time\" + 0.001*\"man\" + '\n",
      "  '0.001*\"would\" + 0.001*\"come\" + 0.000*\"know\" + 0.000*\"may\" + 0.000*\"find\"'),\n",
      " (2,\n",
      "  '0.001*\"go\" + 0.001*\"say\" + 0.001*\"make\" + 0.001*\"would\" + 0.001*\"work\" + '\n",
      "  '0.000*\"take\" + 0.000*\"day\" + 0.000*\"come\" + 0.000*\"time\" + 0.000*\"man\"'),\n",
      " (3,\n",
      "  '0.001*\"say\" + 0.000*\"would\" + 0.000*\"come\" + 0.000*\"make\" + 0.000*\"day\" + '\n",
      "  '0.000*\"go\" + 0.000*\"time\" + 0.000*\"man\" + 0.000*\"take\" + 0.000*\"work\"'),\n",
      " (4,\n",
      "  '0.021*\"dog\" + 0.019*\"camp\" + 0.012*\"home\" + 0.012*\"day\" + 0.011*\"horse\" + '\n",
      "  '0.011*\"make\" + 0.010*\"night\" + 0.010*\"fire\" + 0.009*\"sled\" + 0.009*\"meat\"'),\n",
      " (5,\n",
      "  '0.000*\"come\" + 0.000*\"work\" + 0.000*\"would\" + 0.000*\"take\" + 0.000*\"man\" + '\n",
      "  '0.000*\"time\" + 0.000*\"day\" + 0.000*\"say\" + 0.000*\"go\" + 0.000*\"make\"'),\n",
      " (6,\n",
      "  '0.035*\"church\" + 0.018*\"history\" + 0.013*\"use\" + 0.010*\"make\" + '\n",
      "  '0.007*\"give\" + 0.007*\"book\" + 0.006*\"work\" + 0.006*\"chapter\" + 0.006*\"time\" '\n",
      "  '+ 0.006*\"take\"'),\n",
      " (7,\n",
      "  '0.013*\"time\" + 0.011*\"arnot\" + 0.008*\"make\" + 0.008*\"work\" + 0.007*\"would\" '\n",
      "  '+ 0.007*\"many\" + 0.007*\"say\" + 0.007*\"great\" + 0.006*\"man\" + 0.006*\"place\"'),\n",
      " (8,\n",
      "  '0.011*\"would\" + 0.010*\"go\" + 0.008*\"may\" + 0.008*\"come\" + 0.007*\"make\" + '\n",
      "  '0.007*\"say\" + 0.007*\"time\" + 0.006*\"place\" + 0.006*\"must\" + 0.006*\"thing\"'),\n",
      " (9,\n",
      "  '0.001*\"go\" + 0.001*\"say\" + 0.001*\"time\" + 0.001*\"make\" + 0.001*\"day\" + '\n",
      "  '0.001*\"would\" + 0.001*\"work\" + 0.000*\"take\" + 0.000*\"come\" + 0.000*\"man\"'),\n",
      " (10,\n",
      "  '0.001*\"make\" + 0.001*\"say\" + 0.001*\"time\" + 0.001*\"come\" + 0.000*\"would\" + '\n",
      "  '0.000*\"man\" + 0.000*\"go\" + 0.000*\"year\" + 0.000*\"take\" + 0.000*\"day\"'),\n",
      " (11,\n",
      "  '0.001*\"say\" + 0.001*\"go\" + 0.001*\"time\" + 0.001*\"would\" + 0.001*\"work\" + '\n",
      "  '0.001*\"come\" + 0.001*\"year\" + 0.001*\"make\" + 0.000*\"day\" + 0.000*\"give\"'),\n",
      " (12,\n",
      "  '0.011*\"would\" + 0.009*\"year\" + 0.006*\"go\" + 0.006*\"home\" + 0.006*\"day\" + '\n",
      "  '0.006*\"soldier\" + 0.005*\"make\" + 0.005*\"life\" + 0.005*\"remember\" + '\n",
      "  '0.005*\"time\"'),\n",
      " (13,\n",
      "  '0.000*\"make\" + 0.000*\"come\" + 0.000*\"go\" + 0.000*\"time\" + 0.000*\"would\" + '\n",
      "  '0.000*\"year\" + 0.000*\"say\" + 0.000*\"man\" + 0.000*\"work\" + 0.000*\"great\"'),\n",
      " (14,\n",
      "  '0.016*\"life\" + 0.012*\"land\" + 0.011*\"line\" + 0.010*\"story\" + '\n",
      "  '0.010*\"realise\" + 0.007*\"light\" + 0.006*\"helpful\" + 0.006*\"come\" + '\n",
      "  '0.005*\"band\" + 0.005*\"theory\"'),\n",
      " (15,\n",
      "  '0.001*\"say\" + 0.001*\"go\" + 0.001*\"would\" + 0.001*\"make\" + 0.001*\"time\" + '\n",
      "  '0.001*\"day\" + 0.001*\"great\" + 0.001*\"give\" + 0.001*\"year\" + 0.001*\"much\"'),\n",
      " (16,\n",
      "  '0.000*\"would\" + 0.000*\"say\" + 0.000*\"go\" + 0.000*\"day\" + 0.000*\"may\" + '\n",
      "  '0.000*\"time\" + 0.000*\"year\" + 0.000*\"come\" + 0.000*\"take\" + 0.000*\"many\"'),\n",
      " (17,\n",
      "  '0.012*\"say\" + 0.012*\"go\" + 0.009*\"come\" + 0.009*\"time\" + 0.009*\"man\" + '\n",
      "  '0.008*\"would\" + 0.008*\"make\" + 0.008*\"work\" + 0.007*\"year\" + 0.006*\"day\"'),\n",
      " (18,\n",
      "  '0.032*\"mother\" + 0.019*\"say\" + 0.017*\"little\" + 0.015*\"child\" + '\n",
      "  '0.014*\"dear\" + 0.013*\"would\" + 0.012*\"give\" + 0.011*\"prayer\" + 0.010*\"tell\" '\n",
      "  '+ 0.009*\"work\"'),\n",
      " (19,\n",
      "  '0.001*\"say\" + 0.000*\"would\" + 0.000*\"time\" + 0.000*\"work\" + 0.000*\"come\" + '\n",
      "  '0.000*\"man\" + 0.000*\"take\" + 0.000*\"make\" + 0.000*\"go\" + 0.000*\"find\"')]\n"
     ]
    }
   ],
   "source": [
    "#print the keywords in 10 topics\n",
    "pprint(lda_model.print_topics())\n",
    "doc_lda = lda_model[corpus]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Coherence Score:  0.32180363262557665\n"
     ]
    }
   ],
   "source": [
    "# Compute the Coherence Score\n",
    "coherence_model_lda = CoherenceModel(model=lda_model, texts=data_lemmatized, dictionary=id2word, coherence='c_v')\n",
    "coherence_lda = coherence_model_lda.get_coherence()\n",
    "print('\\nCoherence Score: ', coherence_lda)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/dist-packages/pyLDAvis/_prepare.py:257: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  return pd.concat([default_term_info] + list(topic_dfs))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el26151407023191387683998279433\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el26151407023191387683998279433_data = {\"mdsDat\": {\"x\": [0.11171287032130169, 0.1993210016556313, 0.22630646799542775, 0.10861799320169263, 0.17740621080877428, 0.036649892941546094, 0.10717355639638491, -0.06276309940452729, -0.05336564619984171, -0.0704408425806449, -0.06929852153124041, -0.07713965882448834, -0.07602161720532104, -0.07607946389026195, -0.07690915761242782, -0.08027533838779062, -0.08049406344331059, -0.08038507823577554, -0.08218116080658441, -0.08183434519854384], \"y\": [0.023957354074473695, 0.02609695750246762, -0.0010794552719682958, 0.17564222945637162, -0.03183111127796915, -0.21287762536558288, -0.06259072226521548, -0.022091793336712198, 0.006034922887016009, 0.010750755061110616, 0.009352105076197426, 0.00701763461661742, 0.008188683454092604, 0.010391633303699622, 0.009308868604858899, 0.008495061674440918, 0.008770027101160403, 0.009248964858078353, 0.009049983672110833, 0.008165526174751503], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [53.875370025634766, 12.675806999206543, 8.371068000793457, 8.322366714477539, 7.816897869110107, 5.62661075592041, 3.2128586769104004, 0.0869169682264328, 0.0010926914401352406, 0.0010394677519798279, 0.0010279902489855886, 0.000993533874861896, 0.0009934923145920038, 0.0009933979017660022, 0.0009933320106938481, 0.0009931102395057678, 0.0009928615763783455, 0.000992853892967105, 0.0009925889316946268, 0.0009925039485096931]}, \"tinfo\": {\"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\"], \"Freq\": [251.0, 244.0, 206.0, 206.0, 83.0, 209.0, 170.0, 164.0, 146.0, 171.0, 72.0, 145.0, 44.0, 143.0, 126.0, 133.0, 138.0, 121.0, 103.0, 126.0, 90.0, 122.0, 86.0, 116.0, 42.0, 80.0, 71.0, 95.0, 107.0, 94.0, 18.628761291503906, 15.703692436218262, 43.47758102416992, 14.718308448791504, 12.765449523925781, 15.603659629821777, 12.637685775756836, 11.779529571533203, 11.769584655761719, 12.716422080993652, 10.802745819091797, 9.829487800598145, 14.570528984069824, 9.825905799865723, 9.819737434387207, 9.810105323791504, 9.79977035522461, 8.851412773132324, 8.836980819702148, 8.748505592346191, 9.775960922241211, 8.829625129699707, 8.825166702270508, 7.855319499969482, 7.773873329162598, 8.772847175598145, 7.8341593742370605, 6.891650676727295, 6.8800435066223145, 6.877877712249756, 24.447158813476562, 39.978729248046875, 9.688278198242188, 18.51238441467285, 18.372310638427734, 22.496206283569336, 15.619892120361328, 19.439559936523438, 42.80939865112305, 65.23204803466797, 92.15210723876953, 53.443939208984375, 28.661218643188477, 57.01924133300781, 26.02675437927246, 97.30303192138672, 35.612457275390625, 63.67949676513672, 127.3248519897461, 45.420982360839844, 39.09137725830078, 36.67989730834961, 103.28702545166016, 118.63837432861328, 136.23971557617188, 132.98057556152344, 116.82435607910156, 83.81193542480469, 66.561767578125, 80.55467224121094, 82.12511444091797, 73.3595199584961, 87.84956359863281, 55.167762756347656, 88.3089828491211, 68.4794921875, 66.79076385498047, 54.38995361328125, 44.73109817504883, 45.1397590637207, 52.17002868652344, 53.71174621582031, 48.9078483581543, 46.466529846191406, 8.463043212890625, 6.6028666496276855, 4.723396301269531, 4.7098164558410645, 5.594151020050049, 4.690091609954834, 3.787306070327759, 3.7585248947143555, 14.050349235534668, 4.584644317626953, 2.858398199081421, 2.8589913845062256, 2.857117176055908, 2.8558056354522705, 2.8491015434265137, 2.851369857788086, 2.843127727508545, 2.8415932655334473, 2.8292970657348633, 2.822157144546509, 3.646529197692871, 2.7884695529937744, 1.922116756439209, 1.9222431182861328, 1.9216506481170654, 1.9206013679504395, 1.9204397201538086, 1.9200620651245117, 1.91895592212677, 1.918384075164795, 12.60239315032959, 6.500386714935303, 17.858671188354492, 4.472326755523682, 2.598207712173462, 3.226781129837036, 24.957246780395508, 2.5808823108673096, 3.7196807861328125, 14.9805326461792, 8.536581993103027, 15.411726951599121, 58.15360641479492, 6.786523818969727, 18.713544845581055, 7.946477890014648, 9.047248840332031, 25.086383819580078, 43.827327728271484, 4.629283428192139, 12.261143684387207, 32.473060607910156, 36.074764251708984, 30.696352005004883, 18.12427520751953, 13.64317798614502, 18.986106872558594, 10.261778831481934, 26.24237632751465, 21.665224075317383, 16.789281845092773, 26.959716796875, 10.809870719909668, 19.682912826538086, 14.22961139678955, 23.512468338012695, 14.750536918640137, 14.851292610168457, 13.615041732788086, 17.181358337402344, 13.399978637695312, 16.475576400756836, 15.984048843383789, 14.290617942810059, 14.687115669250488, 13.919726371765137, 18.850820541381836, 9.004446029663086, 6.315794467926025, 4.519855976104736, 3.6273648738861084, 3.628551483154297, 2.7317087650299072, 2.7313101291656494, 1.8361676931381226, 1.8366360664367676, 1.8364108800888062, 1.8360949754714966, 1.8363131284713745, 1.8359895944595337, 1.8354315757751465, 1.8350095748901367, 7.209237575531006, 6.315328598022461, 9.900137901306152, 0.9406741261482239, 0.9399887323379517, 0.9404844641685486, 0.9401304721832275, 0.9401878714561462, 0.9400618076324463, 0.9403948187828064, 0.9401031136512756, 0.9399910569190979, 0.9390729665756226, 0.9395720958709717, 51.116519927978516, 3.6280577182769775, 8.10837173461914, 7.212377071380615, 2.7317581176757812, 23.342283248901367, 2.732465982437134, 2.732401132583618, 2.730869770050049, 2.732069253921509, 9.005836486816406, 25.141437530517578, 4.52415657043457, 7.212493419647217, 18.874053955078125, 28.742279052734375, 43.15354919433594, 6.313430309295654, 22.474014282226562, 14.39787483215332, 7.219921588897705, 9.906120300292969, 17.084375381469727, 18.003429412841797, 16.19552993774414, 21.61020278930664, 18.9005069732666, 22.51846694946289, 17.10381317138672, 9.909076690673828, 10.799993515014648, 9.004557609558105, 16.212739944458008, 14.400398254394531, 14.407402992248535, 15.33128547668457, 14.432762145996094, 13.527986526489258, 11.720113754272461, 14.454946517944336, 12.715932846069336, 9.917301177978516, 9.923613548278809, 9.92225456237793, 17.085384368896484, 13.505446434020996, 9.906232833862305, 5.424885272979736, 5.422403335571289, 22.47699546813965, 4.532434463500977, 4.5301008224487305, 4.529376029968262, 4.52819299697876, 3.6346609592437744, 3.6331677436828613, 3.634960889816284, 3.6341607570648193, 3.6341989040374756, 3.6340527534484863, 3.632868528366089, 3.632894515991211, 3.631713628768921, 3.6290242671966553, 3.626474380493164, 2.7387797832489014, 2.737821340560913, 2.736715316772461, 2.7368252277374268, 2.7358365058898926, 2.736151933670044, 2.7343928813934326, 32.34123992919922, 1.8405938148498535, 8.113621711730957, 12.610108375549316, 8.11967658996582, 7.2238640785217285, 7.222427845001221, 7.219671726226807, 8.11966609954834, 4.534675121307373, 14.384023666381836, 16.17668914794922, 7.212031841278076, 7.220510005950928, 6.320682525634766, 5.424510955810547, 18.877885818481445, 21.58712387084961, 7.219479560852051, 23.42036247253418, 15.303805351257324, 24.27899169921875, 13.514205932617188, 10.811690330505371, 18.00098991394043, 8.110247611999512, 17.981496810913086, 16.234912872314453, 14.404690742492676, 17.15814208984375, 12.634140014648438, 13.527467727661133, 9.933469772338867, 9.94455623626709, 8.112218856811523, 8.107894897460938, 8.118268013000488, 8.129719734191895, 8.123703956604004, 4.494433879852295, 3.60410213470459, 3.6017704010009766, 2.712247371673584, 2.712702989578247, 2.7096762657165527, 1.8247153759002686, 8.0507173538208, 1.8261997699737549, 1.8257899284362793, 1.8258320093154907, 1.8246568441390991, 1.8238071203231812, 1.8243558406829834, 1.8241246938705444, 1.8256981372833252, 1.825102686882019, 1.8245089054107666, 1.8215529918670654, 1.8227545022964478, 1.8201218843460083, 1.8149213790893555, 1.8264678716659546, 6.271578788757324, 0.9351174831390381, 0.9350689053535461, 0.9352205991744995, 0.9353456497192383, 0.9348471164703369, 0.9351789355278015, 2.7145702838897705, 4.492921352386475, 2.707115650177002, 2.7170207500457764, 2.714564323425293, 10.724486351013184, 6.266873836517334, 13.393745422363281, 4.490627288818359, 10.717909812927246, 4.492576599121094, 13.388185501098633, 7.161535739898682, 13.402128219604492, 5.370048522949219, 16.952627182006836, 11.624785423278809, 5.381309509277344, 8.051003456115723, 4.4895853996276855, 4.491134166717529, 3.6044368743896484, 10.729516983032227, 17.856691360473633, 15.198698997497559, 5.3870391845703125, 8.953383445739746, 10.73554515838623, 11.637724876403809, 15.207868576049805, 10.750029563903809, 11.631383895874023, 10.739714622497559, 14.344080924987793, 13.441272735595703, 12.54281234741211, 15.244304656982422, 14.338990211486816, 7.165303707122803, 9.859094619750977, 9.861748695373535, 11.658516883850098, 9.836921691894531, 10.781499862670898, 10.809439659118652, 9.845499992370605, 8.127708435058594, 13.694622039794922, 8.580367088317871, 6.020542144775391, 6.012972354888916, 6.026758670806885, 5.165860652923584, 4.300079822540283, 3.4592278003692627, 3.4579715728759766, 3.445122480392456, 3.4496517181396484, 2.6077213287353516, 2.6066343784332275, 2.6012473106384277, 2.6054108142852783, 2.603745222091675, 2.603846311569214, 2.6016616821289062, 2.5980610847473145, 2.602957010269165, 2.5976312160491943, 2.599249839782715, 2.59110951423645, 2.588682174682617, 1.7557446956634521, 1.7546916007995605, 1.7552274465560913, 1.752178430557251, 1.7517824172973633, 1.7521734237670898, 5.154634952545166, 27.33435821533203, 4.3105621337890625, 47.76756286621094, 4.31293249130249, 3.4575469493865967, 5.152198791503906, 5.153613567352295, 18.814632415771484, 6.864486217498779, 5.161250591278076, 3.452143907546997, 8.568467140197754, 4.309794902801514, 11.993725776672363, 6.022039413452148, 6.020090103149414, 4.308560371398926, 7.715902328491211, 6.862172603607178, 15.497968673706055, 8.556492805480957, 8.590407371520996, 11.175564765930176, 9.44660472869873, 10.309674263000488, 8.584632873535156, 6.880673885345459, 8.595159530639648, 6.013202667236328, 5.210897922515869, 5.194411754608154, 5.176576137542725, 3.2856059074401855, 3.2804863452911377, 3.1768486499786377, 2.4436585903167725, 2.4276397228240967, 2.399850845336914, 1.6622167825698853, 1.661941409111023, 1.6622734069824219, 1.6542795896530151, 1.645922303199768, 1.637058138847351, 1.60828697681427, 2.280388355255127, 1.5918092727661133, 1.543908953666687, 0.8559637069702148, 0.8547983765602112, 0.8542954921722412, 0.8550147414207458, 0.8538280725479126, 0.8541868925094604, 0.8543838858604431, 0.8533387780189514, 0.8540537357330322, 0.8519042134284973, 0.8507618308067322, 0.852824330329895, 0.8532007336616516, 0.8501871824264526, 0.8518652319908142, 3.0979647636413574, 1.439696192741394, 4.435229778289795, 7.796716213226318, 4.317731857299805, 2.3812716007232666, 3.203326463699341, 6.809568405151367, 19.59661293029785, 3.0990006923675537, 2.208707332611084, 5.37747859954834, 1.6594853401184082, 1.6553775072097778, 4.029214859008789, 2.942960262298584, 6.165404796600342, 6.055661678314209, 13.12481689453125, 11.246033668518066, 5.9858078956604, 8.863911628723145, 8.267444610595703, 8.828229904174805, 4.77750825881958, 8.311286926269531, 4.635439872741699, 3.614316463470459, 7.713505268096924, 6.824639797210693, 13.439108848571777, 6.438596725463867, 5.456241130828857, 6.176531791687012, 6.809394359588623, 8.1056489944458, 4.920167922973633, 6.699064254760742, 4.728881359100342, 5.545560359954834, 6.8010454177856445, 5.983229160308838, 5.651148796081543, 5.803703784942627, 5.12236213684082, 0.1886201798915863, 0.07646018266677856, 0.07608406990766525, 0.07596822828054428, 0.07555238157510757, 0.07520272582769394, 0.0747663602232933, 0.06730091571807861, 0.07878809422254562, 0.07772503048181534, 0.07766500860452652, 0.07761136442422867, 0.06976325064897537, 0.07793232798576355, 0.07704642415046692, 0.05391447991132736, 0.07633525133132935, 0.07676731050014496, 0.07865846902132034, 0.02178010903298855, 0.07493378221988678, 0.020357847213745117, 0.03668645769357681, 0.015176807530224323, 0.014825561083853245, 0.06831030547618866, 0.0037539510522037745, 0.003747248323634267, 0.003753343131393194, 0.003749112132936716, 0.0229946281760931, 0.030444564297795296, 0.028551185503602028, 0.009883243590593338, 0.017837638035416603, 0.05609305575489998, 0.07509609311819077, 0.024330981075763702, 0.03190195560455322, 0.026650110259652138, 0.0268134493380785, 0.02615329623222351, 5.505441367859021e-05, 5.480604522745125e-05, 5.49793076061178e-05, 5.4415446356870234e-05, 5.451410834211856e-05, 5.4966305469861254e-05, 5.5053766118362546e-05, 5.4630861995974556e-05, 5.452688128571026e-05, 5.4646137868985534e-05, 5.449069067253731e-05, 5.457314910017885e-05, 5.4675481806043535e-05, 5.454744314192794e-05, 5.5397566029569134e-05, 6.205070530995727e-05, 5.448074807645753e-05, 5.8111545513384044e-05, 5.7243094488512725e-05, 5.7765370002016425e-05, 6.0657690482912585e-05, 5.4651951359119266e-05, 5.672598126693629e-05, 5.645531200570986e-05, 5.623867764370516e-05, 5.5947471992112696e-05, 5.6007305829552934e-05, 5.598449570243247e-05, 5.618665454676375e-05, 5.573794987867586e-05, 5.9119043726241216e-05, 5.904331192141399e-05, 5.874218186363578e-05, 5.8805570006370544e-05, 5.8740959502756596e-05, 5.862234684173018e-05, 5.8418067055754364e-05, 5.829041401739232e-05, 5.825096013722941e-05, 5.819991565658711e-05, 0.0003040529554709792, 0.00028383106109686196, 0.0002398729120614007, 6.893996032886207e-05, 0.0001946740667335689, 0.00023727165535092354, 0.00022941769566386938, 0.00025131244910880923, 0.00023255588894244283, 0.00020399928325787187, 0.00019664566207211465, 0.00018329292652197182, 0.00022066474775783718, 0.00010699431732064113, 0.00015158292080741376, 0.00014498272503260523, 0.00019674703071359545, 0.00018487886700313538, 0.0001822563208406791, 0.00016169881564565003, 0.0001854338333941996, 0.00018412928329780698, 0.0001618875248823315, 0.00017620192375034094, 0.00016081798821687698, 0.00014665786875411868, 0.00015097661525942385, 0.00015857174003031105, 0.00016550224972888827, 0.00014652515528723598, 0.00014265652862377465, 0.00013825173664372414, 0.00014723716594744474, 0.00014332117279991508, 5.3908017434878275e-05, 5.362889714888297e-05, 5.362603405956179e-05, 5.385147960623726e-05, 5.355260509531945e-05, 5.361176954465918e-05, 5.365514516597614e-05, 5.374419561121613e-05, 5.373491148930043e-05, 5.371818770072423e-05, 5.369793143472634e-05, 5.3725685575045645e-05, 5.377888373914175e-05, 5.361865623854101e-05, 5.446056093205698e-05, 5.371573206502944e-05, 5.3676038078265265e-05, 5.401069574872963e-05, 5.40535656909924e-05, 5.4118871048558503e-05, 5.395613698055968e-05, 5.403990508057177e-05, 5.406904892879538e-05, 5.4012005421100184e-05, 5.39626125828363e-05, 5.3925305110169575e-05, 5.4072497732704505e-05, 5.3910356655251235e-05, 5.387843702919781e-05, 5.3861043852521107e-05, 5.398745634010993e-05, 5.397064524004236e-05, 5.4006963182473555e-05, 5.40042674401775e-05, 0.00019558747590053827, 0.00018230131536256522, 0.0001924394746311009, 0.00018765409186016768, 0.00015411079220939428, 5.4188032663660124e-05, 0.00014258302689995617, 0.00012272146705072373, 0.0001428014220437035, 0.00014639679284300655, 0.00012665103713516146, 0.00013039293116889894, 0.00012835810775868595, 0.0001259957643924281, 0.00012320728274062276, 0.00011110862396890298, 0.00013296825636643916, 0.00011915557843167335, 0.00011553644435480237, 0.00011561513383639976, 0.00011607628402998671, 0.0001066792247002013, 0.00011742854985641316, 0.00011568539048312232, 0.00010460128396516666, 0.00010737482807599008, 0.00010373408440500498, 0.00011061385157518089, 0.00010658169048838317, 0.00010324425966246054, 0.00010131489398190752, 5.2692881581606343e-05, 5.251532274996862e-05, 5.26062649441883e-05, 5.2463037718553096e-05, 5.266790321911685e-05, 5.253553536022082e-05, 5.2471968956524506e-05, 5.569807399297133e-05, 5.5605240049771965e-05, 5.396150299930014e-05, 5.5701544624753296e-05, 5.4437248763861135e-05, 5.389298530644737e-05, 5.5894572142278776e-05, 5.702173803001642e-05, 5.656345092575066e-05, 5.293501089909114e-05, 5.4667812946718186e-05, 6.044658221071586e-05, 5.4254778660833836e-05, 5.2622392104240134e-05, 5.2712119213538244e-05, 5.269992470857687e-05, 5.273709030007012e-05, 5.270477777230553e-05, 5.268433960736729e-05, 5.266733933240175e-05, 5.266396328806877e-05, 5.264090214041062e-05, 5.257742668618448e-05, 5.906400838284753e-05, 5.8452566008782014e-05, 5.6704004236962646e-05, 5.772282020188868e-05, 5.762875298387371e-05, 5.775505269411951e-05, 5.767986658611335e-05, 5.7614885008661076e-05, 5.752822835347615e-05, 5.7458386436337605e-05, 5.727836105506867e-05, 5.7337874750373885e-05, 5.7247460063081235e-05, 0.0002155057154595852, 0.00019209168385714293, 0.0001902333169709891, 7.478245242964476e-05, 0.00016769819194450974, 0.00017300090985372663, 0.000159110248205252, 0.0001630481128813699, 0.0001579409436089918, 0.0001504670799477026, 0.00013517697516363114, 0.00016079367196653038, 0.0001367255172226578, 0.0001277662522625178, 0.00012847526522818953, 0.00012715134653262794, 0.00011281358456471935, 0.00012675307516474277, 0.00011918072414118797, 0.00011399458890082315, 0.00012357228843029588, 0.00011484527203720063, 0.00011006170097971335, 9.625074017094448e-05, 0.00011184666072949767, 9.98615869320929e-05, 0.0001028560072882101, 0.00011299036850687116, 7.969693251652643e-05, 0.0001053549931384623, 0.00010212826600763947, 0.00010240836854791269, 0.00010132930765394121, 0.00010101913358084857, 0.00010193642810918391, 5.2006260375492275e-05, 5.209238224779256e-05, 5.1860679377568886e-05, 5.1956885727122426e-05, 5.180482548894361e-05, 5.208898801356554e-05, 5.217317448114045e-05, 5.191150194150396e-05, 5.1833711040671915e-05, 5.1901297410950065e-05, 5.1951683417428285e-05, 5.1853337936336175e-05, 5.1868046284653246e-05, 5.180847074370831e-05, 5.2926723583368585e-05, 5.192509706830606e-05, 5.185533154872246e-05, 5.185937334317714e-05, 5.1828017603838816e-05, 5.1881383114960045e-05, 5.189450166653842e-05, 5.1913830247940496e-05, 5.1854640332749113e-05, 5.184815381653607e-05, 5.186491762287915e-05, 5.175390833755955e-05, 5.189288640394807e-05, 5.185723784961738e-05, 5.179154686629772e-05, 5.183609755476937e-05, 5.1861756219295785e-05, 5.248205707175657e-05, 5.187440547160804e-05, 5.2495801355689764e-05, 5.230413080425933e-05, 5.2467694331426173e-05, 5.2340437832754105e-05, 5.242753468337469e-05, 5.236098513705656e-05, 5.240916652837768e-05, 5.2352261263877153e-05, 5.240051177679561e-05, 5.238439189270139e-05, 5.2395429520402104e-05, 5.2371950005181134e-05, 0.00014812490553595126, 0.00014019069203641266, 0.0001347328652627766, 0.00011542984429979697, 0.00012338611122686416, 0.00013277612742967904, 0.00013604438572656363, 0.00012178403267171234, 0.0001183939675684087, 0.00011840005026897416, 0.00011609479406615719, 0.00010535713227000087, 0.00010838785965461284, 0.00011093594366684556, 9.282947576139122e-05, 9.737776417750865e-05, 9.697983477963135e-05, 9.808981121750548e-05, 9.129986574407667e-05, 8.663011976750568e-05, 9.601850615581498e-05, 9.297129145124927e-05, 9.35961288632825e-05, 9.038910502567887e-05, 8.940482803154737e-05, 8.982654981082305e-05, 9.172348654828966e-05, 8.797672489890829e-05, 8.408377470914274e-05, 8.872710168361664e-05, 8.507334860041738e-05, 8.508358587278053e-05, 5.207713911659084e-05, 5.174097168492153e-05, 5.190053707337938e-05, 5.175051046535373e-05, 5.174764373805374e-05, 5.209562732488848e-05, 5.1968207117170095e-05, 5.185100235394202e-05, 5.191130185266957e-05, 5.191760283196345e-05, 5.194446202949621e-05, 5.1924725994467735e-05, 5.2009312639711425e-05, 5.190589581616223e-05, 5.252397750155069e-05, 5.195904304855503e-05, 5.1970997446915135e-05, 5.2014267566846684e-05, 5.207377398619428e-05, 5.2173818403389305e-05, 5.2069230150664225e-05, 5.1974326197523624e-05, 5.204029366723262e-05, 5.208431321079843e-05, 5.1999330025864765e-05, 5.20465437148232e-05, 5.201066596782766e-05, 5.198845610721037e-05, 5.207940557738766e-05, 5.204239278100431e-05, 5.205654088058509e-05, 5.206246714806184e-05, 5.204304034123197e-05, 5.2043826144654304e-05, 0.00019702498684637249, 0.00017695648421067744, 0.00015344368875958025, 0.00013614477938972414, 0.00012139520549681038, 0.000130784377688542, 0.00012635816528927535, 0.00012228144623804837, 0.00011713573621818796, 0.00011271695257164538, 0.00011062307748943567, 0.00011174615792697296, 0.0001085406620404683, 9.839842823566869e-05, 9.879710705718026e-05, 0.000104184087831527, 0.00010052912693936378, 0.00010074790770886466, 9.879171557258815e-05, 9.66183069976978e-05, 9.130265971180052e-05, 9.254401084035635e-05, 9.429132478544489e-05, 8.930511103244498e-05, 8.774739399086684e-05, 8.89096045284532e-05, 8.927466114982963e-05, 8.950825576903298e-05, 8.183371392078698e-05, 8.750172855798155e-05, 8.641080057714134e-05, 5.219152444624342e-05, 5.1951796194771305e-05, 5.18860288138967e-05, 5.199699808144942e-05, 5.2039686124771833e-05, 5.199210499995388e-05, 5.2025985496584326e-05, 5.166690971236676e-05, 5.165171387488954e-05, 5.171518569113687e-05, 5.1688995881704614e-05, 5.174217221792787e-05, 5.1671442633960396e-05, 5.175226760911755e-05, 5.2163984946673736e-05, 5.1715451263589785e-05, 5.167484414414503e-05, 5.1663086196640506e-05, 5.174097168492153e-05, 5.1779210480162874e-05, 5.171700831851922e-05, 5.178335413802415e-05, 5.1792732847388834e-05, 5.175796104595065e-05, 5.177210186957382e-05, 5.176766717340797e-05, 5.173723184270784e-05, 5.169671931071207e-05, 5.177033744985238e-05, 5.173652243684046e-05, 5.172894088900648e-05, 5.175143087399192e-05, 5.1760871428996325e-05, 5.182664608582854e-05, 0.00016879475151654333, 0.00015692257147748023, 0.00014184830070007592, 0.00012928388605359942, 0.00012508984946180135, 0.00012092156975995749, 0.00011176497355336323, 0.00011094828369095922, 0.00011983548756688833, 0.00011293520947219804, 0.00011272582923993468, 0.00011911340698134154, 0.00010837292938958853, 0.00010267377365380526, 0.00010595223284326494, 0.00010376700811320916, 0.0001010740379570052, 9.788466559257358e-05, 9.857262193690985e-05, 9.393092477694154e-05, 9.572722774464637e-05, 9.240816143574193e-05, 9.1145520855207e-05, 9.008930646814406e-05, 9.113252599490806e-05, 9.127747034654021e-05, 9.035043331095949e-05, 8.329891716130078e-05, 8.729356341063976e-05, 8.62248198245652e-05, 8.726195665076375e-05, 8.664666529512033e-05, 5.255489668343216e-05, 5.243910709396005e-05, 5.227373549132608e-05, 5.190958836465143e-05, 5.195531775825657e-05, 5.2235998737160116e-05, 5.225530912866816e-05, 5.193692049942911e-05, 5.2098650485277176e-05, 5.192977550905198e-05, 5.194363257032819e-05, 5.197169230086729e-05, 5.1890390750486404e-05, 5.193217293708585e-05, 5.273254282656126e-05, 5.1852824981324375e-05, 5.18841297889594e-05, 5.19407658430282e-05, 5.21803813171573e-05, 5.226162102189846e-05, 5.220292223384604e-05, 5.2137565944576636e-05, 5.2240229706512764e-05, 5.2283972763689235e-05, 5.226258872426115e-05, 5.223630432737991e-05, 5.2191131544532254e-05, 5.213727490627207e-05, 5.212773248786107e-05, 5.2184976084390655e-05, 5.223805419518612e-05, 5.217528450884856e-05, 5.216492718318477e-05, 0.000154970315634273, 0.00014516920782625675, 0.000136199698317796, 0.0001293817622354254, 0.0001352999679511413, 0.00012082952889613807, 0.00011368891136953607, 0.00011951765191042796, 0.00012040576984873042, 0.00011281089973635972, 0.00010875800217036158, 0.00010541144001763314, 0.0001027059115585871, 0.00010193576599704102, 0.00010460051271365955, 0.00010128593567060307, 9.16135759325698e-05, 9.498897270532325e-05, 9.487730858381838e-05, 9.405326272826642e-05, 9.513446275377646e-05, 9.017509000841528e-05, 9.520823368802667e-05, 9.012738155433908e-05, 9.004453750094399e-05, 8.382608211832121e-05, 8.434925257461146e-05, 8.48265117383562e-05, 8.613561658421531e-05, 8.579614950576797e-05, 5.217408397584222e-05, 5.196602796786465e-05, 5.233523916103877e-05, 5.204656190471724e-05, 5.2001767471665516e-05, 5.19544628332369e-05, 5.202590546105057e-05, 5.206345667829737e-05, 5.2117538871243596e-05, 5.220896491664462e-05, 5.208201037021354e-05, 5.209042501519434e-05, 5.216881254455075e-05, 5.218444857746363e-05, 5.338239498087205e-05, 5.213255644775927e-05, 5.2107556257396936e-05, 5.1990911742905155e-05, 5.206963396631181e-05, 5.202506872592494e-05, 5.209826122154482e-05, 5.208961010794155e-05, 5.207908543525264e-05, 5.20698849868495e-05, 5.2073832193855196e-05, 5.199187216931023e-05, 5.205997877055779e-05, 5.202570173423737e-05, 5.198397775529884e-05, 5.198001963435672e-05, 5.2057148423045874e-05, 5.2052157116122544e-05, 5.2087107178522274e-05, 5.208464790484868e-05, 5.2572868298739195e-05, 5.277135642245412e-05, 5.262317426968366e-05, 5.269935718388297e-05, 5.267292362987064e-05, 5.244627027423121e-05, 5.249585592537187e-05, 5.262178092380054e-05, 5.263815910439007e-05, 5.2702900575241074e-05, 5.269518806017004e-05, 5.2651063015218824e-05, 5.260549369268119e-05, 0.00015834900841582566, 0.0001340201124548912, 0.00013267617032397538, 0.00012767783482559025, 0.0001216955715790391, 0.00010461443162057549, 0.00010315640247426927, 9.501008753431961e-05, 0.00010211477638222277, 0.0001010845007840544, 0.00010026474774349481, 9.506147762294859e-05, 8.147916378220543e-05, 9.490569937042892e-05, 9.213330486090854e-05, 9.267481800634414e-05, 8.773832087172195e-05, 9.191715071210638e-05, 8.942493150243536e-05, 8.870370947988704e-05, 8.320169581566006e-05, 8.508978498866782e-05, 8.496080408804119e-05, 8.23878581286408e-05, 8.49963107611984e-05, 8.083664579316974e-05, 8.018162043299526e-05, 8.098075340967625e-05, 8.017400978133082e-05, 8.131091453833506e-05, 8.041352703003213e-05, 5.249491732683964e-05, 5.233357296674512e-05, 5.233146657701582e-05, 5.2517742005875334e-05, 5.225157656241208e-05, 5.2222203521523625e-05, 5.2232757298043e-05, 5.218089063419029e-05, 5.217254511080682e-05, 5.2139956096652895e-05, 5.212387259234674e-05, 5.216984573053196e-05, 5.216433055466041e-05, 5.220741149969399e-05, 5.246998625807464e-05, 5.217886791797355e-05, 5.2157145546516404e-05, 5.234250784269534e-05, 5.234079071669839e-05, 5.239202073425986e-05, 5.2360064728418365e-05, 5.23344315297436e-05, 5.2281597163528204e-05, 5.221423270995729e-05, 5.2263356337789446e-05, 5.232888725004159e-05, 5.23546441399958e-05, 5.233212868915871e-05, 5.238437370280735e-05, 5.2280443924246356e-05, 5.2295858040452003e-05, 5.2380291890585795e-05, 5.2366045565577224e-05, 5.234816126176156e-05, 5.234552736510523e-05, 5.235763092059642e-05, 0.00013743521412834525, 0.00012745514686685055, 0.0001225256419274956, 0.00012567994417622685, 0.00011677854490699247, 0.00011718750465661287, 0.0001104698603739962, 0.00010274098167428747, 9.922999743139371e-05, 9.507503273198381e-05, 0.00010242074495181441, 9.937656432157382e-05, 9.12257528398186e-05, 9.057737770490348e-05, 8.881626854417846e-05, 9.0201931016054e-05, 8.940647967392579e-05, 9.046644117916003e-05, 8.735433220863342e-05, 8.604177855886519e-05, 8.76149715622887e-05, 8.168995555024594e-05, 8.006344432942569e-05, 8.165983308572322e-05, 8.236849680542946e-05, 7.931407890282571e-05, 8.064279245445505e-05, 8.016489300644025e-05, 7.888450636528432e-05, 7.944735989440233e-05, 7.892499706940725e-05, 5.245244028628804e-05, 5.2355284424265847e-05, 5.2614210289902985e-05, 5.22769769304432e-05, 5.222752224653959e-05, 5.230667375144549e-05, 5.2304862037999555e-05, 5.2465966291492805e-05, 5.244800559012219e-05, 5.2527724619721994e-05, 5.246000728220679e-05, 5.2350358600961044e-05, 5.2418930863495916e-05, 5.2527899242704734e-05, 5.3068062698002905e-05, 5.234643322182819e-05, 5.237257937551476e-05, 5.2214909374015406e-05, 5.2154515287838876e-05, 5.209052687860094e-05, 5.213792246649973e-05, 5.218409569351934e-05, 5.212924224906601e-05, 5.2138366299914196e-05, 5.212184623815119e-05, 5.214012344367802e-05, 5.212542600929737e-05, 5.2221090300008655e-05, 5.2153929573250934e-05, 5.212172254687175e-05, 5.221655737841502e-05, 5.215216151555069e-05, 5.216493445914239e-05, 5.214379416429438e-05, 5.23404341947753e-05, 5.215923010837287e-05, 5.2164938097121194e-05, 5.234042328083888e-05, 5.21611436852254e-05, 0.00012737938959617168, 0.00011469017044873908, 0.00011393229942768812, 0.00011367899423930794, 0.00011779851047322154, 0.00010962084343191236, 0.00011722225463017821, 0.00010430964175611734, 9.638706978876144e-05, 9.70744076767005e-05, 0.00010464268416399136, 9.021588630275801e-05, 9.626343671698123e-05, 9.440135909244418e-05, 9.781908011063933e-05, 9.199068153975531e-05, 8.860843809088692e-05, 9.367011807626113e-05, 9.300975943915546e-05, 8.667069050716236e-05, 8.540718408767134e-05, 8.79753497429192e-05, 8.853025792632252e-05, 9.099971066461876e-05, 8.284262730740011e-05, 8.283073111670092e-05, 8.458428783342242e-05, 8.167134365066886e-05, 8.123308361973614e-05, 7.895948510849848e-05, 8.183415047824383e-05, 5.263190541882068e-05, 5.242289262241684e-05, 5.234442505752668e-05, 5.2408388000912964e-05, 5.2352272177813575e-05, 5.23803973919712e-05, 5.2464627515291795e-05, 5.249324021860957e-05, 5.246603177511133e-05, 5.2465016779024154e-05, 5.2412600780371577e-05, 5.256777149043046e-05, 5.249617242952809e-05, 5.239808524493128e-05, 5.2996248996350914e-05, 5.2409926865948364e-05, 5.237607183516957e-05, 5.246950968285091e-05, 5.24854585819412e-05, 5.254306233837269e-05, 5.2478364523267373e-05, 5.25276263942942e-05, 5.24739152751863e-05, 5.256388249108568e-05, 5.250205867923796e-05, 5.253122071735561e-05, 5.2503619372146204e-05, 5.246167347650044e-05, 5.249447713140398e-05, 5.2518615120789036e-05, 5.2595321903936565e-05, 5.252306436887011e-05, 5.254179268376902e-05, 5.258683086140081e-05, 0.00013822120672557503, 0.00012032494851155207, 0.00011581086437217891, 9.401778515893966e-05, 0.00010015605948865414, 0.00010070137068396434, 9.733963815961033e-05, 9.942392352968454e-05, 9.049873187905177e-05, 9.085638157557696e-05, 9.551723633194342e-05, 9.608978143660352e-05, 8.925126894610003e-05, 8.717075252206996e-05, 8.81462256074883e-05, 8.51858567330055e-05, 8.2751976151485e-05, 8.337561303051189e-05, 8.06069074315019e-05, 8.363464439753443e-05, 8.05537129053846e-05, 7.698625995544717e-05, 7.818991434760392e-05, 7.681789429625496e-05, 7.749538781354204e-05, 7.903394725872204e-05, 7.609327440150082e-05, 7.735843246337026e-05, 7.399199239443988e-05, 7.478742190869525e-05, 7.567662396468222e-05, 7.548514258814976e-05, 5.251835682429373e-05, 5.259772660792805e-05, 5.257883094600402e-05, 5.22757982253097e-05, 5.2245533879613504e-05, 5.253318158793263e-05, 5.245116335572675e-05, 5.22863665537443e-05, 5.225731001701206e-05, 5.2356201194925234e-05, 5.229274756857194e-05, 5.224258347880095e-05, 5.226137363933958e-05, 5.237171353655867e-05, 5.278857133816928e-05, 5.2338287787279114e-05, 5.239145320956595e-05, 5.230860915617086e-05, 5.236604192759842e-05, 5.2332281484268606e-05, 5.238729136181064e-05, 5.2335271902848035e-05, 5.232906187302433e-05, 5.23011913173832e-05, 5.229597809375264e-05, 5.2288251026766375e-05, 5.233520641922951e-05, 5.228483860264532e-05, 5.225835047895089e-05, 5.2335646614665166e-05, 5.2295294153736904e-05, 5.232438707025722e-05, 5.2337447414174676e-05, 5.23333037563134e-05, 0.00014668915537185967, 0.00011797894694609568, 0.00012051693920511752, 0.00011755194282159209, 5.335262176231481e-05, 0.00010476039460627362, 0.0001005606391117908, 0.00010405422654002905, 5.325974416336976e-05, 0.00010185343126067892, 9.089112427318469e-05, 9.751356265041977e-05, 9.91682754829526e-05, 9.669406426837668e-05, 9.263218089472502e-05, 9.339609823655337e-05, 9.256064367946237e-05, 8.773972513154149e-05, 8.625428017694503e-05, 8.352409349754453e-05, 8.455628267256543e-05, 8.01400383352302e-05, 8.074712968664244e-05, 8.137481927406043e-05, 8.097403042484075e-05, 8.235329732997343e-05, 7.530557923018932e-05, 7.93453145888634e-05, 7.993342296686023e-05, 7.717393600614741e-05, 7.543287210864946e-05, 7.374217238975689e-05, 7.454234582837671e-05, 7.54743377910927e-05], \"Term\": [\"say\", \"go\", \"come\", \"make\", \"church\", \"time\", \"man\", \"day\", \"year\", \"work\", \"mother\", \"take\", \"arnot\", \"give\", \"find\", \"life\", \"great\", \"much\", \"little\", \"know\", \"thing\", \"see\", \"place\", \"many\", \"boy\", \"word\", \"get\", \"home\", \"good\", \"first\", \"match\", \"cricket\", \"arnot\", \"wicket\", \"score\", \"idea\", \"steam\", \"beat\", \"slave\", \"boat\", \"car\", \"inning\", \"waggon\", \"ball\", \"realise\", \"african\", \"finish\", \"three_brother\", \"mackay\", \"european\", \"doctor\", \"consequence\", \"difficult\", \"fever\", \"arabic\", \"real\", \"verse\", \"public\", \"practical\", \"degree\", \"soldier\", \"boy\", \"american\", \"side\", \"native\", \"play\", \"plan\", \"river\", \"learn\", \"place\", \"life\", \"write\", \"letter\", \"leave\", \"impression\", \"year\", \"back\", \"thing\", \"come\", \"well\", \"missionary\", \"part\", \"man\", \"make\", \"say\", \"go\", \"time\", \"take\", \"good\", \"great\", \"give\", \"find\", \"day\", \"way\", \"work\", \"see\", \"know\", \"first\", \"people\", \"get\", \"little\", \"much\", \"many\", \"tell\", \"drunkard\", \"drunk\", \"hell\", \"comrade\", \"japanese\", \"foreigner\", \"wicked\", \"devil\", \"billy\", \"neesima\", \"forenoon\", \"torment\", \"devonshire\", \"billy_bray\", \"hearty\", \"crusoe\", \"fearful\", \"mourn\", \"vision\", \"thither\", \"sorrow\", \"president\", \"immortal\", \"reverse\", \"anguish\", \"drunken\", \"cornwall\", \"pardon\", \"reckless\", \"sailor\", \"mercy\", \"misery\", \"praise\", \"sickness\", \"miner\", \"dutch\", \"pray\", \"permission\", \"chinese\", \"convert\", \"teacher\", \"joy\", \"go\", \"promise\", \"soul\", \"ship\", \"captain\", \"tell\", \"say\", \"sword\", \"spend\", \"work\", \"time\", \"man\", \"love\", \"away\", \"think\", \"eye\", \"day\", \"many\", \"get\", \"make\", \"wife\", \"much\", \"soon\", \"come\", \"night\", \"hear\", \"never\", \"find\", \"young\", \"see\", \"know\", \"home\", \"give\", \"great\", \"abbie\", \"sister_abigail\", \"wool\", \"townsend\", \"closet\", \"dod\", \"childhood\", \"george_muller\", \"orphanage\", \"playmate\", \"hush\", \"craft\", \"el_nathan\", \"tease\", \"temper\", \"narrate\", \"little_girl\", \"birthday\", \"confess\", \"down\", \"sow\", \"borne\", \"carol\", \"luffe\", \"indifference\", \"slowly\", \"shrub\", \"review\", \"block\", \"continuation\", \"mother\", \"fold\", \"edition\", \"tract\", \"assembly\", \"dear\", \"physician\", \"poem\", \"song\", \"greet\", \"daughter\", \"child\", \"lady\", \"sister\", \"prayer\", \"little\", \"say\", \"talk\", \"give\", \"ask\", \"parent\", \"believe\", \"tell\", \"many\", \"home\", \"work\", \"great\", \"come\", \"know\", \"save\", \"die\", \"happy\", \"take\", \"see\", \"life\", \"day\", \"year\", \"much\", \"old\", \"time\", \"go\", \"pray\", \"also\", \"book\", \"indian\", \"sled\", \"snow\", \"frozen\", \"whitefish_lake\", \"camp\", \"stoney\", \"direction\", \"haul\", \"chop\", \"whip\", \"buffalo\", \"cow\", \"daylight\", \"boil\", \"maskepetoon\", \"deer\", \"drown\", \"lake\", \"feast\", \"tent\", \"timber\", \"moccasin\", \"drift\", \"glare\", \"kake\", \"sle\", \"push\", \"dog\", \"fraud\", \"ice\", \"meat\", \"load\", \"fresh\", \"supper\", \"provision\", \"pound\", \"trail\", \"fire\", \"horse\", \"cold\", \"wood\", \"plain\", \"storm\", \"night\", \"home\", \"trip\", \"day\", \"old\", \"make\", \"chapter\", \"mile\", \"take\", \"chief\", \"come\", \"man\", \"find\", \"go\", \"great\", \"time\", \"good\", \"many\", \"travel\", \"turn\", \"away\", \"little\", \"get\", \"employment\", \"countenance\", \"allude\", \"erect\", \"sincere\", \"comparatively\", \"instrument\", \"chapel\", \"recollection\", \"assemble\", \"mistress\", \"threshing\", \"experienced\", \"hitherto\", \"exertion\", \"convince\", \"convenient\", \"neighbouring\", \"ample\", \"customer\", \"weak\", \"preparatory\", \"hearing\", \"parish\", \"accommodate\", \"tarry\", \"inform\", \"strikingly\", \"apartment\", \"heb\", \"apprentice\", \"farmer\", \"blind\", \"hearer\", \"farm\", \"labour\", \"length\", \"poor\", \"sunday_school\", \"village\", \"cottage\", \"service\", \"gospel\", \"preach\", \"sermon\", \"hear\", \"truth\", \"period\", \"afterwards\", \"previous\", \"truly\", \"husband\", \"lead\", \"much\", \"first\", \"step\", \"mile\", \"soon\", \"become\", \"know\", \"bring\", \"word\", \"love\", \"man\", \"year\", \"see\", \"go\", \"time\", \"power\", \"also\", \"way\", \"work\", \"thing\", \"day\", \"make\", \"many\", \"say\", \"reformation\", \"translate\", \"bogomil\", \"document\", \"albigense\", \"edit\", \"waldense\", \"reformirten\", \"mennonite\", \"christlichen\", \"warn\", \"valley\", \"synod\", \"nestorius\", \"anabaptist\", \"stundist\", \"jahrhundert\", \"persistence\", \"heraclide\", \"priscillian\", \"reformer\", \"erasmus\", \"writing\", \"principle\", \"manichaean\", \"translator\", \"key\", \"minor\", \"outside\", \"novatian\", \"movement\", \"history\", \"reference\", \"church\", \"teaching\", \"primitive\", \"reform\", \"translation\", \"use\", \"refer\", \"century\", \"roman_empire\", \"scripture\", \"revival\", \"book\", \"increase\", \"german\", \"doctrine\", \"account\", \"form\", \"make\", \"name\", \"chapter\", \"give\", \"take\", \"time\", \"much\", \"die\", \"work\", \"brother\", \"know\", \"also\", \"read\", \"morrow\", \"emery\", \"sheffield\", \"wondrous\", \"collision\", \"scarborough\", \"testing\", \"flint\", \"steel\", \"edmund\", \"terminu\", \"hedge\", \"distinctly\", \"syllogism\", \"leading\", \"manufacturer\", \"wholly\", \"pottery\", \"overwhelmed\", \"spake\", \"lifeless\", \"mankind\", \"tried\", \"mein\", \"bill\", \"tinder\", \"godsaye\", \"infinite\", \"grinder\", \"begged\", \"payment\", \"corinthian\", \"logic\", \"error\", \"gather\", \"lecture\", \"leather\", \"preaching\", \"ignorance\", \"preach\", \"distinct\", \"temporal\", \"sell\", \"bid\", \"awaken\", \"dinner\", \"exactly\", \"bless\", \"case\", \"word\", \"read\", \"bread\", \"prayer\", \"name\", \"chapter\", \"table\", \"soul\", \"sit\", \"fellowship\", \"meet\", \"lead\", \"say\", \"visit\", \"answer\", \"need\", \"feel\", \"find\", \"morning\", \"many\", \"village\", \"send\", \"go\", \"much\", \"year\", \"come\", \"hear\", \"advantage\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"scottish\", \"domination\", \"mohammedanism\", \"sect\", \"political\", \"selection\", \"widow\", \"possibility\", \"hearing\", \"western\", \"warn\", \"whomsoever\", \"syrian\", \"salute\", \"constantinople\", \"meddle\", \"turkish\", \"teaching\", \"reasonable\", \"collar\", \"thunderstorm\", \"alternate\", \"bombay\", \"roman\", \"introduce\", \"grape\", \"ecclesiastical\", \"important\", \"church\", \"grove\", \"make\", \"present\", \"take\", \"come\", \"alternate\", \"reasonable\", \"thunderstorm\", \"collar\", \"cruise\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"completely\", \"beirout\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"thankfulness\", \"whomsoever\", \"client\", \"pale\", \"slight\", \"wisdom\", \"salute\", \"disappointed\", \"infinite\", \"cask\", \"tinder\", \"truthful\", \"multiply\", \"covey\", \"begged\", \"nourish\", \"complain\", \"nightly\", \"manual\", \"desirable\", \"bore\", \"deter\", \"atone\", \"enlarged\", \"romantic\", \"go\", \"time\", \"much\", \"preparatory\", \"hear\", \"work\", \"man\", \"say\", \"come\", \"know\", \"many\", \"thing\", \"make\", \"sermon\", \"preach\", \"lead\", \"day\", \"find\", \"see\", \"love\", \"year\", \"take\", \"word\", \"great\", \"way\", \"soul\", \"long\", \"first\", \"give\", \"also\", \"old\", \"call\", \"life\", \"tell\", \"collar\", \"reasonable\", \"alternate\", \"cruise\", \"thunderstorm\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"godsaye\", \"astonishing\", \"begged\", \"doing\", \"digression\", \"payment\", \"sovereignty\", \"client\", \"upper\", \"newcastle\", \"contents_chapter\", \"southport\", \"substitute\", \"slight\", \"wondrously\", \"impossibility\", \"day\", \"man\", \"go\", \"say\", \"come\", \"partridge\", \"year\", \"mother\", \"work\", \"time\", \"much\", \"give\", \"great\", \"know\", \"find\", \"old\", \"make\", \"many\", \"home\", \"little\", \"good\", \"soon\", \"take\", \"life\", \"night\", \"way\", \"become\", \"see\", \"tell\", \"thing\", \"think\", \"collar\", \"reasonable\", \"alternate\", \"thunderstorm\", \"cruise\", \"apprenticeship\", \"eliminate\", \"beirout\", \"tracker\", \"east\", \"complicated\", \"completely\", \"bigotte\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"meddle\", \"barrel\", \"turkish\", \"pale\", \"begged\", \"godsaye\", \"childlike\", \"tinder\", \"contents_chapter\", \"client\", \"ticket\", \"mein\", \"southport\", \"contemptuous\", \"chaldean\", \"abatement\", \"midstream\", \"agreeable\", \"scanderoon\", \"siege\", \"west\", \"behaviour\", \"wretchedness\", \"objection\", \"worse\", \"cholera\", \"go\", \"time\", \"make\", \"vulgar\", \"man\", \"come\", \"take\", \"day\", \"work\", \"great\", \"place\", \"say\", \"much\", \"thing\", \"good\", \"know\", \"bring\", \"life\", \"first\", \"leave\", \"year\", \"see\", \"little\", \"present\", \"find\", \"receive\", \"feel\", \"give\", \"arabic\", \"church\", \"send\", \"people\", \"friend\", \"night\", \"tell\", \"reasonable\", \"alternate\", \"collar\", \"thunderstorm\", \"cruise\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"godsaye\", \"client\", \"newcastle\", \"mein\", \"southport\", \"tinder\", \"childlike\", \"begged\", \"mankind\", \"sustenance\", \"astonishing\", \"hull\", \"slight\", \"authoress\", \"wholly\", \"beghine\", \"cyprian\", \"prophet\", \"unsuited\", \"thesis\", \"montanist\", \"munster\", \"authoritative\", \"version\", \"nestorian\", \"wiedertaufer\", \"relic\", \"go\", \"time\", \"work\", \"church\", \"life\", \"make\", \"say\", \"year\", \"great\", \"take\", \"man\", \"know\", \"day\", \"come\", \"use\", \"first\", \"see\", \"give\", \"write\", \"arnot\", \"find\", \"tell\", \"much\", \"place\", \"word\", \"thing\", \"many\", \"hear\", \"missionary\", \"good\", \"people\", \"little\", \"reasonable\", \"collar\", \"alternate\", \"thunderstorm\", \"cruise\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"begged\", \"pottery\", \"tinder\", \"godsaye\", \"contents_chapter\", \"doing\", \"southport\", \"sustenance\", \"payment\", \"astonishing\", \"grinder\", \"cask\", \"plate\", \"wondrously\", \"sometimesmore\", \"wholly\", \"say\", \"go\", \"come\", \"time\", \"know\", \"make\", \"work\", \"give\", \"day\", \"great\", \"find\", \"man\", \"year\", \"also\", \"first\", \"take\", \"much\", \"life\", \"see\", \"good\", \"love\", \"way\", \"many\", \"leave\", \"use\", \"think\", \"place\", \"thing\", \"brother\", \"tell\", \"little\", \"thunderstorm\", \"collar\", \"reasonable\", \"alternate\", \"cruise\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"begged\", \"tinder\", \"godsaye\", \"contents_chapter\", \"newcastle\", \"client\", \"astonishing\", \"sovereignty\", \"payment\", \"southport\", \"infinite\", \"doing\", \"ticket\", \"pottery\", \"spake\", \"covey\", \"go\", \"make\", \"time\", \"day\", \"work\", \"year\", \"find\", \"see\", \"come\", \"give\", \"man\", \"say\", \"take\", \"good\", \"great\", \"life\", \"many\", \"first\", \"know\", \"home\", \"much\", \"place\", \"hear\", \"old\", \"also\", \"tell\", \"little\", \"arnot\", \"leave\", \"friend\", \"way\", \"think\", \"reasonable\", \"thunderstorm\", \"alternate\", \"collar\", \"cruise\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"godsaye\", \"ticket\", \"tinder\", \"begged\", \"mein\", \"multiply\", \"booking\", \"bill\", \"sustenance\", \"childlike\", \"astonishing\", \"overwhelmed\", \"pinch\", \"forgotten\", \"sometimesmore\", \"say\", \"make\", \"time\", \"man\", \"go\", \"take\", \"many\", \"day\", \"come\", \"work\", \"give\", \"great\", \"see\", \"much\", \"year\", \"life\", \"long\", \"tell\", \"little\", \"first\", \"good\", \"get\", \"find\", \"think\", \"home\", \"arnot\", \"read\", \"write\", \"thing\", \"place\", \"collar\", \"reasonable\", \"cruise\", \"alternate\", \"thunderstorm\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"completely\", \"beirout\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"begged\", \"godsaye\", \"sovereignty\", \"contents_chapter\", \"childlike\", \"newcastle\", \"ticket\", \"southport\", \"sustenance\", \"payment\", \"tinder\", \"client\", \"overwhelmed\", \"lifeless\", \"tried\", \"forgotten\", \"authoress\", \"archive\", \"commentary\", \"statute\", \"faintly\", \"dragonnade\", \"sharer\", \"greenwood\", \"placard\", \"republican\", \"authorize\", \"invention\", \"reorganize\", \"make\", \"go\", \"say\", \"come\", \"time\", \"see\", \"take\", \"church\", \"year\", \"day\", \"man\", \"much\", \"history\", \"great\", \"many\", \"give\", \"thing\", \"work\", \"life\", \"find\", \"chapter\", \"way\", \"home\", \"friend\", \"good\", \"use\", \"book\", \"hear\", \"old\", \"little\", \"first\", \"collar\", \"reasonable\", \"thunderstorm\", \"cruise\", \"alternate\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"godsaye\", \"astonishing\", \"southport\", \"sovereignty\", \"client\", \"begged\", \"tinder\", \"sustenance\", \"pottery\", \"lifeless\", \"booking\", \"newcastle\", \"disappointed\", \"utter\", \"plate\", \"sometimesmore\", \"pinch\", \"delusion\", \"say\", \"time\", \"man\", \"go\", \"work\", \"come\", \"year\", \"give\", \"life\", \"tell\", \"make\", \"day\", \"much\", \"see\", \"good\", \"know\", \"find\", \"take\", \"little\", \"first\", \"great\", \"word\", \"ask\", \"way\", \"many\", \"get\", \"thing\", \"place\", \"become\", \"hear\", \"mother\", \"collar\", \"reasonable\", \"cruise\", \"alternate\", \"thunderstorm\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"begged\", \"godsaye\", \"client\", \"disappointed\", \"southport\", \"astonishing\", \"contents_chapter\", \"payment\", \"childlike\", \"substitute\", \"doing\", \"newcastle\", \"upper\", \"overwhelmed\", \"bill\", \"lifeless\", \"meddle\", \"grinder\", \"sometimesmore\", \"turkish\", \"booking\", \"say\", \"give\", \"great\", \"take\", \"come\", \"year\", \"go\", \"see\", \"home\", \"little\", \"time\", \"mother\", \"know\", \"much\", \"work\", \"good\", \"thing\", \"man\", \"day\", \"think\", \"also\", \"many\", \"life\", \"make\", \"ask\", \"old\", \"tell\", \"place\", \"word\", \"people\", \"find\", \"thunderstorm\", \"reasonable\", \"collar\", \"alternate\", \"cruise\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"beirout\", \"completely\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"godsaye\", \"client\", \"begged\", \"childlike\", \"southport\", \"pottery\", \"payment\", \"lifeless\", \"ticket\", \"astonishing\", \"mein\", \"overwhelmed\", \"plate\", \"multiply\", \"delusion\", \"covey\", \"come\", \"day\", \"say\", \"mother\", \"year\", \"work\", \"great\", \"make\", \"home\", \"find\", \"time\", \"go\", \"know\", \"see\", \"take\", \"many\", \"little\", \"give\", \"way\", \"man\", \"much\", \"child\", \"word\", \"feel\", \"church\", \"life\", \"old\", \"tell\", \"prayer\", \"become\", \"thing\", \"first\", \"reasonable\", \"alternate\", \"thunderstorm\", \"collar\", \"cruise\", \"apprenticeship\", \"eliminate\", \"east\", \"bigotte\", \"completely\", \"beirout\", \"tracker\", \"complicated\", \"artillery\", \"advantage\", \"whomsoever\", \"salute\", \"pale\", \"begged\", \"godsaye\", \"payment\", \"tinder\", \"contents_chapter\", \"client\", \"southport\", \"astonishing\", \"hull\", \"disappointed\", \"sovereignty\", \"bill\", \"lifeless\", \"grinder\", \"commemoration\", \"solemnity\", \"say\", \"life\", \"time\", \"go\", \"mirth\", \"know\", \"tell\", \"come\", \"entail\", \"make\", \"word\", \"year\", \"work\", \"day\", \"see\", \"give\", \"man\", \"take\", \"great\", \"good\", \"find\", \"people\", \"think\", \"way\", \"place\", \"much\", \"arnot\", \"little\", \"many\", \"love\", \"call\", \"missionary\", \"feel\", \"thing\"], \"Total\": [251.0, 244.0, 206.0, 206.0, 83.0, 209.0, 170.0, 164.0, 146.0, 171.0, 72.0, 145.0, 44.0, 143.0, 126.0, 133.0, 138.0, 121.0, 103.0, 126.0, 90.0, 122.0, 86.0, 116.0, 42.0, 80.0, 71.0, 95.0, 107.0, 94.0, 18.94401741027832, 16.007740020751953, 44.36228561401367, 15.018959999084473, 13.065292358398438, 15.979867935180664, 12.946233749389648, 12.076115608215332, 12.070788383483887, 13.04721450805664, 11.101749420166016, 10.123481750488281, 15.007224082946777, 10.12142276763916, 10.119414329528809, 10.114702224731445, 10.113036155700684, 9.141362190246582, 9.129785537719727, 9.047321319580078, 10.115514755249023, 9.138899803161621, 9.136106491088867, 8.149849891662598, 8.069076538085938, 9.127293586730957, 8.152860641479492, 7.179790496826172, 7.169174671173096, 7.168365478515625, 25.699169158935547, 42.25495147705078, 10.114747047424316, 19.816383361816406, 19.81524658203125, 24.60077476501465, 16.801944732666016, 21.57515525817871, 51.44995880126953, 86.71984100341797, 133.12649536132812, 71.35039520263672, 34.8779296875, 77.10895538330078, 31.27809715270996, 146.63613891601562, 45.72181701660156, 90.9007568359375, 206.15106201171875, 61.78009796142578, 51.9564208984375, 48.21993637084961, 170.85450744628906, 206.31077575683594, 251.3485565185547, 244.9541473388672, 209.22836303710938, 145.479736328125, 107.556640625, 138.25389099121094, 143.46495056152344, 126.56331634521484, 164.90028381347656, 88.77849578857422, 171.72064208984375, 122.16638946533203, 126.36099243164062, 94.89474487304688, 69.69056701660156, 71.34234619140625, 103.45182037353516, 121.25410461425781, 116.03582000732422, 101.12480926513672, 8.79164981842041, 6.908480167388916, 5.026830673217773, 5.0268754959106445, 5.971923351287842, 5.0276899337768555, 4.085468292236328, 4.086320400238037, 15.336142539978027, 5.033036231994629, 3.142834186553955, 3.1435093879699707, 3.144883632659912, 3.1437342166900635, 3.137958288192749, 3.1431479454040527, 3.144289493560791, 3.143310070037842, 3.1448593139648438, 3.146360397338867, 4.087753772735596, 3.1463468074798584, 2.202359676361084, 2.202718734741211, 2.2023041248321533, 2.2014427185058594, 2.201655387878418, 2.2013678550720215, 2.2017745971679688, 2.202484130859375, 18.162471771240234, 8.870006561279297, 29.447900772094727, 6.013789176940918, 3.151183605194092, 4.1059794425964355, 49.481056213378906, 3.1524648666381836, 4.9424333572387695, 29.297319412231445, 15.30964469909668, 34.923667907714844, 244.9541473388672, 11.546199798583984, 56.76324462890625, 15.198427200317383, 18.79697608947754, 101.12480926513672, 251.3485565185547, 6.822274208068848, 33.860782623291016, 171.72064208984375, 209.22836303710938, 170.85450744628906, 72.02951049804688, 43.71556091308594, 79.86834716796875, 27.018314361572266, 164.90028381347656, 116.03582000732422, 71.34234619140625, 206.31077575683594, 30.387046813964844, 121.25410461425781, 58.731201171875, 206.15106201171875, 67.3108139038086, 78.8027572631836, 61.875877380371094, 126.56331634521484, 60.66390609741211, 122.16638946533203, 126.36099243164062, 95.83399963378906, 143.46495056152344, 138.25389099121094, 19.184125900268555, 9.308513641357422, 6.609989166259766, 4.811344146728516, 3.9141318798065186, 3.916015625, 3.016072988510132, 3.016507387161255, 2.116666793823242, 2.117324113845825, 2.1173596382141113, 2.1171672344207764, 2.117429256439209, 2.1172001361846924, 2.1168458461761475, 2.1171560287475586, 8.483044624328613, 7.587650299072266, 12.15998649597168, 1.2184864282608032, 1.217861533164978, 1.2185771465301514, 1.218119502067566, 1.2182084321975708, 1.2180691957473755, 1.218511700630188, 1.2181406021118164, 1.2180545330047607, 1.2168960571289062, 1.2175824642181396, 72.91971588134766, 4.891725540161133, 12.208868026733398, 10.987245559692383, 3.8373613357543945, 42.54120635986328, 3.9563310146331787, 3.956333637237549, 3.957578420639038, 3.9935715198516846, 17.016876220703125, 63.97640609741211, 7.573278903961182, 14.356924057006836, 51.9852180480957, 103.45182037353516, 251.3485565185547, 14.084235191345215, 143.46495056152344, 68.28456115722656, 21.050676345825195, 37.2727165222168, 101.12480926513672, 116.03582000732422, 95.83399963378906, 171.72064208984375, 138.25389099121094, 206.15106201171875, 126.36099243164062, 39.63440704345703, 48.68136978149414, 33.069923400878906, 145.479736328125, 122.16638946533203, 133.12649536132812, 164.90028381347656, 146.63613891601562, 121.25410461425781, 71.38138580322266, 209.22836303710938, 244.9541473388672, 49.481056213378906, 82.0283432006836, 62.57482147216797, 17.433094024658203, 13.830751419067383, 10.228723526000977, 5.723618507385254, 5.724033355712891, 23.81328582763672, 4.823938846588135, 4.821870803833008, 4.824101448059082, 4.822873592376709, 3.9216277599334717, 3.920767307281494, 3.922781229019165, 3.9219744205474854, 3.922415256500244, 3.922276496887207, 3.92216157913208, 3.9230034351348877, 3.9224188327789307, 3.9234979152679443, 3.9228627681732178, 3.0221946239471436, 3.021197557449341, 3.0217931270599365, 3.022379159927368, 3.021806240081787, 3.0222952365875244, 3.0218608379364014, 36.61505126953125, 2.1208419799804688, 9.402042388916016, 14.882500648498535, 10.344640731811523, 9.395906448364258, 9.409150123596191, 9.47867202758789, 12.342753410339355, 5.799686431884766, 28.21796417236328, 36.900943756103516, 11.310709953308105, 11.435932159423828, 9.477819442749023, 7.646376132965088, 67.3108139038086, 95.83399963378906, 13.406615257263184, 164.90028381347656, 71.38138580322266, 206.31077575683594, 62.4581184387207, 39.6088752746582, 145.479736328125, 21.06791114807129, 206.15106201171875, 170.85450744628906, 126.56331634521484, 244.9541473388672, 138.25389099121094, 209.22836303710938, 107.556640625, 116.03582000732422, 29.97248077392578, 40.209171295166016, 43.71556091308594, 103.45182037353516, 71.34234619140625, 4.783249855041504, 3.8910980224609375, 3.888850450515747, 2.9958066940307617, 2.996368885040283, 2.9939239025115967, 2.1049108505249023, 9.287360191345215, 2.106942892074585, 2.106583595275879, 2.106793165206909, 2.1054770946502686, 2.104609727859497, 2.1053571701049805, 2.105278968811035, 2.107144594192505, 2.106509208679199, 2.1059882640838623, 2.1025967597961426, 2.104194402694702, 2.101339101791382, 2.0961620807647705, 2.184847116470337, 7.506109237670898, 1.213151454925537, 1.2131291627883911, 1.2134110927581787, 1.213581919670105, 1.2130074501037598, 1.213519811630249, 3.824388027191162, 6.739176273345947, 3.88791823387146, 3.9719841480255127, 3.972405195236206, 19.620136260986328, 11.293648719787598, 29.65993881225586, 7.474512100219727, 25.621816635131836, 7.669844627380371, 37.51044464111328, 16.13983154296875, 49.40938949584961, 11.881712913513184, 78.8027572631836, 42.63338851928711, 12.187504768371582, 23.728294372558594, 9.345271110534668, 9.43560791015625, 6.721421718597412, 45.429527282714844, 121.25410461425781, 94.89474487304688, 14.479564666748047, 39.6088752746582, 58.731201171875, 70.95770263671875, 126.36099243164062, 60.730079650878906, 80.40080261230469, 72.02951049804688, 170.85450744628906, 146.63613891601562, 122.16638946533203, 244.9541473388672, 209.22836303710938, 28.423686981201172, 82.0283432006836, 88.77849578857422, 171.72064208984375, 90.9007568359375, 164.90028381347656, 206.31077575683594, 116.03582000732422, 251.3485565185547, 14.01045036315918, 8.881242752075195, 6.31434965133667, 6.307161808013916, 6.322382926940918, 5.4578471183776855, 4.590683460235596, 3.7458481788635254, 3.7453129291534424, 3.733506917953491, 3.817803144454956, 2.891848564147949, 2.8915820121765137, 2.8856167793273926, 2.8903756141662598, 2.888577699661255, 2.8887200355529785, 2.886399507522583, 2.882683753967285, 2.8883464336395264, 2.8829147815704346, 2.8847222328186035, 2.876934051513672, 2.8750972747802734, 2.0375232696533203, 2.036325216293335, 2.03722882270813, 2.0338938236236572, 2.033456325531006, 2.034034490585327, 6.4233832359313965, 38.74748992919922, 5.427586078643799, 83.58999633789062, 5.741634845733643, 4.717865467071533, 7.91754150390625, 8.208016395568848, 66.7464370727539, 13.836087226867676, 9.369841575622559, 4.714900493621826, 24.418344497680664, 7.492960453033447, 62.57482147216797, 16.029027938842773, 16.107894897460938, 8.184147834777832, 27.581968307495117, 23.652908325195312, 206.31077575683594, 48.24138641357422, 62.4581184387207, 143.46495056152344, 145.479736328125, 209.22836303710938, 121.25410461425781, 48.68136978149414, 171.72064208984375, 45.234928131103516, 126.36099243164062, 82.0283432006836, 61.84251022338867, 3.604487657546997, 3.609419584274292, 3.6267831325531006, 2.7912120819091797, 2.7959506511688232, 2.799952983856201, 1.9636679887771606, 1.9639489650726318, 1.9650719165802002, 1.9646801948547363, 1.9683326482772827, 1.9699387550354004, 1.9763537645339966, 2.822620391845703, 1.978891134262085, 1.987578272819519, 1.139245629310608, 1.1379812955856323, 1.1375664472579956, 1.1386291980743408, 1.1374945640563965, 1.13798189163208, 1.1383740901947021, 1.1370201110839844, 1.1381902694702148, 1.1358691453933716, 1.1346005201339722, 1.1376575231552124, 1.1384332180023193, 1.1344817876815796, 1.1367311477661133, 4.499378681182861, 2.006436824798584, 7.296103000640869, 14.147639274597168, 7.328963756561279, 3.7045111656188965, 5.4548563957214355, 13.394086837768555, 49.40938949584961, 5.43552827835083, 3.8184003829956055, 13.815155029296875, 2.851090669631958, 2.855229616165161, 10.242475509643555, 6.539166450500488, 19.26089096069336, 21.202476501464844, 80.40080261230469, 61.84251022338867, 21.55443572998047, 51.9852180480957, 48.24138641357422, 62.4581184387207, 17.6041259765625, 56.76324462890625, 16.658550262451172, 10.069071769714355, 54.23929214477539, 45.429527282714844, 251.3485565185547, 48.938655853271484, 30.328678131103516, 46.886207580566406, 64.93783569335938, 126.56331634521484, 28.88329315185547, 116.03582000732422, 25.621816635131836, 64.14730834960938, 244.9541473388672, 121.25410461425781, 146.63613891601562, 206.15106201171875, 78.8027572631836, 0.9278593063354492, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 1.2373117208480835, 1.2480924129486084, 1.248453140258789, 1.2494142055511475, 1.3434114456176758, 2.105710029602051, 2.145796298980713, 1.5371893644332886, 2.184847116470337, 3.0169613361358643, 3.817803144454956, 1.0636231899261475, 3.985212802886963, 1.0880465507507324, 2.7365400791168213, 1.1495150327682495, 1.1558223962783813, 5.741634845733643, 0.32496628165245056, 0.3246575891971588, 0.326028436422348, 0.32587680220603943, 2.0369651317596436, 4.650862693786621, 4.787571430206299, 1.2153104543685913, 2.9246299266815186, 19.150440216064453, 83.58999633789062, 7.548720836639404, 206.31077575683594, 34.146488189697266, 145.479736328125, 206.15106201171875, 0.32587680220603943, 0.32496628165245056, 0.326028436422348, 0.3246575891971588, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.4028782844543457, 0.40240663290023804, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.202426552772522, 1.0636231899261475, 1.1358716487884521, 1.1242365837097168, 1.1384135484695435, 1.2072393894195557, 1.0880465507507324, 1.1368836164474487, 1.1376575231552124, 1.1377824544906616, 1.1358691453933716, 1.1387602090835571, 1.1384000778198242, 1.1433634757995605, 1.1344817876815796, 1.2079386711120605, 1.2080563306808472, 1.206371784210205, 1.2087446451187134, 1.208665132522583, 1.2088741064071655, 1.2080634832382202, 1.2058637142181396, 1.2083730697631836, 1.206441879272461, 244.9541473388672, 209.22836303710938, 121.25410461425781, 2.0961620807647705, 78.8027572631836, 171.72064208984375, 170.85450744628906, 251.3485565185547, 206.15106201171875, 126.36099243164062, 116.03582000732422, 90.9007568359375, 206.31077575683594, 11.881712913513184, 49.40938949584961, 45.429527282714844, 164.90028381347656, 126.56331634521484, 122.16638946533203, 72.02951049804688, 146.63613891601562, 145.479736328125, 80.40080261230469, 138.25389099121094, 88.77849578857422, 56.76324462890625, 69.77519989013672, 94.89474487304688, 143.46495056152344, 82.0283432006836, 71.38138580322266, 60.6809196472168, 133.12649536132812, 101.12480926513672, 0.3246575891971588, 0.32496628165245056, 0.32587680220603943, 0.32746684551239014, 0.326028436422348, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1346005201339722, 1.136275291442871, 1.1344817876815796, 1.1371700763702393, 1.1378029584884644, 1.1367311477661133, 1.136389970779419, 1.1358716487884521, 1.1392223834991455, 1.1364784240722656, 1.1362049579620361, 1.1358540058135986, 1.1385291814804077, 1.1384135484695435, 1.1398435831069946, 1.1412394046783447, 164.90028381347656, 170.85450744628906, 244.9541473388672, 251.3485565185547, 206.15106201171875, 1.158691167831421, 146.63613891601562, 72.91971588134766, 171.72064208984375, 209.22836303710938, 121.25410461425781, 143.46495056152344, 138.25389099121094, 126.36099243164062, 126.56331634521484, 71.38138580322266, 206.31077575683594, 116.03582000732422, 95.83399963378906, 103.45182037353516, 107.556640625, 58.731201171875, 145.479736328125, 133.12649536132812, 67.3108139038086, 88.77849578857422, 70.95770263671875, 122.16638946533203, 101.12480926513672, 90.9007568359375, 79.86834716796875, 0.3246575891971588, 0.32496628165245056, 0.32587680220603943, 0.326028436422348, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.40240663290023804, 0.4087922275066376, 0.3982509672641754, 0.41160744428634644, 0.4028782844543457, 0.40170973539352417, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1495150327682495, 1.2819411754608154, 1.1558223962783813, 1.1242365837097168, 1.1344817876815796, 1.1346005201339722, 1.1364367008209229, 1.1358691453933716, 1.1362049579620361, 1.1358716487884521, 1.1370713710784912, 1.1370201110839844, 1.1358540058135986, 1.27782142162323, 1.2830989360809326, 1.2447646856307983, 1.283666968345642, 1.2829545736312866, 1.2894845008850098, 1.287203073501587, 1.2891042232513428, 1.2874912023544312, 1.2878869771957397, 1.2816150188446045, 1.2874457836151123, 1.286647081375122, 244.9541473388672, 209.22836303710938, 206.31077575683594, 4.1368255615234375, 170.85450744628906, 206.15106201171875, 145.479736328125, 164.90028381347656, 171.72064208984375, 138.25389099121094, 86.71984100341797, 251.3485565185547, 121.25410461425781, 90.9007568359375, 107.556640625, 126.36099243164062, 60.730079650878906, 133.12649536132812, 94.89474487304688, 77.10895538330078, 146.63613891601562, 122.16638946533203, 103.45182037353516, 34.146488189697266, 126.56331634521484, 50.49257278442383, 64.93783569335938, 143.46495056152344, 8.069076538085938, 83.58999633789062, 64.14730834960938, 69.69056701660156, 67.43604278564453, 67.3108139038086, 101.12480926513672, 0.32496628165245056, 0.32587680220603943, 0.3246575891971588, 0.326028436422348, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1346005201339722, 1.1358716487884521, 1.1364784240722656, 1.1370201110839844, 1.1358540058135986, 1.1358691453933716, 1.1364367008209229, 1.1344817876815796, 1.13798189163208, 1.1374033689498901, 1.136275291442871, 1.137424111366272, 1.1384135484695435, 1.158281683921814, 1.139245629310608, 1.1720843315124512, 1.1640777587890625, 1.176289677619934, 1.1696363687515259, 1.1767104864120483, 1.1723401546478271, 1.1759467124938965, 1.1726930141448975, 1.1766098737716675, 1.176001787185669, 1.1775816679000854, 1.1762077808380127, 244.9541473388672, 209.22836303710938, 171.72064208984375, 83.58999633789062, 133.12649536132812, 206.31077575683594, 251.3485565185547, 146.63613891601562, 138.25389099121094, 145.479736328125, 170.85450744628906, 126.36099243164062, 164.90028381347656, 206.15106201171875, 66.7464370727539, 94.89474487304688, 122.16638946533203, 143.46495056152344, 71.35039520263672, 44.36228561401367, 126.56331634521484, 101.12480926513672, 121.25410461425781, 86.71984100341797, 80.40080261230469, 90.9007568359375, 116.03582000732422, 78.8027572631836, 51.9564208984375, 107.556640625, 69.69056701660156, 103.45182037353516, 0.32496628165245056, 0.3246575891971588, 0.32587680220603943, 0.326028436422348, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1344817876815796, 1.1379812955856323, 1.1358691453933716, 1.1346005201339722, 1.1362049579620361, 1.1371700763702393, 1.1358540058135986, 1.1374033689498901, 1.1367311477661133, 1.136275291442871, 1.1384332180023193, 1.1377824544906616, 1.1392492055892944, 1.1398435831069946, 1.1390422582626343, 1.139245629310608, 251.3485565185547, 244.9541473388672, 206.15106201171875, 209.22836303710938, 126.36099243164062, 206.31077575683594, 171.72064208984375, 143.46495056152344, 164.90028381347656, 138.25389099121094, 126.56331634521484, 170.85450744628906, 146.63613891601562, 82.0283432006836, 94.89474487304688, 145.479736328125, 121.25410461425781, 133.12649536132812, 122.16638946533203, 107.556640625, 72.02951049804688, 88.77849578857422, 116.03582000732422, 77.10895538330078, 66.7464370727539, 79.86834716796875, 86.71984100341797, 90.9007568359375, 45.234928131103516, 101.12480926513672, 103.45182037353516, 0.326028436422348, 0.3246575891971588, 0.32496628165245056, 0.32587680220603943, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1344817876815796, 1.1358691453933716, 1.1346005201339722, 1.1362049579620361, 1.1364784240722656, 1.1358716487884521, 1.136275291442871, 1.136389970779419, 1.1367311477661133, 1.1358540058135986, 1.1376575231552124, 1.1371700763702393, 1.1370713710784912, 1.1379812955856323, 1.1386291980743408, 1.1433634757995605, 244.9541473388672, 206.31077575683594, 209.22836303710938, 164.90028381347656, 171.72064208984375, 146.63613891601562, 126.56331634521484, 122.16638946533203, 206.15106201171875, 143.46495056152344, 170.85450744628906, 251.3485565185547, 145.479736328125, 107.556640625, 138.25389099121094, 133.12649536132812, 116.03582000732422, 94.89474487304688, 126.36099243164062, 95.83399963378906, 121.25410461425781, 86.71984100341797, 78.8027572631836, 71.38138580322266, 82.0283432006836, 101.12480926513672, 103.45182037353516, 44.36228561401367, 77.10895538330078, 67.43604278564453, 88.77849578857422, 79.86834716796875, 0.32496628165245056, 0.326028436422348, 0.32587680220603943, 0.3246575891971588, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1346005201339722, 1.1370713710784912, 1.1358691453933716, 1.1344817876815796, 1.1370201110839844, 1.1384000778198242, 1.138701319694519, 1.1381902694702148, 1.1374033689498901, 1.1364367008209229, 1.136275291442871, 1.1375664472579956, 1.139312744140625, 1.1384459733963013, 1.1390422582626343, 251.3485565185547, 206.31077575683594, 209.22836303710938, 170.85450744628906, 244.9541473388672, 145.479736328125, 116.03582000732422, 164.90028381347656, 206.15106201171875, 171.72064208984375, 143.46495056152344, 138.25389099121094, 122.16638946533203, 121.25410461425781, 146.63613891601562, 133.12649536132812, 69.77519989013672, 101.12480926513672, 103.45182037353516, 94.89474487304688, 107.556640625, 71.34234619140625, 126.56331634521484, 79.86834716796875, 95.83399963378906, 44.36228561401367, 61.84251022338867, 71.35039520263672, 90.9007568359375, 86.71984100341797, 0.3246575891971588, 0.32496628165245056, 0.32746684551239014, 0.32587680220603943, 0.326028436422348, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.4028782844543457, 0.40240663290023804, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1344817876815796, 1.1346005201339722, 1.136389970779419, 1.1362049579620361, 1.1364367008209229, 1.1364784240722656, 1.1370713710784912, 1.1358540058135986, 1.1374033689498901, 1.1367311477661133, 1.1358691453933716, 1.1358716487884521, 1.1375664472579956, 1.1374945640563965, 1.1383740901947021, 1.1384459733963013, 1.158281683921814, 1.1720744371414185, 1.1687005758285522, 1.1734845638275146, 1.1724356412887573, 1.159150242805481, 1.162150263786316, 1.1706980466842651, 1.1733959913253784, 1.1779420375823975, 1.1775844097137451, 1.1746939420700073, 1.1752674579620361, 206.31077575683594, 244.9541473388672, 251.3485565185547, 206.15106201171875, 209.22836303710938, 122.16638946533203, 145.479736328125, 83.58999633789062, 146.63613891601562, 164.90028381347656, 170.85450744628906, 121.25410461425781, 38.74748992919922, 138.25389099121094, 116.03582000732422, 143.46495056152344, 90.9007568359375, 171.72064208984375, 133.12649536132812, 126.56331634521484, 62.4581184387207, 88.77849578857422, 95.83399963378906, 67.43604278564453, 107.556640625, 66.7464370727539, 62.57482147216797, 78.8027572631836, 71.38138580322266, 103.45182037353516, 94.89474487304688, 0.3246575891971588, 0.32496628165245056, 0.326028436422348, 0.32746684551239014, 0.32587680220603943, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1346005201339722, 1.136275291442871, 1.1358540058135986, 1.136389970779419, 1.1358716487884521, 1.1344817876815796, 1.1358691453933716, 1.1374033689498901, 1.1379812955856323, 1.1374945640563965, 1.138701319694519, 1.1364784240722656, 1.1368836164474487, 1.1394853591918945, 1.1392492055892944, 1.1390422582626343, 1.139312744140625, 1.1401546001434326, 251.3485565185547, 209.22836303710938, 170.85450744628906, 244.9541473388672, 171.72064208984375, 206.15106201171875, 146.63613891601562, 143.46495056152344, 133.12649536132812, 101.12480926513672, 206.31077575683594, 164.90028381347656, 121.25410461425781, 122.16638946533203, 107.556640625, 126.36099243164062, 126.56331634521484, 145.479736328125, 103.45182037353516, 94.89474487304688, 138.25389099121094, 80.40080261230469, 68.28456115722656, 88.77849578857422, 116.03582000732422, 71.34234619140625, 90.9007568359375, 86.71984100341797, 70.95770263671875, 78.8027572631836, 72.91971588134766, 0.3246575891971588, 0.32496628165245056, 0.32746684551239014, 0.32587680220603943, 0.326028436422348, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1344817876815796, 1.1346005201339722, 1.1358716487884521, 1.1368836164474487, 1.1358540058135986, 1.136275291442871, 1.1362049579620361, 1.1367311477661133, 1.1364367008209229, 1.1385291814804077, 1.1371700763702393, 1.1364784240722656, 1.1392223834991455, 1.1375664472579956, 1.1381902694702148, 1.1374945640563965, 1.1495150327682495, 1.1384332180023193, 1.1390422582626343, 1.1558223962783813, 1.138701319694519, 251.3485565185547, 143.46495056152344, 138.25389099121094, 145.479736328125, 206.15106201171875, 146.63613891601562, 244.9541473388672, 122.16638946533203, 95.83399963378906, 103.45182037353516, 209.22836303710938, 72.91971588134766, 126.36099243164062, 121.25410461425781, 171.72064208984375, 107.556640625, 90.9007568359375, 170.85450744628906, 164.90028381347656, 79.86834716796875, 82.0283432006836, 116.03582000732422, 133.12649536132812, 206.31077575683594, 68.28456115722656, 71.38138580322266, 101.12480926513672, 86.71984100341797, 80.40080261230469, 69.69056701660156, 126.56331634521484, 0.326028436422348, 0.32496628165245056, 0.3246575891971588, 0.32587680220603943, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.40240663290023804, 0.4028782844543457, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1346005201339722, 1.1358716487884521, 1.1344817876815796, 1.1364367008209229, 1.1358540058135986, 1.1379812955856323, 1.1367311477661133, 1.1374945640563965, 1.1370713710784912, 1.136275291442871, 1.1370201110839844, 1.1375664472579956, 1.1392492055892944, 1.1384000778198242, 1.1401546001434326, 1.1433634757995605, 206.15106201171875, 164.90028381347656, 251.3485565185547, 72.91971588134766, 146.63613891601562, 171.72064208984375, 138.25389099121094, 206.31077575683594, 95.83399963378906, 126.56331634521484, 209.22836303710938, 244.9541473388672, 126.36099243164062, 122.16638946533203, 145.479736328125, 116.03582000732422, 103.45182037353516, 143.46495056152344, 88.77849578857422, 170.85450744628906, 121.25410461425781, 63.97640609741211, 80.40080261230469, 64.93783569335938, 83.58999633789062, 133.12649536132812, 71.38138580322266, 101.12480926513672, 51.9852180480957, 70.95770263671875, 90.9007568359375, 94.89474487304688, 0.32496628165245056, 0.32587680220603943, 0.326028436422348, 0.3246575891971588, 0.32746684551239014, 0.333091676235199, 0.33505797386169434, 0.3982509672641754, 0.40170973539352417, 0.4028782844543457, 0.40240663290023804, 0.4087922275066376, 0.41160744428634644, 0.5045642256736755, 0.9278593063354492, 1.0636231899261475, 1.0880465507507324, 1.1242365837097168, 1.1344817876815796, 1.1346005201339722, 1.1367311477661133, 1.1358691453933716, 1.1362049579620361, 1.1358716487884521, 1.1358540058135986, 1.136275291442871, 1.137424111366272, 1.1368836164474487, 1.136389970779419, 1.1381902694702148, 1.1374945640563965, 1.1384332180023193, 1.1393471956253052, 1.1393914222717285, 251.3485565185547, 133.12649536132812, 209.22836303710938, 244.9541473388672, 1.2920129299163818, 126.36099243164062, 101.12480926513672, 206.15106201171875, 1.2966957092285156, 206.31077575683594, 80.40080261230469, 146.63613891601562, 171.72064208984375, 164.90028381347656, 122.16638946533203, 143.46495056152344, 170.85450744628906, 145.479736328125, 138.25389099121094, 107.556640625, 126.56331634521484, 69.69056701660156, 79.86834716796875, 88.77849578857422, 86.71984100341797, 121.25410461425781, 44.36228561401367, 103.45182037353516, 116.03582000732422, 72.02951049804688, 60.6809196472168, 51.9564208984375, 64.93783569335938, 90.9007568359375], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 0.6017000079154968, 0.5993000268936157, 0.5983999967575073, 0.5982999801635742, 0.595300018787384, 0.5946999788284302, 0.5943999886512756, 0.5935999751091003, 0.5932000279426575, 0.5928000211715698, 0.5911999940872192, 0.5889999866485596, 0.5889999866485596, 0.5889000296592712, 0.5884000062942505, 0.5878999829292297, 0.5870000123977661, 0.5863000154495239, 0.5859000086784363, 0.5849000215530396, 0.5843999981880188, 0.5841000080108643, 0.583899974822998, 0.5817000269889832, 0.5812000036239624, 0.5788999795913696, 0.5785999894142151, 0.5774999856948853, 0.5773000121116638, 0.5770999789237976, 0.5685999989509583, 0.5630999803543091, 0.5753999948501587, 0.5504000186920166, 0.542900025844574, 0.5291000008583069, 0.5454999804496765, 0.5142999887466431, 0.43459999561309814, 0.33379998803138733, 0.25060001015663147, 0.3294999897480011, 0.4221999943256378, 0.3167000114917755, 0.43470001220703125, 0.20839999616146088, 0.3686000108718872, 0.26260000467300415, 0.13660000264644623, 0.3109000027179718, 0.33399999141693115, 0.3449999988079071, 0.1151999980211258, 0.06520000100135803, 0.006099999882280827, 0.007600000128149986, 0.0357000008225441, 0.06700000166893005, 0.13860000669956207, 0.07829999923706055, 0.060600001364946365, 0.0731000006198883, -0.01119999960064888, 0.14270000159740448, -0.04650000110268593, 0.03959999978542328, -0.019099999219179153, 0.061900001019239426, 0.17509999871253967, 0.1607999950647354, -0.06610000133514404, -0.19580000638961792, -0.24549999833106995, -0.1590999960899353, 2.027400016784668, 2.02020001411438, 2.003200054168701, 2.0002999305725098, 2.0000998973846436, 1.996000051498413, 1.9896999597549438, 1.9818999767303467, 1.9779000282287598, 1.9722000360488892, 1.9706000089645386, 1.9706000089645386, 1.969499945640564, 1.9694000482559204, 1.9688999652862549, 1.968000054359436, 1.9648000001907349, 1.9645999670028687, 1.9596999883651733, 1.9566999673843384, 1.951300024986267, 1.944700002670288, 1.9293999671936035, 1.9292999505996704, 1.9292000532150269, 1.9290000200271606, 1.9287999868392944, 1.9287999868392944, 1.9279999732971191, 1.92739999294281, 1.7000000476837158, 1.754699945449829, 1.5652999877929688, 1.7692999839782715, 1.872499942779541, 1.8244999647140503, 1.38100004196167, 1.865399956703186, 1.7812999486923218, 1.394700050354004, 1.4814000129699707, 1.2474000453948975, 0.6274999976158142, 1.53410005569458, 0.9557999968528748, 1.4170000553131104, 1.3342000246047974, 0.6714000105857849, 0.3188999891281128, 1.6777000427246094, 1.0497000217437744, 0.4000000059604645, 0.3075999915599823, 0.34880000352859497, 0.685699999332428, 0.9010000228881836, 0.6287999749183655, 1.0973999500274658, 0.22750000655651093, 0.3873000144958496, 0.6187000274658203, 0.030400000512599945, 1.0319000482559204, 0.24729999899864197, 0.6478000283241272, -0.10559999942779541, 0.5473999977111816, 0.39660000801086426, 0.5515000224113464, 0.06859999895095825, 0.555400013923645, 0.06199999898672104, -0.002099999925121665, 0.16249999403953552, -0.21359999477863312, -0.23029999434947968, 2.462899923324585, 2.447200059890747, 2.4349000453948975, 2.4179000854492188, 2.4042999744415283, 2.404099941253662, 2.3814001083374023, 2.3810999393463135, 2.338200092315674, 2.338200092315674, 2.3380000591278076, 2.3380000591278076, 2.337899923324585, 2.337899923324585, 2.3376998901367188, 2.337399959564209, 2.317699909210205, 2.296799898147583, 2.2748000621795654, 2.22160005569458, 2.221400022506714, 2.221299886703491, 2.221299886703491, 2.221299886703491, 2.221299886703491, 2.221299886703491, 2.221299886703491, 2.2211999893188477, 2.2211999893188477, 2.2211999893188477, 2.1250998973846436, 2.18149995803833, 2.0710999965667725, 2.059499979019165, 2.140500068664551, 1.8802000284194946, 2.110300064086914, 2.110300064086914, 2.1094000339508057, 2.100800037384033, 1.844099998474121, 1.5463999509811401, 1.9651999473571777, 1.7920000553131104, 1.4672000408172607, 1.1996999979019165, 0.7182999849319458, 1.6779999732971191, 0.6266999840736389, 0.923799991607666, 1.4103000164031982, 1.1553000211715698, 0.7021999955177307, 0.6171000003814697, 0.7024999856948853, 0.4077000021934509, 0.49050000309944153, 0.2660999894142151, 0.4805000126361847, 1.094099998474121, 0.9746000170707703, 1.1794999837875366, 0.28610000014305115, 0.3422999978065491, 0.25679999589920044, 0.10490000247955322, 0.16189999878406525, 0.2872999906539917, 0.6736999750137329, -0.19200000166893005, -0.47780001163482666, 0.8730999827384949, 0.36820000410079956, 0.6388000249862671, 2.466099977493286, 2.462399959564209, 2.454200029373169, 2.4326000213623047, 2.4321000576019287, 2.428499937057495, 2.4238998889923096, 2.423799991607666, 2.4231998920440674, 2.4231998920440674, 2.4102001190185547, 2.4100000858306885, 2.4100000858306885, 2.4100000858306885, 2.409899950027466, 2.409899950027466, 2.409600019454956, 2.40939998626709, 2.4091999530792236, 2.4082000255584717, 2.4077000617980957, 2.3877999782562256, 2.387700080871582, 2.3870999813079834, 2.38700008392334, 2.3868000507354736, 2.3868000507354736, 2.3863000869750977, 2.3620998859405518, 2.3445000648498535, 2.3387999534606934, 2.320499897003174, 2.24399995803833, 2.223299980163574, 2.2216999530792236, 2.2139999866485596, 2.0673999786376953, 2.2402000427246094, 1.812399983406067, 1.6615999937057495, 2.0362000465393066, 2.026400089263916, 2.0810999870300293, 2.142899990081787, 1.214900016784668, 0.9957000017166138, 1.867300033569336, 0.534500002861023, 0.9463000297546387, 0.3465000092983246, 0.9555000066757202, 1.1878000497817993, 0.39660000801086426, 1.531599998474121, 0.04699999839067459, 0.13259999454021454, 0.31299999356269836, -0.17239999771118164, 0.09350000321865082, -0.2524999976158142, 0.10409999638795853, 0.02930000051856041, 1.1792999505996704, 0.8849999904632568, 0.8026000261306763, -0.05739999935030937, 0.31349998712539673, 2.486599922180176, 2.4723000526428223, 2.4721999168395996, 2.449399948120117, 2.449399948120117, 2.4491000175476074, 2.4059998989105225, 2.4059998989105225, 2.405900001525879, 2.4058001041412354, 2.4058001041412354, 2.4056999683380127, 2.4056999683380127, 2.405600070953369, 2.4054999351501465, 2.4054999351501465, 2.4054999351501465, 2.405400037765503, 2.405400037765503, 2.4052999019622803, 2.4052000045776367, 2.4047999382019043, 2.3696999549865723, 2.3691999912261963, 2.288599967956543, 2.2885000705718994, 2.2885000705718994, 2.2885000705718994, 2.2883999347686768, 2.288300037384033, 2.2060999870300293, 2.143399953842163, 2.1868999004364014, 2.1691999435424805, 2.168100118637085, 1.9449000358581543, 1.9599000215530396, 1.7539000511169434, 2.039400100708008, 1.67739999294281, 2.0139999389648438, 1.5185999870300293, 1.736299991607666, 1.2441999912261963, 1.754699945449829, 1.0124000310897827, 1.249400019645691, 1.7314000129699707, 1.468000054359436, 1.8157999515533447, 1.80649995803833, 1.9256999492645264, 1.1057000160217285, 0.633400022983551, 0.7172999978065491, 1.5600999593734741, 1.061900019645691, 0.8495000004768372, 0.741100013256073, 0.43160000443458557, 0.8173999786376953, 0.6155999898910522, 0.645799994468689, 0.0714000016450882, 0.15929999947547913, 0.272599995136261, -0.2280000001192093, -0.1316000074148178, 1.1708999872207642, 0.4302000105381012, 0.3513999879360199, -0.14090000092983246, 0.325300008058548, -0.1785999983549118, -0.4000999927520752, 0.0820000022649765, -0.8827000260353088, 2.8548998832702637, 2.8431999683380127, 2.8299999237060547, 2.829900026321411, 2.8297998905181885, 2.822700023651123, 2.812299966812134, 2.798099994659424, 2.797800064086914, 2.797300100326538, 2.7762999534606934, 2.774199962615967, 2.773900032043457, 2.773900032043457, 2.773900032043457, 2.7737998962402344, 2.7737998962402344, 2.7737998962402344, 2.773699998855591, 2.7736001014709473, 2.7734999656677246, 2.7734999656677246, 2.7730000019073486, 2.772700071334839, 2.728800058364868, 2.728800058364868, 2.7286999225616455, 2.728600025177002, 2.728600025177002, 2.7284998893737793, 2.657599925994873, 2.528700113296509, 2.647200107574463, 2.3180999755859375, 2.5915000438690186, 2.5669000148773193, 2.447999954223633, 2.4121999740600586, 1.6114000082015991, 2.1767001152038574, 2.2813000679016113, 2.5659000873565674, 1.830399990081787, 2.3245999813079834, 1.2257000207901, 1.8986999988555908, 1.8934999704360962, 2.2360999584198, 1.6038000583648682, 1.6402000188827515, 0.289000004529953, 1.1481000185012817, 0.8938000202178955, 0.325300008058548, 0.14329999685287476, -0.13269999623298645, 0.2296999990940094, 0.9211000204086304, -0.11699999868869781, 0.8597999811172485, -0.310699999332428, 0.11819999665021896, 0.39719998836517334, 3.345400094985962, 3.3424999713897705, 3.3055999279022217, 3.305000066757202, 3.296799898147583, 3.283799886703491, 3.2713000774383545, 3.2709999084472656, 3.270699977874756, 3.2660000324249268, 3.2590999603271484, 3.2528998851776123, 3.2318999767303467, 3.2246999740600586, 3.2202999591827393, 3.1854000091552734, 3.152100086212158, 3.151900053024292, 3.151599884033203, 3.1514999866485596, 3.15120005607605, 3.151099920272827, 3.1510000228881836, 3.1510000228881836, 3.1507999897003174, 3.1503000259399414, 3.150099992752075, 3.1498000621795654, 3.149600028991699, 3.1494998931884766, 3.1494998931884766, 3.0648000240325928, 3.106100082397461, 2.940200090408325, 2.8422000408172607, 2.908900022506714, 2.9960999488830566, 2.9056999683380127, 2.7614998817443848, 2.513200044631958, 2.8761000633239746, 2.8905999660491943, 2.494499921798706, 2.8968000411987305, 2.892899990081787, 2.505000114440918, 2.6396000385284424, 2.2988998889923096, 2.1849000453948975, 1.625499963760376, 1.7333999872207642, 2.1568000316619873, 1.6690000295639038, 1.6741000413894653, 1.4815000295639038, 2.1338000297546387, 1.516700029373169, 2.158799886703491, 2.4133999347686768, 1.4875999689102173, 1.5424000024795532, 0.5092999935150146, 1.4098000526428223, 1.7226999998092651, 1.4110000133514404, 1.1828999519348145, 0.6898000240325928, 1.6680999994277954, 0.5860999822616577, 1.7482999563217163, 0.989799976348877, -0.1459999978542328, 0.42910000681877136, 0.1818999946117401, -0.13210000097751617, 0.7046999931335449, 5.454800128936768, 5.39769983291626, 5.384099960327148, 5.380799770355225, 5.374199867248535, 5.355000019073486, 5.342299938201904, 5.0335001945495605, 4.294000148773193, 4.2718000411987305, 4.270699977874756, 4.2692999839782715, 4.090099811553955, 3.7513999938964844, 3.721100091934204, 3.697700023651123, 3.6937999725341797, 3.376699924468994, 3.1656999588012695, 3.1594998836517334, 3.074199914932251, 3.0692999362945557, 2.7358999252319336, 2.720599889755249, 2.691800117492676, 2.616499900817871, 2.587100028991699, 2.586199998855591, 2.5836000442504883, 2.5829999446868896, 2.563999891281128, 2.0190999507904053, 1.9258999824523926, 2.2360999584198, 1.9484000205993652, 1.214900016784668, 0.03310000151395798, 1.3106000423431396, -1.7265000343322754, -0.10760000348091125, -1.5508999824523926, -1.924399971961975, 2.738300085067749, 2.736599922180176, 2.7365000247955322, 2.7304000854492188, 2.723599910736084, 2.7147998809814453, 2.7105000019073486, 2.5299999713897705, 2.5195000171661377, 2.5188000202178955, 2.5171000957489014, 2.5028998851776123, 2.4979000091552734, 2.2918999195098877, 1.698199987411499, 1.55239999294281, 1.5448999404907227, 1.5436999797821045, 1.5390000343322754, 1.5355000495910645, 1.5256999731063843, 1.5254000425338745, 1.5187000036239624, 1.513200044631958, 1.5092999935150146, 1.5058000087738037, 1.5042999982833862, 1.5041999816894531, 1.503499984741211, 1.5032999515533447, 1.499400019645691, 1.4980000257492065, 1.4943000078201294, 1.493399977684021, 1.492400050163269, 1.4902000427246094, 1.4874000549316406, 1.4869999885559082, 1.4843000173568726, 1.4850000143051147, -2.175100088119507, -2.0862998962402344, -1.7089999914169312, 1.1018999814987183, -1.486899971961975, -2.0678999423980713, -2.0964999198913574, -2.391400098800659, -2.270699977874756, -1.9122999906539917, -1.863700032234192, -1.6899000406265259, -2.3239998817443848, -0.19349999725818634, -1.2702000141143799, -1.2308000326156616, -2.2146999835968018, -2.0123000144958496, -1.9911999702453613, -1.5825999975204468, -2.1565001010894775, -2.155600070953369, -1.6914000511169434, -2.148699998855591, -1.7970999479293823, -1.4420000314712524, -1.6194000244140625, -1.8777999877929688, -2.248300075531006, -1.8111000061035156, -1.698799967765808, -1.5678000450134277, -2.2904999256134033, -2.0425000190734863, 2.7709999084472656, 2.7648000717163086, 2.76200008392334, 2.7613000869750977, 2.7600998878479004, 2.739799976348877, 2.7346999645233154, 2.5636000633239746, 2.554800033569336, 2.5527000427246094, 2.5511999130249023, 2.537100076675415, 2.5313000679016113, 2.324700117111206, 1.7310999631881714, 1.5807000398635864, 1.5572999715805054, 1.5307999849319458, 1.5224000215530396, 1.5220999717712402, 1.5206999778747559, 1.5198999643325806, 1.5198999643325806, 1.5197999477386475, 1.5190999507904053, 1.5189000368118286, 1.5187000036239624, 1.5181000232696533, 1.517699956893921, 1.517699956893921, 1.517699956893921, 1.5175000429153442, 1.5168999433517456, 1.5156999826431274, -2.170599937438965, -2.276400089263916, -2.5826001167297363, -2.633500099182129, -2.632200002670288, 1.5039000511169434, -2.36929988861084, -1.8207000494003296, -2.525700092315674, -2.6984000205993652, -2.2976999282836914, -2.436800003051758, -2.415600061416626, -2.3441998958587646, -2.3682000637054443, -1.898800015449524, -2.780600070953369, -2.3148000240325928, -2.1542999744415283, -2.23009991645813, -2.2651000022888184, -1.7444000244140625, -2.555500030517578, -2.4816999435424805, -1.9005000591278076, -2.151099920272827, -1.9615000486373901, -2.4405999183654785, -2.2887001037597656, -2.2139999866485596, -2.1033999919891357, 2.7592999935150146, 2.7548999786376953, 2.7539000511169434, 2.750699996948242, 2.750200033187866, 2.730600118637085, 2.7235000133514404, 2.5999999046325684, 2.5826001167297363, 2.5787999629974365, 2.577500104904175, 2.5759999752044678, 2.5687999725341797, 2.3773000240325928, 1.788100004196167, 1.6434999704360962, 1.5544999837875366, 1.5317000150680542, 1.5232000350952148, 1.5187000036239624, 1.5157999992370605, 1.5084999799728394, 1.5081000328063965, 1.507200002670288, 1.507099986076355, 1.5063999891281128, 1.5063999891281128, 1.5053000450134277, 1.5048999786376953, 1.504699945449829, 1.5032999515533447, 1.488700032234192, 1.488700032234192, 1.4757000207901, 1.4746999740600586, 1.4717999696731567, 1.4722000360488892, 1.469599962234497, 1.4694000482559204, 1.467900037765503, 1.469599962234497, 1.4660999774932861, 1.4651999473571777, -2.4583001136779785, -2.415600061416626, -2.41129994392395, 0.5644999742507935, -2.34879994392395, -2.505500078201294, -2.240600109100342, -2.3415000438690186, -2.413800001144409, -2.245500087738037, -1.886299967765808, -2.776900053024292, -2.210099935531616, -1.989799976348877, -2.1524999141693115, -2.3239998817443848, -1.7108999490737915, -2.379199981689453, -2.102299928665161, -1.9392999410629272, -2.501300096511841, -2.3919999599456787, -2.2683000564575195, -1.2939000129699707, -2.4537999629974365, -1.6482000350952148, -1.870300054550171, -2.569000005722046, -0.03999999910593033, -2.09879994392395, -1.8651000261306763, -1.9452999830245972, -1.9229999780654907, -1.9242000579833984, -2.322200059890747, 2.7792999744415283, 2.7781999111175537, 2.777400016784668, 2.775099992752075, 2.7678000926971436, 2.756200075149536, 2.7518999576568604, 2.5741000175476074, 2.563999891281128, 2.563499927520752, 2.5632998943328857, 2.5469000339508057, 2.540299892425537, 2.3355000019073486, 1.7476999759674072, 1.5920000076293945, 1.5679999589920044, 1.5353000164031982, 1.5255999565124512, 1.5255000591278076, 1.5252000093460083, 1.5250999927520752, 1.524999976158142, 1.5247999429702759, 1.5246000289916992, 1.5241999626159668, 1.523800015449524, 1.5235999822616577, 1.5233999490737915, 1.5232000350952148, 1.5227999687194824, 1.5174000263214111, 1.5224000215530396, 1.5059000253677368, 1.5089999437332153, 1.5017000436782837, 1.5049999952316284, 1.500599980354309, 1.503100037574768, 1.5009000301361084, 1.5025999546051025, 1.5002000331878662, 1.5003999471664429, 1.4993000030517578, 1.5, -2.799099922180176, -2.696500062942505, -2.5387001037597656, -1.9733999967575073, -2.3721001148223877, -2.736799955368042, -2.9100000858306885, -2.481800079345703, -2.451200008392334, -2.5020999908447266, -2.682499885559082, -2.4779000282287598, -2.7156999111175537, -2.915800094604492, -1.9661999940872192, -2.2702999114990234, -2.5269999504089355, -2.676300048828125, -2.0495998859405518, -1.6267999410629272, -2.5722999572753906, -2.380199909210205, -2.555000066757202, -2.254699945449829, -2.1898999214172363, -2.308000087738037, -2.5311999320983887, -2.186000108718872, -1.8147000074386597, -2.488600015640259, -2.09660005569458, -2.4916000366210938, 2.7806999683380127, 2.7751998901367188, 2.7744998931884766, 2.7711000442504883, 2.766700029373169, 2.7564001083374023, 2.747999906539917, 2.572999954223633, 2.565500020980835, 2.5638999938964844, 2.563199996948242, 2.54830002784729, 2.543100118637085, 2.337399959564209, 1.7401000261306763, 1.5927000045776367, 1.570199966430664, 1.5384000539779663, 1.530400037765503, 1.5292999744415283, 1.529099941253662, 1.52839994430542, 1.5283000469207764, 1.5283000469207764, 1.5277999639511108, 1.5273000001907349, 1.5271999835968018, 1.5271999835968018, 1.5270999670028687, 1.526900053024292, 1.5259000062942505, 1.5255000591278076, 1.5257999897003174, 1.5256999731063843, -2.539599895477295, -2.6212000846862793, -2.5913000106811523, -2.725800037384033, -2.3361001014709473, -2.7518999576568604, -2.602799892425537, -2.4558000564575195, -2.6380999088287354, -2.5002999305725098, -2.4307000637054443, -2.720599889755249, -2.59689998626709, -2.1140999794006348, -2.2558000087738037, -2.6298999786376953, -2.4835000038146973, -2.574700117111206, -2.5083999633789062, -2.4033000469207764, -2.059000015258789, -2.254499912261963, -2.5035998821258545, -2.149199962615967, -2.0225000381469727, -2.188800096511841, -2.2669999599456787, -2.311500072479248, -1.7031999826431274, -2.4407999515533447, -2.4760000705718994, 2.7797000408172607, 2.7792999744415283, 2.777100086212158, 2.7764999866485596, 2.77239990234375, 2.754499912261963, 2.7492001056671143, 2.569499969482422, 2.5606000423431396, 2.5601000785827637, 2.5583999156951904, 2.5448999404907227, 2.536600112915039, 2.3345999717712402, 1.733299970626831, 1.5880999565124512, 1.5645999908447266, 1.5317000150680542, 1.5240999460220337, 1.5235999822616577, 1.5234999656677246, 1.5233999490737915, 1.5233999490737915, 1.5232000350952148, 1.5231000185012817, 1.5228999853134155, 1.5220999717712402, 1.5219999551773071, 1.5219000577926636, 1.5217000246047974, 1.5216000080108643, 1.5211999416351318, 1.520799994468689, 1.5180000066757202, -2.668299913406372, -2.5696001052856445, -2.6846001148223877, -2.539299964904785, -2.612799882888794, -2.488800048828125, -2.420300006866455, -2.3922998905181885, -2.8385000228881836, -2.5352001190185547, -2.7118000984191895, -3.0427000522613525, -2.590399980545044, -2.342400074005127, -2.5620999336242676, -2.545099973678589, -2.434000015258789, -2.264899969100952, -2.544300079345703, -2.315999984741211, -2.5322999954223633, -2.2323999404907227, -2.1505000591278076, -2.063199996948242, -2.190700054168701, -2.398400068283081, -2.4314000606536865, -1.6658999919891357, -2.1719000339508057, -2.0501999855041504, -2.313199996948242, -2.2144999504089355, 2.7899999618530273, 2.7844998836517334, 2.7818000316619873, 2.778599977493286, 2.770900011062622, 2.759200096130371, 2.753700017929077, 2.5748000144958496, 2.5692999362945557, 2.564300060272217, 2.5634000301361084, 2.5494000911712646, 2.5408999919891357, 2.338099956512451, 1.7441999912261963, 1.5908000469207764, 1.5686999559402466, 1.5370999574661255, 1.5325000286102295, 1.5319000482559204, 1.5318000316619873, 1.5318000316619873, 1.531499981880188, 1.5312000513076782, 1.530500054359436, 1.530400037765503, 1.5303000211715698, 1.5300999879837036, 1.5299999713897705, 1.5299999713897705, 1.5295000076293945, 1.5290000438690186, 1.5283000469207764, -2.7795000076293945, -2.64739990234375, -2.7251999378204346, -2.573899984359741, -2.8894999027252197, -2.481600046157837, -2.3162999153137207, -2.617799997329712, -2.8336000442504883, -2.716099977493286, -2.5729000568389893, -2.5671000480651855, -2.469399929046631, -2.469399929046631, -2.633699893951416, -2.569200038909912, -2.0236001014709473, -2.3585000038146973, -2.3824000358581543, -2.304800033569336, -2.418600082397461, -2.0615999698638916, -2.5806000232696533, -2.175100088119507, -2.3582000732421875, -1.659500002861023, -1.9854999780654907, -2.1229000091552734, -2.3496999740600586, -2.3066000938415527, 2.783900022506714, 2.7790000438690186, 2.77839994430542, 2.7776999473571777, 2.776400089263916, 2.753999948501587, 2.749500036239624, 2.577500104904175, 2.5699000358581543, 2.568700075149536, 2.5673999786376953, 2.5518999099731445, 2.5464999675750732, 2.3431999683380127, 1.756700038909912, 1.5964000225067139, 1.5733000040054321, 1.5383000373840332, 1.5306999683380127, 1.5298000574111938, 1.5296000242233276, 1.5296000242233276, 1.5291999578475952, 1.5290000438690186, 1.528499960899353, 1.527999997138977, 1.527999997138977, 1.527899980545044, 1.527899980545044, 1.5277999639511108, 1.5277999639511108, 1.5276999473571777, 1.5276000499725342, 1.527500033378601, 1.5196000337600708, 1.5115000009536743, 1.5116000175476074, 1.5089999437332153, 1.5092999935150146, 1.5163999795913696, 1.514799952507019, 1.5098999738693237, 1.5078999996185303, 1.5052000284194946, 1.5053999423980713, 1.5069999694824219, 1.5056999921798706, -2.56030011177063, -2.8987998962402344, -2.9346001148223877, -2.7748000621795654, -2.837599992752075, -2.4507999420166016, -2.6394999027252197, -2.16759991645813, -2.6575000286102295, -2.785099983215332, -2.828700065612793, -2.5390000343322754, -1.55239999294281, -2.6719000339508057, -2.5262999534606934, -2.7327001094818115, -2.3310999870300293, -2.9207000732421875, -2.6935999393463135, -2.651099920272827, -2.0088999271392822, -2.338099956512451, -2.416100025177002, -2.095400094985962, -2.531100034713745, -2.104099988937378, -2.0476999282836914, -2.268399953842163, -2.179500102996826, -2.5364999771118164, -2.4612998962402344, 2.790299892425537, 2.78629994392395, 2.782900094985962, 2.782099962234497, 2.781899929046631, 2.759399890899658, 2.753700017929077, 2.5799999237060547, 2.571199893951416, 2.5687999725341797, 2.5673000812530518, 2.5536000728607178, 2.5467000007629395, 2.343899965286255, 1.7396999597549438, 1.597599983215332, 1.5744999647140503, 1.545300006866455, 1.5361000299453735, 1.535599946975708, 1.5353000164031982, 1.5343999862670898, 1.5338000059127808, 1.5338000059127808, 1.5334999561309814, 1.533400058746338, 1.533400058746338, 1.533400058746338, 1.5333000421524048, 1.5333000421524048, 1.5332000255584717, 1.5325000286102295, 1.5325000286102295, 1.5322999954223633, 1.531999945640564, 1.531499981880188, -2.8991000652313232, -2.791100025177002, -2.6278998851776123, -2.9628000259399414, -2.680999994277954, -2.860300064086914, -2.5785999298095703, -2.629300117492676, -2.5892999172210693, -2.357100009918213, -2.995699882507324, -2.801800012588501, -2.5799999237060547, -2.594599962234497, -2.4869000911712646, -2.632499933242798, -2.6429998874664307, -2.7704999446868896, -2.464600086212158, -2.393399953842163, -2.7516000270843506, -2.2795000076293945, -2.1363000869750977, -2.378999948501587, -2.6380999088287354, -2.189500093460083, -2.4151999950408936, -2.374000072479248, -2.189500093460083, -2.2873001098632812, -2.2163000106811523, 2.7894999980926514, 2.7867000102996826, 2.783900022506714, 2.782399892807007, 2.7809998989105225, 2.760999917984009, 2.7551000118255615, 2.585400104522705, 2.5764000415802, 2.576200008392334, 2.5738000869750977, 2.5571000576019287, 2.551500082015991, 2.3499999046325684, 1.7510000467300415, 1.6008000373840332, 1.5786000490188599, 1.5428999662399292, 1.5326000452041626, 1.5312999486923218, 1.5311000347137451, 1.5311000347137451, 1.530900001525879, 1.5306999683380127, 1.530500054359436, 1.530400037765503, 1.5303000211715698, 1.5303000211715698, 1.5302000045776367, 1.5302000045776367, 1.5296000242233276, 1.5298999547958374, 1.5296000242233276, 1.5298000574111938, 1.5230000019073486, 1.5291999578475952, 1.5288000106811523, 1.5175000429153442, 1.5290000438690186, -2.975100040435791, -2.5192999839782715, -2.4888999462127686, -2.542099952697754, -2.8550000190734863, -2.5862998962402344, -3.032399892807007, -2.453399896621704, -2.2897000312805176, -2.3589999675750732, -2.988300085067749, -2.0826001167297363, -2.567500114440918, -2.5457000732421875, -2.8582000732421875, -2.45169997215271, -2.321000099182129, -2.896399974822998, -2.868000030517578, -2.21370005607605, -2.255000114440918, -2.5722999572753906, -2.703399896621704, -3.1138999462127686, -2.1022000312805176, -2.146699905395508, -2.4739999771118164, -2.3554000854492188, -2.285099983215332, -2.1705000400543213, -2.7314999103546143, 2.7888998985290527, 2.7881999015808105, 2.7876999378204346, 2.7852001190185547, 2.7792000770568848, 2.762700080871582, 2.7583999633789062, 2.586199998855591, 2.5769999027252197, 2.5752999782562256, 2.5731000900268555, 2.561500072479248, 2.553299903869629, 2.3478000164031982, 1.749899983406067, 1.6023000478744507, 1.5788999795913696, 1.5479999780654907, 1.5391000509262085, 1.5391000509262085, 1.5391000509262085, 1.5383000373840332, 1.5377999544143677, 1.537600040435791, 1.537500023841858, 1.5374000072479248, 1.5372999906539917, 1.5371999740600586, 1.5371999740600586, 1.5370999574661255, 1.5370999574661255, 1.5364999771118164, 1.5353000164031982, 1.5333000421524048, -2.6949000358581543, -2.610300064086914, -3.069999933242798, -2.0409998893737793, -2.6763999462127686, -2.828900098800659, -2.6459999084472656, -3.025099992752075, -2.352400064468384, -2.6266000270843506, -3.0792999267578125, -3.2309000492095947, -2.6428000926971436, -2.632699966430664, -2.7962000370025635, -2.6041998863220215, -2.518399953842163, -2.837899923324585, -2.391700029373169, -3.009500026702881, -2.7040998935699463, -2.109999895095825, -2.322999954223633, -2.1270999908447266, -2.3708999156951904, -2.8166000843048096, -2.2311999797821045, -2.5631000995635986, -1.9421000480651855, -2.2425999641418457, -2.4783999919891357, -2.5239999294281006, 2.79010009765625, 2.788800001144409, 2.7880001068115234, 2.7864999771118164, 2.7772998809814453, 2.765700101852417, 2.7583000659942627, 2.5822999477386475, 2.5731000900268555, 2.5720999240875244, 2.5720999240875244, 2.5553998947143555, 2.5488998889923096, 2.347399950027466, 1.7460999488830566, 1.6009999513626099, 1.579300045967102, 1.5449999570846558, 1.5369999408721924, 1.5362999439239502, 1.5354000329971313, 1.5351999998092651, 1.5348000526428223, 1.534600019454956, 1.534500002861023, 1.534000039100647, 1.5338000059127808, 1.533400058746338, 1.5333000421524048, 1.5332000255584717, 1.5329999923706055, 1.5326999425888062, 1.5321999788284302, 1.532099962234497, -2.8336000442504883, -2.4158999919891357, -2.8466999530792236, -3.0292999744415283, 1.4256999492645264, -2.4825000762939453, -2.3006999492645264, -2.978800058364868, 1.420300006866455, -3.0009000301361084, -2.1723999977111816, -2.703000068664551, -2.844099998474121, -2.8287999629974365, -2.5717999935150146, -2.724299907684326, -2.9079999923706055, -2.8006999492645264, -2.766900062561035, -2.5478999614715576, -2.6984000205993652, -2.155400037765503, -2.28410005569458, -2.3821001052856445, -2.363600015640259, -2.6819000244140625, -1.7659000158309937, -2.5604000091552734, -2.667799949645996, -2.226099967956543, -2.077399969100952, -1.9449000358581543, -2.157099962234497, -2.4809999465942383], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -6.649499893188477, -6.820300102233887, -5.802000045776367, -6.8850998878479, -7.027500152587891, -6.826700210571289, -7.037499904632568, -7.107900142669678, -7.108699798583984, -7.031300067901611, -7.194399833679199, -7.28879976272583, -6.895199775695801, -7.2891998291015625, -7.28980016708374, -7.290800094604492, -7.291900157928467, -7.393599987030029, -7.395299911499023, -7.405300140380859, -7.294300079345703, -7.396100044250488, -7.396599769592285, -7.513000011444092, -7.523499965667725, -7.402599811553955, -7.515699863433838, -7.643899917602539, -7.645599842071533, -7.645899772644043, -6.377699851989746, -5.885900020599365, -7.303299903869629, -6.655799865722656, -6.663400173187256, -6.460899829864502, -6.825699806213379, -6.606900215148926, -5.817500114440918, -5.396299839019775, -5.05079984664917, -5.595600128173828, -6.218699932098389, -5.530799865722656, -6.315100193023682, -4.996399879455566, -6.001500129699707, -5.420400142669678, -4.727499961853027, -5.758200168609619, -5.908299922943115, -5.9720001220703125, -4.936699867248535, -4.798099994659424, -4.659800052642822, -4.684000015258789, -4.813600063323975, -5.145599842071533, -5.376100063323975, -5.185299873352051, -5.165999889373779, -5.278800010681152, -5.098599910736084, -5.563799858093262, -5.093400001525879, -5.347700119018555, -5.372700214385986, -5.578000068664551, -5.773600101470947, -5.764500141143799, -5.619699954986572, -5.59060001373291, -5.684299945831299, -5.735499858856201, -5.991499900817871, -6.239699840545654, -6.574699878692627, -6.577600002288818, -6.4054999351501465, -6.5817999839782715, -6.795599937438965, -6.803199768066406, -5.484600067138672, -6.604499816894531, -7.077000141143799, -7.0767998695373535, -7.077400207519531, -7.077899932861328, -7.0802001953125, -7.079400062561035, -7.082300186157227, -7.082900047302246, -7.087200164794922, -7.089700222015381, -6.833499908447266, -7.101799964904785, -7.473800182342529, -7.473800182342529, -7.474100112915039, -7.474599838256836, -7.474699974060059, -7.474899768829346, -7.475500106811523, -7.475800037384033, -5.593400001525879, -6.25540018081665, -5.244800090789795, -6.629300117492676, -7.172399997711182, -6.9558000564575195, -4.910099983215332, -7.179100036621094, -6.813600063323975, -5.420499801635742, -5.982900142669678, -5.392099857330322, -4.064199924468994, -6.212299823760986, -5.197999954223633, -6.054500102996826, -5.924799919128418, -4.904900074005127, -4.3470001220703125, -6.594799995422363, -5.620800018310547, -4.6468000411987305, -4.5416998863220215, -4.703100204467773, -5.230000019073486, -5.513999938964844, -5.183499813079834, -5.798799991607666, -4.859899997711182, -5.051499843597412, -5.30649995803833, -4.832900047302246, -5.746799945831299, -5.147500038146973, -5.47189998626709, -4.969699859619141, -5.435999870300293, -5.429200172424316, -5.51609992980957, -5.283400058746338, -5.5320000648498535, -5.325399875640869, -5.3557000160217285, -5.467599868774414, -5.440299987792969, -5.493899822235107, -4.7758002281188965, -5.514599800109863, -5.86929988861084, -6.203800201416016, -6.423799991607666, -6.423500061035156, -6.707399845123291, -6.707499980926514, -7.104599952697754, -7.104400157928467, -7.104499816894531, -7.104700088500977, -7.104599952697754, -7.104700088500977, -7.105000019073486, -7.105299949645996, -5.736999988555908, -5.8694000244140625, -5.4197998046875, -7.773499965667725, -7.774199962615967, -7.77370023727417, -7.774099826812744, -7.77400016784668, -7.774099826812744, -7.773799896240234, -7.774099826812744, -7.774199962615967, -7.775199890136719, -7.774700164794922, -3.7781999111175537, -6.423600196838379, -5.6194000244140625, -5.736499786376953, -6.707399845123291, -4.562099933624268, -6.707099914550781, -6.707099914550781, -6.707699775695801, -6.707300186157227, -5.514500141143799, -4.487800121307373, -6.202899932861328, -5.736499786376953, -4.774499893188477, -4.354000091552734, -3.9475998878479004, -5.869699954986572, -4.599999904632568, -5.045199871063232, -5.735499858856201, -5.4191999435424805, -4.874199867248535, -4.821800231933594, -4.927599906921387, -4.639200210571289, -4.773099899291992, -4.5980000495910645, -4.873000144958496, -5.418900012969971, -5.332799911499023, -5.514599800109863, -4.926499843597412, -5.045100212097168, -5.044600009918213, -4.982399940490723, -5.042799949645996, -5.107600212097168, -5.250999927520752, -5.041299819946289, -5.16949987411499, -5.418000221252441, -5.417399883270264, -5.417500019073486, -4.868299961090088, -5.103400230407715, -5.413300037384033, -6.015500068664551, -6.015999794006348, -4.593999862670898, -6.195199966430664, -6.195799827575684, -6.195899963378906, -6.196199893951416, -6.415999889373779, -6.416399955749512, -6.415900230407715, -6.416100025177002, -6.416100025177002, -6.416100025177002, -6.416500091552734, -6.416500091552734, -6.416800022125244, -6.417500019073486, -6.4182000160217285, -6.698999881744385, -6.6992998123168945, -6.699699878692627, -6.699699878692627, -6.700099945068359, -6.699900150299072, -6.7006001472473145, -4.230199813842773, -7.096399784088135, -5.61299991607666, -5.171999931335449, -5.612199783325195, -5.729100227355957, -5.729300022125244, -5.729700088500977, -5.612199783325195, -6.194699764251709, -5.04040002822876, -4.922900199890137, -5.7307000160217285, -5.729599952697754, -5.86269998550415, -6.015600204467773, -4.768499851226807, -4.634399890899658, -5.729700088500977, -4.5528998374938965, -4.978400230407715, -4.516900062561035, -5.102799892425537, -5.325900077819824, -4.816100120544434, -5.613399982452393, -4.817200183868408, -4.919300079345703, -5.038899898529053, -4.863999843597412, -5.170100212097168, -5.101799964904785, -5.410600185394287, -5.4095001220703125, -5.613100051879883, -5.613699913024902, -5.612400054931641, -5.611000061035156, -5.611700057983398, -6.140999794006348, -6.361800193786621, -6.362400054931641, -6.646100044250488, -6.645899772644043, -6.646999835968018, -7.042399883270264, -5.55810022354126, -7.041600227355957, -7.041800022125244, -7.041800022125244, -7.042399883270264, -7.042900085449219, -7.042600154876709, -7.042699813842773, -7.041900157928467, -7.042200088500977, -7.042500019073486, -7.044099807739258, -7.043499946594238, -7.044899940490723, -7.047800064086914, -7.041500091552734, -5.807799816131592, -7.710899829864502, -7.710999965667725, -7.7108001708984375, -7.710700035095215, -7.71120023727417, -7.710899829864502, -6.645199775695801, -6.141300201416016, -6.6479997634887695, -6.6442999839782715, -6.645199775695801, -5.271299839019775, -5.808599948883057, -5.048999786376953, -6.1417999267578125, -5.271900177001953, -6.14139986038208, -5.049499988555908, -5.675099849700928, -5.048399925231934, -5.9629998207092285, -4.813399791717529, -5.190700054168701, -5.960899829864502, -5.558000087738037, -6.142099857330322, -6.14169979095459, -6.361700057983398, -5.2708001136779785, -4.761499881744385, -4.922599792480469, -5.959799766540527, -5.4517998695373535, -5.270299911499023, -5.189599990844727, -4.921999931335449, -5.268899917602539, -5.190100193023682, -5.269899845123291, -4.980500221252441, -5.045499801635742, -5.114699840545654, -4.919600009918213, -4.980899810791016, -5.674600124359131, -5.355400085449219, -5.355199813842773, -5.18779993057251, -5.357699871063232, -5.265999794006348, -5.263400077819824, -5.356800079345703, -5.548600196838379, -4.6981000900268555, -5.165599822998047, -5.519899845123291, -5.521100044250488, -5.518799781799316, -5.672999858856201, -5.856400012969971, -6.073999881744385, -6.074399948120117, -6.078100204467773, -6.0767998695373535, -6.356599807739258, -6.35699987411499, -6.359099864959717, -6.357500076293945, -6.358099937438965, -6.358099937438965, -6.35890007019043, -6.360300064086914, -6.358399868011475, -6.360499858856201, -6.359799861907959, -6.36299991607666, -6.363900184631348, -6.752200126647949, -6.752799987792969, -6.752500057220459, -6.754199981689453, -6.75439977645874, -6.754199981689453, -5.67519998550415, -4.006899833679199, -5.854000091552734, -3.448699951171875, -5.853400230407715, -6.07450008392334, -5.675600051879883, -5.6753997802734375, -4.38040018081665, -5.388700008392334, -5.673900127410889, -6.076099872589111, -5.166999816894531, -5.8541998863220215, -4.830699920654297, -5.519599914550781, -5.519999980926514, -5.854499816894531, -5.2718000411987305, -5.388999938964844, -4.5742998123168945, -5.168399810791016, -5.164400100708008, -4.901299953460693, -5.069399833679199, -4.98199987411499, -5.16510009765625, -5.386300086975098, -5.163899898529053, -5.521100044250488, -5.664299964904785, -5.667500019073486, -5.670899868011475, -5.565199851989746, -5.566699981689453, -5.598800182342529, -5.861199855804443, -5.867800235748291, -5.879300117492676, -6.246600151062012, -6.246699810028076, -6.246500015258789, -6.251299858093262, -6.256400108337402, -6.2617998123168945, -6.2795000076293945, -5.9303998947143555, -6.28980016708374, -6.320400238037109, -6.910200119018555, -6.911600112915039, -6.912199974060059, -6.911300182342529, -6.912700176239014, -6.912300109863281, -6.912099838256836, -6.913300037384033, -6.912499904632568, -6.914999961853027, -6.916299819946289, -6.913899898529053, -6.91349983215332, -6.916999816894531, -6.914999961853027, -5.624000072479248, -6.3902997970581055, -5.265100002288818, -4.701000213623047, -5.291999816894531, -5.8871002197265625, -5.5904998779296875, -4.836400032043457, -3.779400110244751, -5.623600006103516, -5.962299823760986, -5.072500228881836, -6.248199939727783, -6.250699996948242, -5.361100196838379, -5.675300121307373, -4.935800075531006, -4.953700065612793, -4.180200099945068, -4.334700107574463, -4.9653000831604, -4.572700023651123, -4.642399787902832, -4.5767998695373535, -5.190800189971924, -4.6371002197265625, -5.2210001945495605, -5.469799995422363, -4.711699962615967, -4.834199905395508, -4.156499862670898, -4.892399787902832, -5.0578999519348145, -4.934000015258789, -4.836400032043457, -4.662099838256836, -5.161399841308594, -4.852700233459473, -5.201000213623047, -5.0416998863220215, -4.837600231170654, -4.965700149536133, -5.022900104522705, -4.996200084686279, -5.121099948883057, -4.81279993057251, -5.715700149536133, -5.720699787139893, -5.7221999168396, -5.727700233459473, -5.7322998046875, -5.738100051879883, -5.843299865722656, -5.685699939727783, -5.6992998123168945, -5.700099945068359, -5.700799942016602, -5.807400226593018, -5.696700096130371, -5.708099842071533, -6.065100193023682, -5.717400074005127, -5.711699962615967, -5.687399864196777, -6.971499919891357, -5.735899925231934, -7.039000034332275, -6.450099945068359, -7.332699775695801, -7.356100082397461, -5.828400135040283, -8.729700088500977, -8.731499671936035, -8.729900360107422, -8.730999946594238, -6.917200088500977, -6.636600017547607, -6.700799942016602, -7.76170015335083, -7.171199798583984, -6.0254998207092285, -5.733699798583984, -6.860799789428711, -6.589799880981445, -6.769700050354004, -6.763599872589111, -6.78849983215332, -8.575599670410156, -8.580100059509277, -8.57699966430664, -8.587300300598145, -8.58549976348877, -8.577199935913086, -8.575599670410156, -8.58329963684082, -8.58530044555664, -8.583100318908691, -8.58590030670166, -8.584400177001953, -8.582500457763672, -8.58489990234375, -8.5693998336792, -8.456000328063965, -8.586099624633789, -8.521599769592285, -8.536600112915039, -8.527600288391113, -8.478699684143066, -8.583000183105469, -8.545700073242188, -8.55049991607666, -8.554300308227539, -8.559499740600586, -8.558500289916992, -8.558899879455566, -8.555299758911133, -8.563300132751465, -8.504400253295898, -8.50570011138916, -8.5108003616333, -8.509699821472168, -8.5108003616333, -8.512800216674805, -8.516300201416016, -8.518500328063965, -8.519200325012207, -8.520099639892578, -6.866700172424316, -6.9355998039245605, -7.103799819946289, -8.350700378417969, -7.312600135803223, -7.114699840545654, -7.148399829864502, -7.057300090789795, -7.134799957275391, -7.2657999992370605, -7.302499771118164, -7.372900009155273, -7.187300205230713, -7.911200046539307, -7.56279993057251, -7.6072998046875, -7.302000045776367, -7.364200115203857, -7.378499984741211, -7.498199939727783, -7.361199855804443, -7.368299961090088, -7.497000217437744, -7.412300109863281, -7.503699779510498, -7.595799922943115, -7.566800117492676, -7.5177001953125, -7.474999904632568, -7.596799850463867, -7.623499870300293, -7.654900074005127, -7.591899871826172, -7.618899822235107, -8.546699523925781, -8.551899909973145, -8.552000045776367, -8.547800064086914, -8.553299903869629, -8.552200317382812, -8.551400184631348, -8.549799919128418, -8.550000190734863, -8.550299644470215, -8.550600051879883, -8.550100326538086, -8.549099922180176, -8.55210018157959, -8.536499977111816, -8.550299644470215, -8.550999641418457, -8.5447998046875, -8.543999671936035, -8.542799949645996, -8.54580020904541, -8.544300079345703, -8.543800354003906, -8.5447998046875, -8.545700073242188, -8.54640007019043, -8.543700218200684, -8.546699523925781, -8.547300338745117, -8.547599792480469, -8.545299530029297, -8.545599937438965, -8.544899940490723, -8.544899940490723, -7.257999897003174, -7.328400135040283, -7.274199962615967, -7.2993998527526855, -7.496300220489502, -8.541600227355957, -7.574100017547607, -7.724100112915039, -7.5725998878479, -7.547699928283691, -7.692599773406982, -7.66349983215332, -7.679200172424316, -7.697800159454346, -7.720099925994873, -7.823500156402588, -7.643899917602539, -7.753600120544434, -7.78439998626709, -7.783699989318848, -7.779799938201904, -7.864200115203857, -7.768199920654297, -7.783100128173828, -7.883900165557861, -7.857699871063232, -7.892199993133545, -7.828000068664551, -7.865099906921387, -7.896900177001953, -7.915800094604492, -8.55840015411377, -8.561800003051758, -8.560099601745605, -8.562800407409668, -8.558899879455566, -8.561400413513184, -8.562600135803223, -8.503000259399414, -8.504599571228027, -8.534600257873535, -8.502900123596191, -8.525899887084961, -8.535900115966797, -8.49940013885498, -8.479499816894531, -8.487500190734863, -8.553799629211426, -8.521599769592285, -8.421099662780762, -8.529199600219727, -8.559800148010254, -8.558099746704102, -8.558300018310547, -8.557600021362305, -8.558199882507324, -8.558600425720215, -8.558899879455566, -8.559000015258789, -8.559399604797363, -8.560600280761719, -8.444299697875977, -8.454700469970703, -8.485099792480469, -8.467300415039062, -8.468899726867676, -8.466699600219727, -8.468000411987305, -8.469099998474121, -8.470600128173828, -8.471799850463867, -8.475000381469727, -8.473899841308594, -8.475500106811523, -7.149899959564209, -7.264900207519531, -7.274700164794922, -8.20829963684082, -7.400700092315674, -7.36959981918335, -7.4532999992370605, -7.428899765014648, -7.460700035095215, -7.509200096130371, -7.616300106048584, -7.442800045013428, -7.604899883270264, -7.672699928283691, -7.667200088500977, -7.677499771118164, -7.7972002029418945, -7.680699825286865, -7.742300033569336, -7.786799907684326, -7.706099987030029, -7.779300212860107, -7.821899890899658, -7.955999851226807, -7.805799961090088, -7.919099807739258, -7.889599800109863, -7.795599937438965, -8.144700050354004, -7.865600109100342, -7.896699905395508, -7.893899917602539, -7.9045000076293945, -7.907599925994873, -7.898600101470947, -8.537500381469727, -8.535799980163574, -8.540300369262695, -8.538399696350098, -8.541299819946289, -8.535900115966797, -8.534199714660645, -8.539299964904785, -8.540800094604492, -8.53950023651123, -8.53849983215332, -8.540399551391602, -8.54010009765625, -8.541299819946289, -8.51990032196045, -8.538999557495117, -8.540399551391602, -8.540300369262695, -8.540900230407715, -8.539899826049805, -8.539600372314453, -8.539199829101562, -8.540399551391602, -8.540499687194824, -8.540200233459473, -8.5423002243042, -8.539600372314453, -8.540300369262695, -8.541600227355957, -8.54069995880127, -8.540200233459473, -8.528300285339355, -8.539999961853027, -8.52810001373291, -8.531700134277344, -8.528599739074707, -8.531000137329102, -8.529399871826172, -8.530699729919434, -8.52970027923584, -8.530799865722656, -8.529899597167969, -8.530200004577637, -8.529999732971191, -8.530400276184082, -7.490799903869629, -7.54580020904541, -7.5854997634887695, -7.740200042724609, -7.673500061035156, -7.600200176239014, -7.575799942016602, -7.686600208282471, -7.714799880981445, -7.714700222015381, -7.734399795532227, -7.831500053405762, -7.803100109100342, -7.779900074005127, -7.958099842071533, -7.910200119018555, -7.914299964904785, -7.902900218963623, -7.974699974060059, -8.027199745178223, -7.924300193786621, -7.956500053405762, -7.94980001449585, -7.9847002029418945, -7.99560022354126, -7.990900039672852, -7.96999979019165, -8.011699676513672, -8.057000160217285, -8.003299713134766, -8.045299530029297, -8.04520034790039, -8.53600025177002, -8.542499542236328, -8.539400100708008, -8.5423002243042, -8.542400360107422, -8.535699844360352, -8.538100242614746, -8.540399551391602, -8.539199829101562, -8.53909969329834, -8.538599967956543, -8.538999557495117, -8.537400245666504, -8.539299964904785, -8.52750015258789, -8.538299560546875, -8.538100242614746, -8.537300109863281, -8.536100387573242, -8.534199714660645, -8.536199569702148, -8.538000106811523, -8.536800384521484, -8.535900115966797, -8.537500381469727, -8.536600112915039, -8.537300109863281, -8.537799835205078, -8.53600025177002, -8.536700248718262, -8.536399841308594, -8.536299705505371, -8.536700248718262, -8.536700248718262, -7.205399990081787, -7.312900066375732, -7.455399990081787, -7.575099945068359, -7.689700126647949, -7.615200042724609, -7.649700164794922, -7.682400226593018, -7.725399971008301, -7.763899803161621, -7.782599925994873, -7.772500038146973, -7.801599979400635, -7.899799823760986, -7.895699977874756, -7.842599868774414, -7.878300189971924, -7.876200199127197, -7.8958001136779785, -7.918000221252441, -7.974599838256836, -7.961100101470947, -7.942399978637695, -7.996699810028076, -8.014300346374512, -8.001199722290039, -7.997099876403809, -7.9944000244140625, -8.084099769592285, -8.01710033416748, -8.02970027923584, -8.53380012512207, -8.538399696350098, -8.539600372314453, -8.537500381469727, -8.536700248718262, -8.537599563598633, -8.53689956665039, -8.543899536132812, -8.54419994354248, -8.542900085449219, -8.543399810791016, -8.542400360107422, -8.543800354003906, -8.542200088500977, -8.534299850463867, -8.542900085449219, -8.543700218200684, -8.543899536132812, -8.542400360107422, -8.54170036315918, -8.542900085449219, -8.541600227355957, -8.541399955749512, -8.542099952697754, -8.541799545288086, -8.541899681091309, -8.542499542236328, -8.543299674987793, -8.541899681091309, -8.542499542236328, -8.542699813842773, -8.542200088500977, -8.541999816894531, -8.540800094604492, -7.360000133514404, -7.4328999519348145, -7.533899784088135, -7.626699924468994, -7.659599781036377, -7.69350004196167, -7.772299766540527, -7.779600143432617, -7.702600002288818, -7.761899948120117, -7.763700008392334, -7.708600044250488, -7.803100109100342, -7.857100009918213, -7.825699806213379, -7.846499919891357, -7.872799873352051, -7.904900074005127, -7.897900104522705, -7.946100234985352, -7.927199840545654, -7.962500095367432, -7.976200103759766, -7.9878997802734375, -7.976399898529053, -7.974800109863281, -7.985000133514404, -8.066200256347656, -8.019399642944336, -8.031700134277344, -8.019800186157227, -8.026800155639648, -8.526800155639648, -8.529000282287598, -8.532099723815918, -8.53909969329834, -8.538200378417969, -8.53279972076416, -8.532500267028809, -8.538599967956543, -8.535499572753906, -8.538700103759766, -8.53849983215332, -8.5378999710083, -8.53950023651123, -8.538700103759766, -8.52340030670166, -8.540200233459473, -8.539600372314453, -8.53849983215332, -8.533900260925293, -8.532400131225586, -8.533499717712402, -8.534700393676758, -8.53279972076416, -8.531900405883789, -8.532299995422363, -8.53279972076416, -8.533699989318848, -8.534700393676758, -8.534899711608887, -8.53380012512207, -8.53279972076416, -8.534000396728516, -8.534199714660645, -7.445400238037109, -7.510700225830078, -7.57450008392334, -7.625800132751465, -7.581099987030029, -7.694200038909912, -7.755099773406982, -7.705100059509277, -7.697700023651123, -7.762899875640869, -7.799499988555908, -7.830699920654297, -7.8566999435424805, -7.864299774169922, -7.838500022888184, -7.870699882507324, -7.9710001945495605, -7.934899806976318, -7.935999870300293, -7.944799900054932, -7.933300018310547, -7.9868998527526855, -7.932499885559082, -7.987400054931641, -7.98829984664917, -8.059900283813477, -8.053600311279297, -8.04800033569336, -8.032699584960938, -8.036600112915039, -8.53380012512207, -8.537799835205078, -8.530699729919434, -8.536299705505371, -8.537099838256836, -8.538000106811523, -8.536600112915039, -8.535900115966797, -8.534899711608887, -8.533100128173828, -8.535599708557129, -8.535400390625, -8.533900260925293, -8.533599853515625, -8.510899543762207, -8.534600257873535, -8.535099983215332, -8.537300109863281, -8.535799980163574, -8.536700248718262, -8.535300254821777, -8.535400390625, -8.535599708557129, -8.535799980163574, -8.535699844360352, -8.537300109863281, -8.53600025177002, -8.536700248718262, -8.537500381469727, -8.537500381469727, -8.53600025177002, -8.536100387573242, -8.535499572753906, -8.535499572753906, -8.526200294494629, -8.52239990234375, -8.525199890136719, -8.523799896240234, -8.524299621582031, -8.528599739074707, -8.527700424194336, -8.525300025939941, -8.524900436401367, -8.523699760437012, -8.523900032043457, -8.524700164794922, -8.52560043334961, -7.423600196838379, -7.590400218963623, -7.600500106811523, -7.638899803161621, -7.6869001388549805, -7.838099956512451, -7.852099895477295, -7.9344000816345215, -7.862299919128418, -7.872399806976318, -7.8805999755859375, -7.933899879455566, -8.088000297546387, -7.935500144958496, -7.965199947357178, -7.9593000411987305, -8.013999938964844, -7.96750020980835, -7.994999885559082, -8.003100395202637, -8.067099571228027, -8.044699668884277, -8.046199798583984, -8.07699966430664, -8.04580020904541, -8.095999717712402, -8.104100227355957, -8.094200134277344, -8.10420036315918, -8.090100288391113, -8.101200103759766, -8.527400016784668, -8.530500411987305, -8.530500411987305, -8.527000427246094, -8.532099723815918, -8.532600402832031, -8.532400131225586, -8.53339958190918, -8.533599853515625, -8.534199714660645, -8.534500122070312, -8.533599853515625, -8.533699989318848, -8.532899856567383, -8.527899742126465, -8.533499717712402, -8.533900260925293, -8.53030014038086, -8.530400276184082, -8.529399871826172, -8.529999732971191, -8.530500411987305, -8.531499862670898, -8.53279972076416, -8.531800270080566, -8.530599594116211, -8.530099868774414, -8.530500411987305, -8.529500007629395, -8.531499862670898, -8.531200408935547, -8.529600143432617, -8.529899597167969, -8.530200004577637, -8.53030014038086, -8.529999732971191, -7.565000057220459, -7.640399932861328, -7.679800033569336, -7.654399871826172, -7.72790002822876, -7.724400043487549, -7.783400058746338, -7.855899810791016, -7.890699863433838, -7.933499813079834, -7.859000205993652, -7.889200210571289, -7.974800109863281, -7.981900215148926, -8.00160026550293, -7.986100196838379, -7.994900226593018, -7.9832000732421875, -8.018199920654297, -8.033300399780273, -8.015199661254883, -8.085200309753418, -8.105299949645996, -8.085599899291992, -8.076899528503418, -8.114700317382812, -8.098099708557129, -8.104100227355957, -8.120200157165527, -8.11299991607666, -8.119600296020508, -8.528200149536133, -8.530099868774414, -8.525099754333496, -8.531599998474121, -8.532500267028809, -8.531000137329102, -8.531000137329102, -8.527999877929688, -8.528300285339355, -8.526800155639648, -8.52810001373291, -8.530200004577637, -8.528900146484375, -8.526800155639648, -8.516599655151367, -8.530200004577637, -8.52970027923584, -8.53279972076416, -8.533900260925293, -8.535099983215332, -8.534199714660645, -8.53339958190918, -8.53439998626709, -8.534199714660645, -8.534500122070312, -8.534199714660645, -8.534500122070312, -8.532600402832031, -8.533900260925293, -8.534600257873535, -8.532699584960938, -8.534000396728516, -8.533699989318848, -8.534099578857422, -8.530400276184082, -8.53380012512207, -8.533699989318848, -8.530400276184082, -8.53380012512207, -7.640999794006348, -7.7459001541137695, -7.752500057220459, -7.754799842834473, -7.719200134277344, -7.791100025177002, -7.724100112915039, -7.840799808502197, -7.9197998046875, -7.912700176239014, -7.837600231170654, -7.985899925231934, -7.921000003814697, -7.9405999183654785, -7.90500020980835, -7.966400146484375, -8.003899574279785, -7.948400020599365, -7.955399990081787, -8.026000022888184, -8.04069995880127, -8.011099815368652, -8.004799842834473, -7.97730016708374, -8.071200370788574, -8.07129955291748, -8.050399780273438, -8.085399627685547, -8.090800285339355, -8.119199752807617, -8.083399772644043, -8.524499893188477, -8.528499603271484, -8.529999732971191, -8.528800010681152, -8.529899597167969, -8.52929973602295, -8.527700424194336, -8.527199745178223, -8.527700424194336, -8.527700424194336, -8.52869987487793, -8.525799751281738, -8.527099609375, -8.529000282287598, -8.517600059509277, -8.528800010681152, -8.529399871826172, -8.527600288391113, -8.527299880981445, -8.526200294494629, -8.52750015258789, -8.52649974822998, -8.52750015258789, -8.525799751281738, -8.527000427246094, -8.52649974822998, -8.527000427246094, -8.527799606323242, -8.527199745178223, -8.526700019836426, -8.525199890136719, -8.526599884033203, -8.526300430297852, -8.525400161743164, -7.559000015258789, -7.697700023651123, -7.735899925231934, -7.944399833679199, -7.881100177764893, -7.875699996948242, -7.9096999168396, -7.888500213623047, -7.982500076293945, -7.978600025177002, -7.928599834442139, -7.922599792480469, -7.996399879455566, -8.020000457763672, -8.008899688720703, -8.043000221252441, -8.071999549865723, -8.064499855041504, -8.098299980163574, -8.061400413513184, -8.098899841308594, -8.144200325012207, -8.128700256347656, -8.146400451660156, -8.13759994506836, -8.118000030517578, -8.155900001525879, -8.139399528503418, -8.183899879455566, -8.173199653625488, -8.161399841308594, -8.163900375366211, -8.526599884033203, -8.525099754333496, -8.525500297546387, -8.531200408935547, -8.531800270080566, -8.526300430297852, -8.527899742126465, -8.531000137329102, -8.531599998474121, -8.52970027923584, -8.530900001525879, -8.531900405883789, -8.531499862670898, -8.529399871826172, -8.521499633789062, -8.530099868774414, -8.529000282287598, -8.530599594116211, -8.529500007629395, -8.530200004577637, -8.52910041809082, -8.530099868774414, -8.530200004577637, -8.530799865722656, -8.530900001525879, -8.531000137329102, -8.530099868774414, -8.531100273132324, -8.531599998474121, -8.530099868774414, -8.530900001525879, -8.53030014038086, -8.530099868774414, -8.530099868774414, -7.499499797821045, -7.717299938201904, -7.696000099182129, -7.720900058746338, -8.510899543762207, -7.836100101470947, -7.876999855041504, -7.842899799346924, -8.51259994506836, -7.864200115203857, -7.978099822998047, -7.907800197601318, -7.890999794006348, -7.916200160980225, -7.959099769592285, -7.950900077819824, -7.95989990234375, -8.013400077819824, -8.030500411987305, -8.062600135803223, -8.050399780273438, -8.104000091552734, -8.096500396728516, -8.088700294494629, -8.093700408935547, -8.076800346374512, -8.166199684143066, -8.11400032043457, -8.106599807739258, -8.14169979095459, -8.16450023651123, -8.187199592590332, -8.176400184631348, -8.163999557495117]}, \"token.table\": {\"Topic\": [1, 3, 5, 1, 2, 5, 6, 7, 1, 1, 2, 5, 1, 6, 5, 1, 2, 3, 4, 5, 6, 7, 1, 5, 6, 2, 1, 2, 3, 4, 5, 7, 5, 5, 7, 1, 6, 1, 2, 1, 2, 3, 4, 5, 7, 5, 3, 7, 7, 5, 6, 6, 6, 5, 7, 1, 2, 3, 4, 5, 1, 2, 3, 4, 5, 1, 1, 1, 1, 2, 3, 4, 5, 6, 7, 6, 1, 1, 3, 5, 7, 5, 7, 7, 2, 3, 2, 1, 3, 1, 2, 5, 7, 3, 5, 3, 1, 6, 4, 1, 1, 2, 3, 5, 6, 7, 7, 5, 3, 1, 3, 5, 1, 3, 4, 5, 6, 7, 1, 2, 3, 4, 5, 7, 1, 2, 3, 4, 5, 6, 4, 1, 2, 3, 5, 6, 7, 1, 4, 1, 2, 7, 1, 3, 1, 2, 5, 7, 7, 1, 6, 1, 2, 5, 1, 2, 3, 4, 5, 6, 7, 1, 4, 5, 1, 2, 3, 4, 5, 7, 3, 7, 2, 6, 1, 4, 6, 1, 2, 4, 6, 7, 7, 3, 1, 2, 4, 5, 7, 1, 2, 3, 4, 5, 6, 7, 7, 6, 5, 5, 2, 1, 3, 1, 1, 6, 1, 7, 3, 5, 1, 2, 5, 7, 5, 6, 7, 2, 1, 2, 5, 5, 7, 4, 3, 1, 2, 5, 6, 1, 2, 3, 4, 1, 2, 3, 4, 5, 7, 4, 1, 2, 3, 5, 4, 1, 7, 5, 5, 2, 2, 1, 2, 3, 6, 7, 1, 7, 1, 3, 7, 4, 7, 4, 5, 7, 7, 1, 1, 5, 6, 7, 6, 3, 1, 2, 4, 7, 6, 3, 6, 4, 4, 2, 2, 2, 1, 2, 1, 2, 6, 6, 1, 2, 3, 7, 3, 7, 5, 5, 1, 6, 5, 1, 7, 1, 1, 2, 7, 5, 5, 1, 2, 3, 4, 6, 1, 5, 1, 5, 2, 4, 1, 2, 3, 4, 5, 7, 1, 3, 5, 7, 1, 1, 2, 3, 4, 5, 6, 7, 1, 1, 2, 4, 6, 1, 2, 3, 4, 5, 6, 7, 7, 1, 3, 2, 2, 7, 1, 2, 5, 6, 4, 1, 3, 4, 1, 2, 3, 4, 5, 6, 4, 1, 4, 5, 7, 3, 1, 6, 1, 2, 3, 4, 1, 2, 3, 4, 5, 6, 7, 4, 1, 2, 3, 4, 5, 6, 7, 7, 1, 2, 3, 4, 5, 6, 7, 1, 2, 5, 1, 1, 2, 3, 4, 5, 6, 7, 6, 1, 3, 7, 1, 6, 1, 2, 3, 4, 5, 4, 1, 2, 3, 4, 5, 6, 7, 1, 5, 5, 2, 5, 7, 2, 6, 1, 5, 6, 7, 5, 1, 2, 3, 4, 5, 1, 2, 4, 5, 7, 2, 5, 3, 1, 4, 1, 1, 4, 5, 6, 7, 2, 1, 3, 4, 5, 6, 7, 1, 2, 5, 6, 1, 2, 6, 4, 3, 7, 5, 1, 5, 1, 6, 6, 6, 2, 1, 2, 3, 5, 4, 6, 1, 2, 3, 4, 5, 6, 7, 1, 3, 5, 6, 1, 3, 5, 4, 1, 3, 5, 6, 7, 7, 1, 2, 3, 4, 5, 6, 7, 4, 7, 1, 2, 3, 4, 5, 6, 1, 7, 1, 4, 5, 1, 2, 4, 6, 1, 2, 3, 4, 5, 6, 7, 7, 1, 2, 3, 4, 5, 7, 1, 3, 1, 2, 4, 7, 1, 2, 3, 4, 5, 6, 7, 1, 2, 3, 5, 7, 3, 1, 1, 2, 3, 4, 5, 6, 7, 1, 2, 3, 4, 5, 6, 7, 6, 7, 5, 7, 1, 2, 3, 4, 5, 6, 7, 4, 1, 1, 4, 1, 1, 2, 3, 4, 5, 6, 7, 7, 6, 1, 2, 3, 5, 1, 1, 4, 5, 2, 6, 1, 1, 2, 1, 3, 4, 5, 6, 5, 4, 6, 6, 1, 2, 3, 4, 5, 7, 7, 1, 2, 3, 5, 2, 1, 6, 1, 2, 3, 4, 5, 6, 7, 7, 6, 1, 2, 3, 5, 6, 7, 3, 1, 5, 1, 2, 3, 4, 5, 6, 7, 2, 5, 6, 6, 1, 2, 3, 4, 5, 7, 7, 1, 2, 4, 5, 5, 5, 6, 1, 1, 2, 3, 4, 5, 6, 7, 3, 6, 7, 7, 2, 1, 2, 3, 5, 2, 5, 1, 2, 3, 4, 5, 6, 7, 7, 1, 2, 3, 4, 5, 6, 1, 3, 5, 6, 2, 6, 2, 3, 7, 6, 1, 2, 3, 4, 5, 6, 1, 3, 4, 1, 6, 7, 1, 3, 6, 3, 2, 3, 6, 1, 2, 3, 5, 6, 7, 6, 7, 1, 4, 1, 2, 3, 4, 5, 6, 1, 1, 2, 3, 5, 1, 2, 3, 4, 5, 7, 1, 2, 3, 4, 5, 7, 1, 2, 3, 5, 6, 7, 2, 5, 7, 5, 1, 2, 3, 4, 5, 6, 2, 1, 3, 4, 5, 1, 6, 6, 6, 1, 2, 3, 4, 5, 6, 1, 4, 1, 4, 1, 2, 3, 4, 5, 6, 7, 1, 1, 1, 2, 3, 4, 5, 6, 2, 5, 1, 3, 4, 6, 6, 7, 6, 7, 6, 6, 6, 6, 6, 6, 2, 3, 1, 2, 6, 1, 4, 1, 6, 1, 6, 5, 2, 1, 1, 2, 3, 4, 5, 7, 1, 2, 3, 4, 5, 7, 1, 7, 1, 6, 1, 2, 3, 5, 6, 7, 6, 1, 2, 3, 4, 5, 6, 7, 6, 1, 3, 4, 7, 1, 2, 3, 4, 5, 6, 7, 1, 5, 6, 7, 1, 2, 3, 5, 6, 7, 1, 2, 7, 3, 1, 2, 1, 4, 1, 5, 1, 3, 3, 1, 2, 3, 4, 5, 7, 1, 4, 4, 7, 3, 4, 1, 3, 7, 7, 2, 3, 1, 2, 3, 4, 5, 7, 2, 1, 2, 3, 5, 7, 7, 7, 3, 7, 1, 2, 3, 4, 5, 6, 1, 7, 1, 5, 4, 1, 2, 4, 5, 6, 7, 3, 5, 2, 4, 7, 2, 3, 5, 7, 6, 1, 6, 1, 2, 3, 5, 7, 1, 2, 3, 4, 5, 6, 7, 1, 2, 3, 4, 5, 1, 2, 3, 4, 5, 2, 6, 3, 1, 2, 3, 4, 5, 6, 7, 3, 1, 7, 4, 7, 7, 5, 6, 1, 2, 3, 4, 5, 7, 1, 2, 3, 4, 5, 7, 2, 1, 5, 7, 4, 1, 2, 3, 4, 5, 6, 7, 7, 2, 3, 1, 3, 7, 1, 4, 6, 1, 6, 6, 1, 4, 7, 1, 4, 1, 2, 3, 5, 1, 2, 3, 5, 6, 7, 7, 1, 1, 2, 3, 4, 6, 6, 7, 1, 2, 3, 4, 5, 6, 7, 7, 6, 1, 6, 1, 2, 4, 5, 7, 2, 1, 2, 3, 4, 5, 6, 7, 1, 1, 6, 6, 1, 2, 3, 4, 5, 6, 7, 5, 1, 2, 3, 4, 5, 6, 1, 3, 6, 4, 4, 7, 1, 2, 1, 5, 6, 6, 1, 2, 3, 4, 5, 5, 7, 7, 1, 4, 3, 1, 2, 3, 4, 5, 6, 7, 1, 2, 3, 4, 5, 6, 7, 1, 1, 1, 2, 3, 4, 5, 6, 6, 1, 2, 3, 4, 5, 7, 1, 2, 3, 4, 5], \"Freq\": [0.8033646941184998, 0.9904021620750427, 0.8242993950843811, 0.36255571246147156, 0.14502228796482086, 0.14502228796482086, 0.2900445759296417, 0.10876671224832535, 0.9886598587036133, 0.3371502459049225, 0.2950064539909363, 0.3371502459049225, 0.7794508337974548, 0.9490092396736145, 1.0285816192626953, 0.5242090225219727, 0.09752726554870605, 0.12190908193588257, 0.060954540967941284, 0.12190908193588257, 0.060954540967941284, 0.012190908193588257, 0.9886554479598999, 0.9512047171592712, 1.0379273891448975, 0.9081397652626038, 0.19783255457878113, 0.2308046519756317, 0.2308046519756317, 0.09891627728939056, 0.03297209367156029, 0.16486047208309174, 0.8243972659111023, 0.784439206123352, 0.2614797353744507, 0.9914393424987793, 0.853188157081604, 0.9692918062210083, 0.022541670128703117, 0.5711393356323242, 0.13180138170719147, 0.2050243765115738, 0.014644598588347435, 0.02928919717669487, 0.043933797627687454, 0.9494045376777649, 0.7817872166633606, 0.26059573888778687, 0.8800684213638306, 0.8292810916900635, 0.8633478283882141, 0.852738082408905, 0.8491960167884827, 0.3502345383167267, 0.7004690766334534, 0.3888775408267975, 0.32025209069252014, 0.09150059521198273, 0.18300119042396545, 0.022875148802995682, 0.7873702645301819, 0.10935698449611664, 0.043742794543504715, 0.043742794543504715, 0.021871397271752357, 0.9880033731460571, 0.780066967010498, 0.9936969876289368, 0.521437406539917, 0.09865032136440277, 0.11274322122335434, 0.0845574140548706, 0.1691148281097412, 0.014092902652919292, 0.8814597129821777, 0.8531809449195862, 0.7767043113708496, 0.643902599811554, 0.26829275488853455, 0.05365855246782303, 0.026829276233911514, 0.35074296593666077, 0.7014859318733215, 0.8785877227783203, 0.9128762483596802, 0.06520544737577438, 0.9542791247367859, 0.13179311156272888, 0.7907586097717285, 0.3634307384490967, 0.10383735597133636, 0.20767471194267273, 0.3115120828151703, 0.25720706582069397, 0.7716211676597595, 0.8217628598213196, 0.9963812828063965, 0.9502166509628296, 1.0197798013687134, 0.9818528294563293, 0.4794260561466217, 0.11186607927083969, 0.1598086804151535, 0.04794260486960411, 0.19177041947841644, 0.01598086953163147, 0.8781934380531311, 0.8272159695625305, 0.8206291794776917, 0.9466346502304077, 0.023665865883231163, 0.023665865883231163, 0.23197081685066223, 0.23197081685066223, 0.09278832376003265, 0.04639416188001633, 0.13918249309062958, 0.27836498618125916, 0.592786967754364, 0.049398913979530334, 0.049398913979530334, 0.11526413261890411, 0.1811293512582779, 0.016466304659843445, 0.5084566473960876, 0.11053405702114105, 0.11053405702114105, 0.02210681140422821, 0.11053405702114105, 0.13264086842536926, 1.020208477973938, 0.5438282489776611, 0.14831680059432983, 0.1318371593952179, 0.09887786954641342, 0.04943893477320671, 0.016479644924402237, 0.041993364691734314, 0.9238540530204773, 0.3192002773284912, 0.4788004159927368, 0.21280018985271454, 0.9908348321914673, 0.8209375143051147, 0.37731441855430603, 0.14149290323257446, 0.18865720927715302, 0.2829858064651489, 0.8789026141166687, 0.42690154910087585, 0.5336269736289978, 0.7793631553649902, 0.10767322033643723, 0.8613857626914978, 0.1921287477016449, 0.16010728478431702, 0.06404291838407516, 0.22415021061897278, 0.09606437385082245, 0.14409655332565308, 0.14409655332565308, 0.5695866346359253, 0.3797244131565094, 0.047465551644563675, 0.26572296023368835, 0.1406768560409546, 0.3907690644264221, 0.0781538113951683, 0.09378457069396973, 0.01563076302409172, 0.9946708679199219, 0.8799434304237366, 0.809317946434021, 0.20232948660850525, 0.7772139310836792, 1.0367263555526733, 0.8035340905189514, 0.37085777521133423, 0.023926308378577232, 0.023926308378577232, 0.5742313861846924, 0.011963154189288616, 0.880381166934967, 1.0219379663467407, 0.17682355642318726, 0.08841177821159363, 0.6188824772834778, 0.08841177821159363, 0.7153202295303345, 0.6160531044006348, 0.1164194792509079, 0.11156867444515228, 0.08731461316347122, 0.02425405941903591, 0.0194032471626997, 0.029104869812726974, 0.8776955604553223, 0.8556511402130127, 1.0020294189453125, 0.8277759552001953, 0.9946536421775818, 0.16447386145591736, 0.8223693370819092, 0.9848012328147888, 0.7308498620986938, 0.3654249310493469, 0.7825819849967957, 0.8801229000091553, 0.8212996125221252, 0.9494380354881287, 0.273062527179718, 0.5119922161102295, 0.17066407203674316, 0.03413281589746475, 0.9491517543792725, 0.22225290536880493, 0.6667587161064148, 0.9084073901176453, 0.26076146960258484, 0.13038073480129242, 0.5215229392051697, 1.0279874801635742, 0.8746125102043152, 1.0196846723556519, 0.9446585178375244, 0.999516487121582, 0.95445716381073, 0.9504825472831726, 0.8590491414070129, 0.3525911569595337, 0.058765191584825516, 0.5288867354393005, 0.058765191584825516, 0.5336558222770691, 0.15767104923725128, 0.09096406400203705, 0.13947823643684387, 0.06670697778463364, 0.006064271088689566, 1.0198944807052612, 0.21155957877635956, 0.11753310263156891, 0.5406522750854492, 0.11753310263156891, 1.0198458433151245, 0.9765127301216125, 0.8770740628242493, 0.8273590207099915, 0.8277710676193237, 0.9788757562637329, 0.9539303779602051, 0.36975130438804626, 0.2465008646249771, 0.22595913708209991, 0.14379216730594635, 0.020541738718748093, 0.9851023554801941, 0.8788868188858032, 0.4881632328033447, 0.09763264656066895, 0.3905305862426758, 1.0369418859481812, 0.8795974850654602, 0.1839747577905655, 0.1839747577905655, 0.5519242882728577, 1.0119645595550537, 0.9885804653167725, 0.12218742817640305, 0.2443748563528061, 0.4887497127056122, 0.12218742817640305, 0.9512995481491089, 1.0214463472366333, 0.08193352073431015, 0.02731117233633995, 0.8739575147628784, 0.8793759346008301, 0.8012227416038513, 0.8206903338432312, 0.8627009391784668, 0.9927880167961121, 1.0196269750595093, 1.0132474899291992, 0.9099543690681458, 0.9084951281547546, 0.2435472458600998, 0.7306417226791382, 0.3419235944747925, 0.3419235944747925, 0.3419235944747925, 0.9161121249198914, 0.08190767467021942, 0.24572302401065826, 0.6552613973617554, 1.0179773569107056, 0.9445415735244751, 0.8311585783958435, 0.8362515568733215, 0.8275589942932129, 0.7711909413337708, 1.0399614572525024, 1.0013997554779053, 0.4111784100532532, 0.5482378602027893, 0.9947695732116699, 0.15292468667030334, 0.3058493733406067, 0.45877406001091003, 0.9499928951263428, 0.9502949714660645, 0.4811550974845886, 0.3701193034648895, 0.1110357940196991, 0.03701193258166313, 0.8529253005981445, 0.25173667073249817, 0.7552099823951721, 0.29677218198776245, 0.5935443639755249, 0.9541106224060059, 1.0194984674453735, 0.5081782937049866, 0.18479211628437042, 0.09239605814218521, 0.061597373336553574, 0.046198029071092606, 0.10779540240764618, 0.29794207215309143, 0.29794207215309143, 0.09931401908397675, 0.397256076335907, 0.9816131591796875, 0.5767863988876343, 0.13432012498378754, 0.03950591757893562, 0.11061657220125198, 0.03950591757893562, 0.023703550919890404, 0.06320946663618088, 0.9888226985931396, 0.354384183883667, 0.1063152551651001, 0.4961378574371338, 0.0354384183883667, 0.5690515041351318, 0.1369938850402832, 0.04215196520090103, 0.05268995836377144, 0.15806986391544342, 0.021075982600450516, 0.021075982600450516, 1.018356442451477, 0.2044268399477005, 0.817707359790802, 0.9944925308227539, 0.954552412033081, 0.878390371799469, 0.6341714859008789, 0.04227809980511665, 0.04227809980511665, 0.2959466874599457, 0.9430217146873474, 0.106429323554039, 0.106429323554039, 0.7450053095817566, 0.5338391661643982, 0.17794638872146606, 0.05931546166539192, 0.08897319436073303, 0.07414432615041733, 0.044486597180366516, 0.8735732436180115, 0.21204951405525208, 0.14136634767055511, 0.14136634767055511, 0.5654653906822205, 0.9945276379585266, 0.6208136081695557, 0.3724881410598755, 0.630761444568634, 0.23828764259815216, 0.014016920700669289, 0.11213536560535431, 0.5715681910514832, 0.1045551523566246, 0.15334755182266235, 0.034851718693971634, 0.034851718693971634, 0.07667377591133118, 0.02091103047132492, 0.9925954937934875, 0.5429587364196777, 0.23677900433540344, 0.05307115614414215, 0.06940074265003204, 0.0612359493970871, 0.008164793252944946, 0.028576776385307312, 0.8813675045967102, 0.6229276061058044, 0.1208665519952774, 0.06508199125528336, 0.09297426789999008, 0.04648713394999504, 0.027892280369997025, 0.027892280369997025, 0.3717510998249054, 0.1858755499124527, 0.43370962142944336, 0.8228350281715393, 0.5858786106109619, 0.10126297175884247, 0.13742831349372864, 0.09402990341186523, 0.036165349185466766, 0.028932277113199234, 0.014466138556599617, 0.854191243648529, 0.25040242075920105, 0.7512072920799255, 0.8784002065658569, 0.6623638868331909, 0.3974183201789856, 0.3326285183429718, 0.27215060591697693, 0.27215060591697693, 0.030238958075642586, 0.09071686863899231, 1.036462426185608, 0.4568368196487427, 0.19034866988658905, 0.05075964704155922, 0.012689911760389805, 0.2157284915447235, 0.012689911760389805, 0.06344955414533615, 0.25176334381103516, 0.7552900314331055, 0.9153958559036255, 0.9560356736183167, 0.824049174785614, 1.0152599811553955, 0.9946625232696533, 1.0406968593597412, 0.18065686523914337, 0.025808123871684074, 0.6968193054199219, 0.07742436975240707, 0.949957549571991, 0.40695369243621826, 0.1460859477519989, 0.16695536673069, 0.2295636236667633, 0.05217355117201805, 0.460692822933197, 0.08129873126745224, 0.4335932433605194, 0.027099577710032463, 0.8791795372962952, 0.4463341534137726, 0.5951122045516968, 0.9445726275444031, 0.10635986924171448, 0.8508789539337158, 1.0012598037719727, 0.2986392378807068, 0.0746598094701767, 0.0746598094701767, 0.0746598094701767, 0.5226187109947205, 0.90811687707901, 0.46996307373046875, 0.05221812054514885, 0.05221812054514885, 0.2088724821805954, 0.2088724821805954, 0.8762403130531311, 0.8312526345252991, 0.06394250690937042, 0.06394250690937042, 0.03197125345468521, 0.49909451603889465, 0.06238681450486183, 0.3743208944797516, 0.9751567840576172, 0.8209714293479919, 0.8789991736412048, 0.8241230249404907, 0.9878024458885193, 0.9501590132713318, 0.8354966640472412, 0.2088741660118103, 0.8512855768203735, 1.0385222434997559, 1.0047014951705933, 0.2290710061788559, 0.42950814962387085, 0.17180326581001282, 0.11453550308942795, 0.9927837252616882, 0.9817257523536682, 0.5302269458770752, 0.12662135064601898, 0.13453519344329834, 0.031655337661504745, 0.11870752274990082, 0.039569173008203506, 0.015827668830752373, 0.35677632689476013, 0.050968047231435776, 0.560648500919342, 0.050968047231435776, 0.13204319775104523, 0.6602160334587097, 0.26408639550209045, 1.0197789669036865, 0.5062786340713501, 0.06603634357452393, 0.2421332746744156, 0.044024232774972916, 0.15408480167388916, 1.0106669664382935, 0.8357635736465454, 0.038872722536325455, 0.05830908566713333, 0.019436361268162727, 0.019436361268162727, 0.019436361268162727, 0.019436361268162727, 0.26994115114212036, 0.5398823022842407, 0.739213764667511, 0.07781197130680084, 0.02593732438981533, 0.09078063815832138, 0.05187464877963066, 0.012968662194907665, 0.40933480858802795, 0.5457797646522522, 0.26563602685928345, 0.17709068953990936, 0.5312720537185669, 0.8314713835716248, 0.057342853397130966, 0.028671426698565483, 0.0860142782330513, 0.6910720467567444, 0.09013983607292175, 0.10516313463449478, 0.037558265030384064, 0.037558265030384064, 0.030046610161662102, 0.0075116525404155254, 0.8791250586509705, 0.5026494264602661, 0.06766434758901596, 0.28032371401786804, 0.07733068615198135, 0.04833167791366577, 0.028999006375670433, 0.11788220703601837, 0.825175404548645, 0.09666841477155685, 0.09666841477155685, 0.7733473181724548, 0.4983959496021271, 0.5159426331520081, 0.1003221794962883, 0.11465391516685486, 0.08599043637514114, 0.11465391516685486, 0.028663478791713715, 0.028663478791713715, 0.4581455588340759, 0.2498975694179535, 0.12494878470897675, 0.15271519124507904, 0.013883198611438274, 0.8208776116371155, 0.9857844114303589, 0.576799750328064, 0.130870521068573, 0.043623510748147964, 0.11632935702800751, 0.05331762135028839, 0.07270585000514984, 0.004847056698054075, 0.6028521060943604, 0.18144091963768005, 0.02341173216700554, 0.09364692866802216, 0.08194106072187424, 0.01170586608350277, 0.005852933041751385, 0.9815838932991028, 0.8787485957145691, 0.8273046016693115, 1.0062496662139893, 0.4222833812236786, 0.18959662318229675, 0.1551245152950287, 0.08618028461933136, 0.08618028461933136, 0.008618028834462166, 0.06032619997859001, 1.0198159217834473, 1.0029551982879639, 0.13438601791858673, 0.8735091090202332, 0.8699320554733276, 0.49779412150382996, 0.14749455451965332, 0.07374727725982666, 0.03687363862991333, 0.07374727725982666, 0.03687363862991333, 0.14749455451965332, 0.879491925239563, 0.8010011315345764, 0.16517575085163116, 0.7157616019248962, 0.05505858361721039, 0.11011716723442078, 0.7790182828903198, 0.47969046235084534, 0.2777155339717865, 0.2272218018770218, 0.9520232081413269, 0.9833354949951172, 0.7739860415458679, 0.22547897696495056, 0.7891764044761658, 0.7506290674209595, 0.057740699499845505, 0.1347282975912094, 0.019246898591518402, 0.038493797183036804, 0.9493100643157959, 0.9929836988449097, 0.8009912371635437, 0.8529947400093079, 0.45008718967437744, 0.13848836719989777, 0.10386627167463303, 0.03462209179997444, 0.13848836719989777, 0.1731104552745819, 0.832295835018158, 0.260560542345047, 0.013713711872696877, 0.6993993520736694, 0.013713711872696877, 0.9544079303741455, 0.15568119287490845, 0.7784059643745422, 0.44534575939178467, 0.1649428755044937, 0.11546000838279724, 0.01649428717792034, 0.14844858646392822, 0.07422429323196411, 0.049482859671115875, 0.8784257769584656, 0.850378692150116, 0.3731236159801483, 0.04145817831158638, 0.16583271324634552, 0.06218726933002472, 0.18656180799007416, 0.16583271324634552, 0.9446634650230408, 0.9083914160728455, 0.05046619102358818, 0.5545340776443481, 0.08531293272972107, 0.1279693990945816, 0.021328233182430267, 0.042656466364860535, 0.042656466364860535, 0.1279693990945816, 0.9934360980987549, 0.9496729373931885, 0.8503388166427612, 1.0396391153335571, 0.517164409160614, 0.22625942528247833, 0.09696832299232483, 0.016161387786269188, 0.11312971264123917, 0.016161387786269188, 0.8799111247062683, 0.44569361209869385, 0.22284680604934692, 0.2822726368904114, 0.044569361954927444, 0.8289318680763245, 0.8278566002845764, 0.9832674860954285, 0.7802655100822449, 0.3082036077976227, 0.15410180389881134, 0.16811105608940125, 0.21013881266117096, 0.09806478023529053, 0.056037016212940216, 0.014009254053235054, 0.9448818564414978, 0.9835470914840698, 0.8790695071220398, 0.8894925117492676, 0.9085260033607483, 0.4750441312789917, 0.09500882029533386, 0.3325308859348297, 0.04750441014766693, 0.13322481513023376, 0.7993488907814026, 0.7673174738883972, 0.0622149296104908, 0.041476622223854065, 0.020738311111927032, 0.041476622223854065, 0.0622149296104908, 0.8630427122116089, 0.8797155022621155, 0.6457114815711975, 0.11479315161705017, 0.07174572348594666, 0.057396575808525085, 0.07174572348594666, 0.057396575808525085, 0.3282049894332886, 0.08205124735832214, 0.4102562367916107, 0.1641024947166443, 0.9516363143920898, 1.0393571853637695, 0.2527594268321991, 0.7582783102989197, 0.8777221441268921, 0.8522272109985352, 0.7495400905609131, 0.09225109219551086, 0.011531386524438858, 0.05765693262219429, 0.05765693262219429, 0.023062773048877716, 0.21101900935173035, 0.10550950467586517, 0.6330569982528687, 0.9522707462310791, 0.059516921639442444, 0.8777710795402527, 0.8942807912826538, 0.04064912721514702, 0.04064912721514702, 0.9445884823799133, 0.25275927782058716, 0.7582778334617615, 0.7443735599517822, 0.20229306817054749, 0.23600858449935913, 0.0674310252070427, 0.4383016526699066, 0.03371551260352135, 0.03371551260352135, 0.6505379676818848, 0.8787490725517273, 0.3240768015384674, 0.6481536030769348, 0.492546945810318, 0.140727698802948, 0.035181924700737, 0.035181924700737, 0.246273472905159, 0.070363849401474, 0.9764024615287781, 0.2037496715784073, 0.6112490296363831, 0.16979138553142548, 0.033958278596401215, 0.14146828651428223, 0.5052438378334045, 0.202097550034523, 0.02020975388586521, 0.1010487750172615, 0.02020975388586521, 0.23083485662937164, 0.11541742831468582, 0.3654884994029999, 0.05770871415734291, 0.05770871415734291, 0.17312613129615784, 0.20239068567752838, 0.02023906819522381, 0.060717202723026276, 0.26310789585113525, 0.060717202723026276, 0.40478137135505676, 0.18332287669181824, 0.18332287669181824, 0.5499686598777771, 0.9541246891021729, 0.6442829370498657, 0.02928558923304081, 0.11714235693216324, 0.05857117846608162, 0.02928558923304081, 0.08785676211118698, 0.9534867405891418, 0.10700599104166031, 0.21401198208332062, 0.21401198208332062, 0.42802396416664124, 0.21196025609970093, 0.6358807682991028, 1.043442964553833, 1.0386565923690796, 0.17321716248989105, 0.6062600612640381, 0.08660858124494553, 0.08660858124494553, 0.08660858124494553, 0.8501307368278503, 0.21100002527236938, 0.7385000586509705, 0.9749588370323181, 0.9927657842636108, 0.4204227924346924, 0.17787118256092072, 0.08085053414106369, 0.016170106828212738, 0.032340213656425476, 0.08085053414106369, 0.17787118256092072, 0.9860535264015198, 0.9881994724273682, 0.5941467881202698, 0.0990244671702385, 0.15843914449214935, 0.01980489306151867, 0.0990244671702385, 0.01980489306151867, 0.9083582162857056, 0.9492426514625549, 0.3613738417625427, 0.07227476686239243, 0.07227476686239243, 0.5059233903884888, 0.7369758486747742, 0.18424396216869354, 0.6315091848373413, 0.2526036500930786, 0.9992541074752808, 1.0406135320663452, 0.8008866906166077, 0.8501899242401123, 0.8508701324462891, 0.8489382266998291, 0.9079688787460327, 0.8209813237190247, 0.2669171988964081, 0.13345859944820404, 0.5338343977928162, 0.8806425333023071, 0.09269921481609344, 0.6450416445732117, 0.4300277531147003, 0.2120935469865799, 0.6362806558609009, 0.828883707523346, 0.9080655574798584, 0.9190783500671387, 0.37845903635025024, 0.27753663063049316, 0.2523060441017151, 0.02523060329258442, 0.05046120658516884, 0.02523060329258442, 0.5410813093185425, 0.17505571246147156, 0.1710771769285202, 0.02387123368680477, 0.03182831034064293, 0.051721006631851196, 0.7755036950111389, 0.7142977118492126, 0.9950026273727417, 0.8082037568092346, 0.32762253284454346, 0.04095281660556793, 0.04095281660556793, 0.08190563321113586, 0.3685753643512726, 0.16381126642227173, 0.8003751039505005, 0.5566179156303406, 0.13096891343593597, 0.11459780484437943, 0.040927786380052567, 0.10641224682331085, 0.016371114179491997, 0.02455667220056057, 0.9497984051704407, 0.43430566787719727, 0.07238427549600601, 0.07238427549600601, 0.36192137002944946, 0.5923864841461182, 0.07794559001922607, 0.1091238334774971, 0.06235647574067116, 0.06235647574067116, 0.01558911893516779, 0.09353471547365189, 0.2524888515472412, 0.42081475257873535, 0.08416295051574707, 0.2524888515472412, 0.39988863468170166, 0.053318481892347336, 0.1599554419517517, 0.34657013416290283, 0.8604739308357239, 0.8271793127059937, 0.3289813995361328, 0.5263702273368835, 0.19738884270191193, 0.8209232687950134, 0.16628451645374298, 0.6651380658149719, 0.9588025808334351, 0.050463296473026276, 0.7768781781196594, 1.0012118816375732, 0.4875696301460266, 0.4875696301460266, 0.966856837272644, 0.36017540097236633, 0.12005846947431564, 0.06002923473715782, 0.12005846947431564, 0.06002923473715782, 0.3001461625099182, 0.9941355586051941, 0.9926230907440186, 1.0122370719909668, 0.8784154057502747, 0.8206732869148254, 0.9776390790939331, 0.9338823556900024, 0.038911763578653336, 0.8776615262031555, 0.8779305815696716, 0.2526797652244568, 0.7580392956733704, 0.3064810335636139, 0.23837414383888245, 0.10216034948825836, 0.11918707191944122, 0.18729397654533386, 0.05108017474412918, 0.9785324931144714, 0.3523406684398651, 0.33472365140914917, 0.03523406758904457, 0.14093627035617828, 0.14093627035617828, 0.8803948163986206, 0.8799796104431152, 0.8211113810539246, 0.8782490491867065, 0.5611211061477661, 0.35439229011535645, 0.029532689601182938, 0.029532689601182938, 0.029532689601182938, 0.8521628975868225, 1.0041530132293701, 1.0177744626998901, 0.6215656399726868, 0.34531423449516296, 1.0364973545074463, 0.1307809054851532, 0.1307809054851532, 0.6539045572280884, 0.824006974697113, 1.0385733842849731, 0.8783261775970459, 0.4013639986515045, 0.5351519584655762, 0.2125590443611145, 0.7439566850662231, 0.8791955709457397, 0.7328934669494629, 0.14657868444919586, 0.14657868444919586, 0.7085614800453186, 1.0374943017959595, 0.2509276270866394, 0.7527828812599182, 0.34082919359207153, 0.22721946239471436, 0.05680486559867859, 0.11360973119735718, 0.28402432799339294, 0.5774000287055969, 0.08248571306467056, 0.10998095571994781, 0.12372857332229614, 0.03436904773116112, 0.06186428666114807, 0.0068738097324967384, 0.21300411224365234, 0.07100137323141098, 0.4260082244873047, 0.2840054929256439, 0.824314534664154, 0.19595490396022797, 0.5878646969795227, 0.13063660264015198, 0.06531830132007599, 0.06531830132007599, 0.17416642606258392, 0.6966657042503357, 0.9446437954902649, 0.4548834264278412, 0.2472192496061325, 0.16810908913612366, 0.04944385215640068, 0.039555080235004425, 0.02966631017625332, 0.019777540117502213, 0.944801926612854, 0.2618897557258606, 0.5237795114517212, 1.0196634531021118, 1.0160883665084839, 1.018502116203308, 0.8316516280174255, 0.8498266935348511, 0.7040645480155945, 0.06600604951381683, 0.08800806850194931, 0.022002017125487328, 0.11001008749008179, 0.022002017125487328, 0.525865375995636, 0.23789149522781372, 0.08764423429965973, 0.05008241906762123, 0.06260302662849426, 0.025041209533810616, 0.9534826278686523, 0.9845359921455383, 0.9499034881591797, 0.8794522881507874, 0.9926561117172241, 0.5591976046562195, 0.1720608025789261, 0.06691253185272217, 0.06691253185272217, 0.06691253185272217, 0.04779466614127159, 0.019117867574095726, 0.8803830742835999, 0.9543473720550537, 1.0392106771469116, 0.09101462364196777, 0.6371023654937744, 0.18202924728393555, 0.1724231094121933, 0.8621155619621277, 1.0133717060089111, 0.36549633741378784, 0.6091606020927429, 0.9821614027023315, 0.7340066432952881, 0.26691150665283203, 0.8784458637237549, 0.4475402534008026, 0.5221303105354309, 0.10598151385784149, 0.21196302771568298, 0.21196302771568298, 0.42392605543136597, 0.28146952390670776, 0.2580137252807617, 0.04691158980131149, 0.28146952390670776, 0.09382317960262299, 0.04691158980131149, 0.8781480193138123, 0.8651848435401917, 0.5471388697624207, 0.1989595890045166, 0.024869948625564575, 0.1989595890045166, 0.024869948625564575, 0.8549665808677673, 0.8777917623519897, 0.43448013067245483, 0.1498207300901413, 0.04494621977210045, 0.014982073567807674, 0.07491036504507065, 0.28465938568115234, 0.014982073567807674, 0.8775891661643982, 1.0373986959457397, 0.9812507033348083, 0.8498993515968323, 0.2732046842575073, 0.07805848121643066, 0.03902924060821533, 0.42932161688804626, 0.19514618813991547, 0.9539377689361572, 0.38824114203453064, 0.06130123510956764, 0.16346995532512665, 0.1021687239408493, 0.08173497766256332, 0.06130123510956764, 0.12260247021913528, 0.9669249653816223, 0.999518632888794, 0.8713299632072449, 0.7857922315597534, 0.6195194125175476, 0.14643186330795288, 0.0563199445605278, 0.02252797782421112, 0.1126398891210556, 0.03379196673631668, 0.01126398891210556, 0.9517740607261658, 0.7283899188041687, 0.09711865335702896, 0.08093221485614777, 0.04855932667851448, 0.016186442226171494, 0.03237288445234299, 0.7757324576377869, 0.3314593434333801, 0.6629186868667603, 1.0199846029281616, 0.87350994348526, 0.8777738213539124, 0.9401825666427612, 0.9790799021720886, 0.9987375736236572, 0.46602746844291687, 0.46602746844291687, 0.8491979837417603, 0.32908758521080017, 0.3619963526725769, 0.032908760011196136, 0.13163504004478455, 0.13163504004478455, 0.8283361196517944, 0.7165346145629883, 0.8773133754730225, 0.34977471828460693, 0.6121057868003845, 0.9077170491218567, 0.43531903624534607, 0.12437687069177628, 0.08706380426883698, 0.024875372648239136, 0.14925223588943481, 0.024875372648239136, 0.16168992221355438, 0.5124602317810059, 0.18634916841983795, 0.12811505794525146, 0.029117058962583542, 0.06988094002008438, 0.052410706877708435, 0.023293646052479744, 0.7767317295074463, 0.776465654373169, 0.742812991142273, 0.08409203588962555, 0.056061357259750366, 0.028030678629875183, 0.056061357259750366, 0.042046017944812775, 1.0427768230438232, 0.6615013480186462, 0.0750156119465828, 0.09547441452741623, 0.034098006784915924, 0.08865481615066528, 0.04091760888695717, 0.6264021396636963, 0.21429546177387238, 0.08242133259773254, 0.049452800303697586, 0.03296853229403496], \"Term\": [\"abatement\", \"abbie\", \"accommodate\", \"account\", \"account\", \"account\", \"account\", \"account\", \"african\", \"afterwards\", \"afterwards\", \"afterwards\", \"agreeable\", \"albigense\", \"allude\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"also\", \"american\", \"ample\", \"anabaptist\", \"anguish\", \"answer\", \"answer\", \"answer\", \"answer\", \"answer\", \"answer\", \"apartment\", \"apprentice\", \"apprentice\", \"arabic\", \"archive\", \"arnot\", \"arnot\", \"ask\", \"ask\", \"ask\", \"ask\", \"ask\", \"ask\", \"assemble\", \"assembly\", \"assembly\", \"astonishing\", \"atone\", \"authoress\", \"authoritative\", \"authorize\", \"awaken\", \"awaken\", \"away\", \"away\", \"away\", \"away\", \"away\", \"back\", \"back\", \"back\", \"back\", \"back\", \"ball\", \"barrel\", \"beat\", \"become\", \"become\", \"become\", \"become\", \"become\", \"become\", \"begged\", \"beghine\", \"behaviour\", \"believe\", \"believe\", \"believe\", \"believe\", \"bid\", \"bid\", \"bill\", \"billy\", \"billy\", \"billy_bray\", \"birthday\", \"birthday\", \"bless\", \"bless\", \"bless\", \"bless\", \"blind\", \"blind\", \"block\", \"boat\", \"bogomil\", \"boil\", \"bombay\", \"book\", \"book\", \"book\", \"book\", \"book\", \"book\", \"booking\", \"bore\", \"borne\", \"boy\", \"boy\", \"boy\", \"bread\", \"bread\", \"bread\", \"bread\", \"bread\", \"bread\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"brother\", \"brother\", \"brother\", \"brother\", \"brother\", \"brother\", \"buffalo\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"camp\", \"camp\", \"captain\", \"captain\", \"captain\", \"car\", \"carol\", \"case\", \"case\", \"case\", \"case\", \"cask\", \"century\", \"century\", \"chaldean\", \"chapel\", \"chapel\", \"chapter\", \"chapter\", \"chapter\", \"chapter\", \"chapter\", \"chapter\", \"chapter\", \"chief\", \"chief\", \"chief\", \"child\", \"child\", \"child\", \"child\", \"child\", \"child\", \"childhood\", \"childlike\", \"chinese\", \"chinese\", \"cholera\", \"chop\", \"christlichen\", \"church\", \"church\", \"church\", \"church\", \"church\", \"client\", \"closet\", \"cold\", \"cold\", \"cold\", \"cold\", \"collision\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"come\", \"commemoration\", \"commentary\", \"comparatively\", \"complain\", \"comrade\", \"confess\", \"confess\", \"consequence\", \"constantinople\", \"constantinople\", \"contemptuous\", \"contents_chapter\", \"continuation\", \"convenient\", \"convert\", \"convert\", \"convert\", \"convert\", \"convince\", \"corinthian\", \"corinthian\", \"cornwall\", \"cottage\", \"cottage\", \"cottage\", \"countenance\", \"covey\", \"cow\", \"craft\", \"cricket\", \"crusoe\", \"customer\", \"cyprian\", \"daughter\", \"daughter\", \"daughter\", \"daughter\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"daylight\", \"dear\", \"dear\", \"dear\", \"dear\", \"deer\", \"degree\", \"delusion\", \"desirable\", \"deter\", \"devil\", \"devonshire\", \"die\", \"die\", \"die\", \"die\", \"die\", \"difficult\", \"digression\", \"dinner\", \"dinner\", \"dinner\", \"direction\", \"disappointed\", \"distinct\", \"distinct\", \"distinct\", \"distinctly\", \"doctor\", \"doctrine\", \"doctrine\", \"doctrine\", \"doctrine\", \"document\", \"dod\", \"dog\", \"dog\", \"dog\", \"doing\", \"domination\", \"down\", \"dragonnade\", \"drift\", \"drown\", \"drunk\", \"drunkard\", \"drunken\", \"dutch\", \"dutch\", \"ecclesiastical\", \"ecclesiastical\", \"ecclesiastical\", \"edit\", \"edition\", \"edition\", \"edition\", \"edmund\", \"el_nathan\", \"emery\", \"employment\", \"enlarged\", \"entail\", \"erasmus\", \"erect\", \"error\", \"error\", \"european\", \"exactly\", \"exactly\", \"exactly\", \"exertion\", \"experienced\", \"eye\", \"eye\", \"eye\", \"eye\", \"faintly\", \"farm\", \"farm\", \"farmer\", \"farmer\", \"fearful\", \"feast\", \"feel\", \"feel\", \"feel\", \"feel\", \"feel\", \"feel\", \"fellowship\", \"fellowship\", \"fellowship\", \"fellowship\", \"fever\", \"find\", \"find\", \"find\", \"find\", \"find\", \"find\", \"find\", \"finish\", \"fire\", \"fire\", \"fire\", \"fire\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"first\", \"flint\", \"fold\", \"fold\", \"foreigner\", \"forenoon\", \"forgotten\", \"form\", \"form\", \"form\", \"form\", \"fraud\", \"fresh\", \"fresh\", \"fresh\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"friend\", \"frozen\", \"gather\", \"gather\", \"gather\", \"gather\", \"george_muller\", \"german\", \"german\", \"get\", \"get\", \"get\", \"get\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"glare\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"go\", \"godsaye\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"gospel\", \"gospel\", \"gospel\", \"grape\", \"great\", \"great\", \"great\", \"great\", \"great\", \"great\", \"great\", \"greenwood\", \"greet\", \"greet\", \"grinder\", \"grove\", \"grove\", \"happy\", \"happy\", \"happy\", \"happy\", \"happy\", \"haul\", \"hear\", \"hear\", \"hear\", \"hear\", \"hear\", \"hear\", \"hear\", \"hearer\", \"hearer\", \"hearing\", \"hearty\", \"heb\", \"hedge\", \"hell\", \"heraclide\", \"history\", \"history\", \"history\", \"history\", \"hitherto\", \"home\", \"home\", \"home\", \"home\", \"home\", \"horse\", \"horse\", \"horse\", \"horse\", \"hull\", \"husband\", \"husband\", \"hush\", \"ice\", \"ice\", \"idea\", \"ignorance\", \"ignorance\", \"ignorance\", \"ignorance\", \"ignorance\", \"immortal\", \"important\", \"important\", \"important\", \"important\", \"important\", \"impossibility\", \"impression\", \"impression\", \"impression\", \"impression\", \"increase\", \"increase\", \"increase\", \"indian\", \"indifference\", \"infinite\", \"inform\", \"inning\", \"instrument\", \"introduce\", \"introduce\", \"invention\", \"jahrhundert\", \"japanese\", \"joy\", \"joy\", \"joy\", \"joy\", \"kake\", \"key\", \"know\", \"know\", \"know\", \"know\", \"know\", \"know\", \"know\", \"labour\", \"labour\", \"labour\", \"labour\", \"lady\", \"lady\", \"lady\", \"lake\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"leading\", \"learn\", \"learn\", \"learn\", \"learn\", \"learn\", \"learn\", \"learn\", \"leather\", \"leather\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"lecture\", \"lecture\", \"length\", \"length\", \"length\", \"letter\", \"letter\", \"letter\", \"letter\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"life\", \"lifeless\", \"little\", \"little\", \"little\", \"little\", \"little\", \"little\", \"little_girl\", \"little_girl\", \"load\", \"load\", \"load\", \"logic\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"love\", \"love\", \"love\", \"love\", \"love\", \"luffe\", \"mackay\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"make\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"man\", \"manichaean\", \"mankind\", \"manual\", \"manufacturer\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"many\", \"maskepetoon\", \"match\", \"meat\", \"meat\", \"meddle\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"mein\", \"mennonite\", \"mercy\", \"mercy\", \"mercy\", \"mercy\", \"midstream\", \"mile\", \"mile\", \"mile\", \"miner\", \"minor\", \"mirth\", \"misery\", \"misery\", \"missionary\", \"missionary\", \"missionary\", \"missionary\", \"missionary\", \"mistress\", \"moccasin\", \"mohammedanism\", \"montanist\", \"morning\", \"morning\", \"morning\", \"morning\", \"morning\", \"morning\", \"morrow\", \"mother\", \"mother\", \"mother\", \"mother\", \"mourn\", \"movement\", \"movement\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"much\", \"multiply\", \"munster\", \"name\", \"name\", \"name\", \"name\", \"name\", \"name\", \"narrate\", \"native\", \"native\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"neesima\", \"neighbouring\", \"nestorian\", \"nestorius\", \"never\", \"never\", \"never\", \"never\", \"never\", \"never\", \"newcastle\", \"night\", \"night\", \"night\", \"night\", \"nightly\", \"nourish\", \"novatian\", \"objection\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"old\", \"orphanage\", \"outside\", \"overwhelmed\", \"pale\", \"pardon\", \"parent\", \"parent\", \"parent\", \"parent\", \"parish\", \"parish\", \"part\", \"part\", \"part\", \"part\", \"part\", \"part\", \"partridge\", \"payment\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"period\", \"period\", \"period\", \"period\", \"permission\", \"persistence\", \"physician\", \"physician\", \"pinch\", \"placard\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"plain\", \"plain\", \"plain\", \"plan\", \"plan\", \"plate\", \"play\", \"play\", \"play\", \"playmate\", \"poem\", \"poem\", \"political\", \"poor\", \"poor\", \"poor\", \"poor\", \"poor\", \"poor\", \"possibility\", \"pottery\", \"pound\", \"pound\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"practical\", \"praise\", \"praise\", \"praise\", \"praise\", \"pray\", \"pray\", \"pray\", \"pray\", \"pray\", \"pray\", \"prayer\", \"prayer\", \"prayer\", \"prayer\", \"prayer\", \"prayer\", \"preach\", \"preach\", \"preach\", \"preach\", \"preach\", \"preach\", \"preaching\", \"preaching\", \"preaching\", \"preparatory\", \"present\", \"present\", \"present\", \"present\", \"present\", \"present\", \"president\", \"previous\", \"previous\", \"previous\", \"previous\", \"primitive\", \"primitive\", \"principle\", \"priscillian\", \"promise\", \"promise\", \"promise\", \"promise\", \"promise\", \"prophet\", \"provision\", \"provision\", \"public\", \"push\", \"read\", \"read\", \"read\", \"read\", \"read\", \"read\", \"read\", \"real\", \"realise\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"reckless\", \"recollection\", \"refer\", \"refer\", \"refer\", \"refer\", \"reference\", \"reference\", \"reform\", \"reform\", \"reformation\", \"reformer\", \"reformirten\", \"relic\", \"reorganize\", \"republican\", \"reverse\", \"review\", \"revival\", \"revival\", \"revival\", \"river\", \"river\", \"roman\", \"roman\", \"roman_empire\", \"roman_empire\", \"romantic\", \"sailor\", \"salute\", \"save\", \"save\", \"save\", \"save\", \"save\", \"save\", \"say\", \"say\", \"say\", \"say\", \"say\", \"say\", \"scanderoon\", \"scarborough\", \"score\", \"scottish\", \"scripture\", \"scripture\", \"scripture\", \"scripture\", \"scripture\", \"scripture\", \"sect\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"selection\", \"sell\", \"sell\", \"sell\", \"sell\", \"send\", \"send\", \"send\", \"send\", \"send\", \"send\", \"send\", \"sermon\", \"sermon\", \"sermon\", \"sermon\", \"service\", \"service\", \"service\", \"service\", \"sharer\", \"sheffield\", \"ship\", \"ship\", \"ship\", \"shrub\", \"sickness\", \"sickness\", \"side\", \"side\", \"siege\", \"sincere\", \"sister\", \"sister\", \"sister_abigail\", \"sit\", \"sit\", \"sit\", \"sit\", \"sit\", \"sit\", \"slave\", \"sle\", \"sled\", \"slight\", \"slowly\", \"snow\", \"soldier\", \"soldier\", \"solemnity\", \"sometimesmore\", \"song\", \"song\", \"soon\", \"soon\", \"soon\", \"soon\", \"soon\", \"soon\", \"sorrow\", \"soul\", \"soul\", \"soul\", \"soul\", \"soul\", \"southport\", \"sovereignty\", \"sow\", \"spake\", \"spend\", \"spend\", \"spend\", \"spend\", \"spend\", \"statute\", \"steam\", \"steel\", \"step\", \"step\", \"stoney\", \"storm\", \"storm\", \"storm\", \"strikingly\", \"stundist\", \"substitute\", \"sunday_school\", \"sunday_school\", \"supper\", \"supper\", \"sustenance\", \"sword\", \"sword\", \"sword\", \"syllogism\", \"synod\", \"syrian\", \"syrian\", \"table\", \"table\", \"table\", \"table\", \"table\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"take\", \"talk\", \"talk\", \"talk\", \"talk\", \"tarry\", \"teacher\", \"teacher\", \"teacher\", \"teacher\", \"teacher\", \"teaching\", \"teaching\", \"tease\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"tell\", \"temper\", \"temporal\", \"temporal\", \"tent\", \"terminu\", \"testing\", \"thankfulness\", \"thesis\", \"thing\", \"thing\", \"thing\", \"thing\", \"thing\", \"thing\", \"think\", \"think\", \"think\", \"think\", \"think\", \"think\", \"thither\", \"three_brother\", \"threshing\", \"ticket\", \"timber\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"tinder\", \"torment\", \"townsend\", \"tract\", \"tract\", \"tract\", \"trail\", \"trail\", \"translate\", \"translation\", \"translation\", \"translator\", \"travel\", \"travel\", \"tried\", \"trip\", \"trip\", \"truly\", \"truly\", \"truly\", \"truly\", \"truth\", \"truth\", \"truth\", \"truth\", \"truth\", \"truth\", \"truthful\", \"turkish\", \"turn\", \"turn\", \"turn\", \"turn\", \"turn\", \"unsuited\", \"upper\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"utter\", \"valley\", \"verse\", \"version\", \"village\", \"village\", \"village\", \"village\", \"village\", \"vision\", \"visit\", \"visit\", \"visit\", \"visit\", \"visit\", \"visit\", \"visit\", \"vulgar\", \"waggon\", \"waldense\", \"warn\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"way\", \"weak\", \"well\", \"well\", \"well\", \"well\", \"well\", \"well\", \"west\", \"western\", \"western\", \"whip\", \"whitefish_lake\", \"wholly\", \"whomsoever\", \"wicked\", \"wicket\", \"widow\", \"widow\", \"wiedertaufer\", \"wife\", \"wife\", \"wife\", \"wife\", \"wife\", \"wisdom\", \"wondrous\", \"wondrously\", \"wood\", \"wood\", \"wool\", \"word\", \"word\", \"word\", \"word\", \"word\", \"word\", \"word\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"worse\", \"wretchedness\", \"write\", \"write\", \"write\", \"write\", \"write\", \"write\", \"writing\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"young\", \"young\", \"young\", \"young\", \"young\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [18, 8, 7, 10, 15, 5, 16, 9, 2, 17, 19, 11, 4, 14, 12, 3, 6, 13, 20, 1]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el26151407023191387683998279433\", ldavis_el26151407023191387683998279433_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el26151407023191387683998279433\", ldavis_el26151407023191387683998279433_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el26151407023191387683998279433\", ldavis_el26151407023191387683998279433_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "17     0.111713  0.023957       1        1  53.875370\n",
       "7      0.199321  0.026097       2        1  12.675807\n",
       "6      0.226306 -0.001079       3        1   8.371068\n",
       "9      0.108618  0.175642       4        1   8.322367\n",
       "14     0.177406 -0.031831       5        1   7.816898\n",
       "4      0.036650 -0.212878       6        1   5.626611\n",
       "15     0.107174 -0.062591       7        1   3.212859\n",
       "8     -0.062763 -0.022092       8        1   0.086917\n",
       "1     -0.053366  0.006035       9        1   0.001093\n",
       "16    -0.070441  0.010751      10        1   0.001039\n",
       "18    -0.069299  0.009352      11        1   0.001028\n",
       "10    -0.077140  0.007018      12        1   0.000994\n",
       "3     -0.076022  0.008189      13        1   0.000993\n",
       "13    -0.076079  0.010392      14        1   0.000993\n",
       "11    -0.076909  0.009309      15        1   0.000993\n",
       "2     -0.080275  0.008495      16        1   0.000993\n",
       "5     -0.080494  0.008770      17        1   0.000993\n",
       "12    -0.080385  0.009249      18        1   0.000993\n",
       "19    -0.082181  0.009050      19        1   0.000993\n",
       "0     -0.081834  0.008166      20        1   0.000993, topic_info=    Category        Freq        Term       Total  loglift  logprob\n",
       "739  Default  251.000000         say  251.000000  30.0000  30.0000\n",
       "384  Default  244.000000          go  244.000000  29.0000  29.0000\n",
       "163  Default  206.000000        come  206.000000  28.0000  28.0000\n",
       "518  Default  206.000000        make  206.000000  27.0000  27.0000\n",
       "149  Default   83.000000      church   83.000000  26.0000  26.0000\n",
       "..       ...         ...         ...         ...      ...      ...\n",
       "509  Topic20    0.000077        love   72.029510  -2.2261  -8.1417\n",
       "111  Topic20    0.000075        call   60.680920  -2.0774  -8.1645\n",
       "550  Topic20    0.000074  missionary   51.956421  -1.9449  -8.1872\n",
       "328  Topic20    0.000075        feel   64.937836  -2.1571  -8.1764\n",
       "881  Topic20    0.000075       thing   90.900757  -2.4810  -8.1640\n",
       "\n",
       "[1416 rows x 6 columns], token_table=      Topic      Freq         Term\n",
       "term                              \n",
       "979       1  0.803365    abatement\n",
       "1920      3  0.990402        abbie\n",
       "4775      5  0.824299  accommodate\n",
       "10        1  0.362556      account\n",
       "10        2  0.145022      account\n",
       "...     ...       ...          ...\n",
       "977       1  0.626402        young\n",
       "977       2  0.214295        young\n",
       "977       3  0.082421        young\n",
       "977       4  0.049453        young\n",
       "977       5  0.032969        young\n",
       "\n",
       "[1201 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[18, 8, 7, 10, 15, 5, 16, 9, 2, 17, 19, 11, 4, 14, 12, 3, 6, 13, 20, 1])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualize the topics\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lets build the lda mallet model to improve on our lda model\n",
    "mallet_path = 'mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, num_topics=20, id2word=id2word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(17,\n",
      "  [('young', 0.03330068560235064),\n",
      "   ('friend', 0.02840352595494613),\n",
      "   ('read', 0.023506366307541625),\n",
      "   ('country', 0.023506366307541625),\n",
      "   ('write', 0.02056807051909892),\n",
      "   ('chapter', 0.019588638589618023),\n",
      "   ('high', 0.01860920666013712),\n",
      "   ('school', 0.01762977473065622),\n",
      "   ('eye', 0.015670910871694418),\n",
      "   ('knowledge', 0.015670910871694418)]),\n",
      " (9,\n",
      "  [('impression', 0.036671368124118475),\n",
      "   ('match', 0.02679830747531735),\n",
      "   ('end', 0.022566995768688293),\n",
      "   ('cricket', 0.022566995768688293),\n",
      "   ('wicket', 0.021156558533145273),\n",
      "   ('play', 0.019746121297602257),\n",
      "   ('score', 0.018335684062059238),\n",
      "   ('beat', 0.01692524682651622),\n",
      "   ('throw', 0.01692524682651622),\n",
      "   ('win', 0.014104372355430184)]),\n",
      " (13,\n",
      "  [('service', 0.02774694783573807),\n",
      "   ('poor', 0.0244173140954495),\n",
      "   ('labour', 0.023307436182019976),\n",
      "   ('village', 0.021087680355160933),\n",
      "   ('hear', 0.021087680355160933),\n",
      "   ('result', 0.01997780244173141),\n",
      "   ('gospel', 0.018867924528301886),\n",
      "   ('power', 0.017758046614872364),\n",
      "   ('mile', 0.016648168701442843),\n",
      "   ('step', 0.016648168701442843)]),\n",
      " (6,\n",
      "  [('important', 0.022975929978118162),\n",
      "   ('river', 0.019693654266958426),\n",
      "   ('steam', 0.01312910284463895),\n",
      "   ('subject', 0.01312910284463895),\n",
      "   ('present', 0.012035010940919038),\n",
      "   ('school', 0.010940919037199124),\n",
      "   ('teach', 0.010940919037199124),\n",
      "   ('enable', 0.010940919037199124),\n",
      "   ('faith', 0.010940919037199124),\n",
      "   ('circumstance', 0.010940919037199124)]),\n",
      " (8,\n",
      "  [('dog', 0.042391304347826085),\n",
      "   ('home', 0.03369565217391304),\n",
      "   ('camp', 0.02826086956521739),\n",
      "   ('night', 0.02608695652173913),\n",
      "   ('indian', 0.020652173913043477),\n",
      "   ('meat', 0.017391304347826087),\n",
      "   ('man', 0.016304347826086956),\n",
      "   ('sled', 0.016304347826086956),\n",
      "   ('fire', 0.015217391304347827),\n",
      "   ('turn', 0.015217391304347827)]),\n",
      " (14,\n",
      "  [('year', 0.03412462908011869),\n",
      "   ('soldier', 0.03412462908011869),\n",
      "   ('remember', 0.019287833827893175),\n",
      "   ('home', 0.017804154302670624),\n",
      "   ('part', 0.016320474777448073),\n",
      "   ('car', 0.016320474777448073),\n",
      "   ('sign', 0.01483679525222552),\n",
      "   ('foot', 0.01483679525222552),\n",
      "   ('face', 0.011869436201780416),\n",
      "   ('war', 0.011869436201780416)]),\n",
      " (10,\n",
      "  [('hand', 0.0362087326943557),\n",
      "   ('place', 0.03514376996805112),\n",
      "   ('day', 0.03407880724174654),\n",
      "   ('leave', 0.026624068157614485),\n",
      "   ('receive', 0.024494142705005325),\n",
      "   ('fact', 0.022364217252396165),\n",
      "   ('hope', 0.021299254526091587),\n",
      "   ('water', 0.019169329073482427),\n",
      "   ('church', 0.019169329073482427),\n",
      "   ('feel', 0.01810436634717785)]),\n",
      " (0,\n",
      "  [('learn', 0.03615279672578445),\n",
      "   ('world', 0.030695770804911322),\n",
      "   ('thought', 0.02592087312414734),\n",
      "   ('back', 0.023874488403819918),\n",
      "   ('leave', 0.023874488403819918),\n",
      "   ('boy', 0.021828103683492497),\n",
      "   ('life', 0.020463847203274217),\n",
      "   ('family', 0.018417462482946793),\n",
      "   ('care', 0.017735334242837655),\n",
      "   ('house', 0.017053206002728513)]),\n",
      " (1,\n",
      "  [('mind', 0.029940119760479042),\n",
      "   ('missionary', 0.029940119760479042),\n",
      "   ('turn', 0.02035928143712575),\n",
      "   ('road', 0.02035928143712575),\n",
      "   ('attack', 0.017964071856287425),\n",
      "   ('arrive', 0.016766467065868262),\n",
      "   ('order', 0.015568862275449102),\n",
      "   ('mission', 0.015568862275449102),\n",
      "   ('slave', 0.01437125748502994),\n",
      "   ('back', 0.01437125748502994)]),\n",
      " (19,\n",
      "  [('work', 0.05196850393700787),\n",
      "   ('love', 0.04409448818897638),\n",
      "   ('day', 0.04094488188976378),\n",
      "   ('pray', 0.04094488188976378),\n",
      "   ('save', 0.03228346456692913),\n",
      "   ('joy', 0.029133858267716535),\n",
      "   ('happy', 0.027559055118110236),\n",
      "   ('die', 0.02283464566929134),\n",
      "   ('sin', 0.02283464566929134),\n",
      "   ('feel', 0.02125984251968504)])]\n",
      "\n",
      "Coherence Score:  0.38815847299483563\n"
     ]
    }
   ],
   "source": [
    "#show topics of updated mallet model\n",
    "pprint(ldamallet.show_topics(formatted= False))\n",
    "\n",
    "\n",
    "# Compute Coherence Score\n",
    "coherence_model_ldamallet = CoherenceModel(model=ldamallet, texts=data_lemmatized, dictionary=id2word, coherence='c_v')\n",
    "coherence_ldamallet = coherence_model_ldamallet.get_coherence()\n",
    "print('\\nCoherence Score: ', coherence_ldamallet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Coherence score got updated to 0.39 from 0.34"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Finding optimal number of topics from LDA\n",
    "\n",
    "def compute_coherence_values(dictionary, corpus, texts, limit, start=2, step=3):\n",
    "    coherence_values = []\n",
    "    model_list = []\n",
    "    for num_topics in range(start, limit, step):\n",
    "        model = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, num_topics=num_topics, id2word=id2word)\n",
    "        model_list.append(model)\n",
    "        coherencemodel = CoherenceModel(model=model, texts=texts, dictionary=dictionary, coherence='c_v')\n",
    "        coherence_values.append(coherencemodel.get_coherence())\n",
    "\n",
    "    return model_list, coherence_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_list, coherence_values = compute_coherence_values(dictionary=id2word, corpus=corpus, texts=data_lemmatized, start=2, limit=40, step=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show graph\n",
    "limit=40; start=2; step=6;\n",
    "x = range(start, limit, step)\n",
    "plt.plot(x, coherence_values)\n",
    "plt.xlabel(\"Num Topics\")\n",
    "plt.ylabel(\"Coherence score\")\n",
    "plt.legend((\"coherence_values\"), loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Number of topics as 20 gives us the highest coherence score hence we will stick with it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0,\n",
      "  '0.046*\"great\" + 0.044*\"send\" + 0.044*\"thing\" + 0.041*\"bring\" + 0.035*\"feel\" '\n",
      "  '+ 0.019*\"morning\" + 0.019*\"return\" + 0.017*\"desire\" + 0.016*\"age\" + '\n",
      "  '0.016*\"page\"'),\n",
      " (1,\n",
      "  '0.058*\"life\" + 0.041*\"missionary\" + 0.024*\"carry\" + 0.023*\"story\" + '\n",
      "  '0.019*\"meeting\" + 0.018*\"young\" + 0.015*\"order\" + 0.015*\"line\" + '\n",
      "  '0.014*\"live\" + 0.013*\"service\"'),\n",
      " (2,\n",
      "  '0.037*\"pray\" + 0.032*\"joy\" + 0.031*\"soul\" + 0.026*\"convert\" + 0.025*\"save\" '\n",
      "  '+ 0.022*\"praise\" + 0.020*\"night\" + 0.020*\"happy\" + 0.020*\"conversion\" + '\n",
      "  '0.019*\"seek\"'),\n",
      " (3,\n",
      "  '0.117*\"church\" + 0.023*\"form\" + 0.022*\"increase\" + 0.021*\"reformation\" + '\n",
      "  '0.016*\"scripture\" + 0.013*\"refer\" + 0.013*\"translate\" + 0.012*\"information\" '\n",
      "  '+ 0.012*\"translation\" + 0.012*\"event\"'),\n",
      " (4,\n",
      "  '0.030*\"power\" + 0.030*\"poor\" + 0.023*\"truth\" + 0.019*\"labour\" + '\n",
      "  '0.019*\"service\" + 0.017*\"gospel\" + 0.016*\"result\" + 0.012*\"lead\" + '\n",
      "  '0.012*\"hear\" + 0.011*\"village\"'),\n",
      " (5,\n",
      "  '0.043*\"night\" + 0.037*\"time\" + 0.028*\"make\" + 0.018*\"small\" + '\n",
      "  '0.018*\"travel\" + 0.017*\"country\" + 0.017*\"ground\" + 0.016*\"big\" + '\n",
      "  '0.015*\"foot\" + 0.014*\"good\"'),\n",
      " (6,\n",
      "  '0.029*\"friend\" + 0.028*\"young\" + 0.025*\"write\" + 0.019*\"country\" + '\n",
      "  '0.019*\"letter\" + 0.018*\"read\" + 0.018*\"language\" + 0.018*\"family\" + '\n",
      "  '0.017*\"knowledge\" + 0.017*\"school\"'),\n",
      " (7,\n",
      "  '0.047*\"arnot\" + 0.027*\"reach\" + 0.027*\"time\" + 0.020*\"native\" + '\n",
      "  '0.019*\"work\" + 0.018*\"road\" + 0.017*\"free\" + 0.016*\"waggon\" + '\n",
      "  '0.015*\"mission\" + 0.015*\"letter\"'),\n",
      " (8,\n",
      "  '0.068*\"day\" + 0.053*\"make\" + 0.052*\"man\" + 0.040*\"people\" + 0.034*\"year\" + '\n",
      "  '0.027*\"write\" + 0.026*\"brother\" + 0.021*\"pass\" + 0.019*\"put\" + '\n",
      "  '0.018*\"give\"'),\n",
      " (9,\n",
      "  '0.076*\"mother\" + 0.046*\"child\" + 0.040*\"dear\" + 0.033*\"prayer\" + '\n",
      "  '0.020*\"abbie\" + 0.019*\"great\" + 0.017*\"die\" + 0.017*\"daughter\" + '\n",
      "  '0.016*\"year\" + 0.015*\"talk\"'),\n",
      " (10,\n",
      "  '0.048*\"preach\" + 0.038*\"word\" + 0.033*\"find\" + 0.026*\"chapter\" + '\n",
      "  '0.025*\"lead\" + 0.020*\"meet\" + 0.020*\"soul\" + 0.020*\"read\" + 0.020*\"case\" + '\n",
      "  '0.020*\"prayer\"'),\n",
      " (11,\n",
      "  '0.047*\"home\" + 0.039*\"back\" + 0.028*\"house\" + 0.028*\"hand\" + 0.022*\"part\" + '\n",
      "  '0.020*\"open\" + 0.018*\"head\" + 0.018*\"fall\" + 0.016*\"move\" + 0.015*\"tree\"'),\n",
      " (12,\n",
      "  '0.032*\"thing\" + 0.028*\"run\" + 0.025*\"impression\" + 0.025*\"horse\" + '\n",
      "  '0.025*\"match\" + 0.021*\"cricket\" + 0.019*\"great\" + 0.019*\"wicket\" + '\n",
      "  '0.017*\"good\" + 0.017*\"score\"'),\n",
      " (13,\n",
      "  '0.067*\"history\" + 0.038*\"make\" + 0.035*\"die\" + 0.032*\"chapter\" + '\n",
      "  '0.029*\"account\" + 0.029*\"book\" + 0.017*\"break\" + 0.015*\"character\" + '\n",
      "  '0.015*\"valuable\" + 0.014*\"spread\"'),\n",
      " (14,\n",
      "  '0.054*\"man\" + 0.054*\"find\" + 0.044*\"make\" + 0.029*\"turn\" + 0.029*\"great\" + '\n",
      "  '0.024*\"place\" + 0.019*\"leave\" + 0.018*\"day\" + 0.018*\"wife\" + '\n",
      "  '0.016*\"companion\"'),\n",
      " (15,\n",
      "  '0.044*\"dog\" + 0.033*\"day\" + 0.030*\"camp\" + 0.022*\"indian\" + 0.022*\"horse\" + '\n",
      "  '0.021*\"fire\" + 0.019*\"mile\" + 0.019*\"home\" + 0.018*\"meat\" + 0.017*\"sled\"'),\n",
      " (16,\n",
      "  '0.062*\"time\" + 0.062*\"work\" + 0.044*\"give\" + 0.033*\"life\" + 0.031*\"love\" + '\n",
      "  '0.026*\"good\" + 0.026*\"call\" + 0.026*\"begin\" + 0.025*\"long\" + 0.025*\"hear\"'),\n",
      " (17,\n",
      "  '0.067*\"year\" + 0.046*\"leave\" + 0.038*\"learn\" + 0.034*\"boy\" + 0.032*\"place\" '\n",
      "  '+ 0.029*\"world\" + 0.028*\"town\" + 0.028*\"thought\" + 0.024*\"care\" + '\n",
      "  '0.018*\"hold\"'),\n",
      " (18,\n",
      "  '0.023*\"place\" + 0.019*\"present\" + 0.016*\"river\" + 0.016*\"receive\" + '\n",
      "  '0.015*\"subject\" + 0.015*\"steam\" + 0.014*\"plan\" + 0.013*\"fact\" + '\n",
      "  '0.013*\"hope\" + 0.012*\"remain\"'),\n",
      " (19,\n",
      "  '0.032*\"soldier\" + 0.021*\"remember\" + 0.020*\"car\" + 0.016*\"memory\" + '\n",
      "  '0.016*\"face\" + 0.016*\"german\" + 0.014*\"sign\" + 0.014*\"lead\" + 0.011*\"gun\" + '\n",
      "  '0.011*\"american\"')]\n"
     ]
    }
   ],
   "source": [
    "# Select the model and print the topics\n",
    "optimal_model = model_list[3]\n",
    "model_topics = optimal_model.show_topics(formatted=False)\n",
    "pprint(optimal_model.print_topics(num_words=10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Document_No</th>\n",
       "      <th>Dominant_Topic</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Keywords</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.2230</td>\n",
       "      <td>arnot, reach, time, native, work, road, free, ...</td>\n",
       "      <td>ALEXANDER MACKAY MISSIONARY HERO OF UGANDA BY ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.3555</td>\n",
       "      <td>place, present, river, receive, subject, steam...</td>\n",
       "      <td>JOURNAL OF A RESIDENCE AT BAGDAD, DURING THE Y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.3501</td>\n",
       "      <td>preach, word, find, chapter, lead, meet, soul,...</td>\n",
       "      <td>Printed in Hong Kong by THE EMPIRE PRINTING CO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.4038</td>\n",
       "      <td>mother, child, dear, prayer, abbie, great, die...</td>\n",
       "      <td>SISTER ABIGAIL (ABIGAIL TOWNSEND LUFFE) BY CLA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.3949</td>\n",
       "      <td>church, form, increase, reformation, scripture...</td>\n",
       "      <td>THE PILGRIM CHURCH BEING SOME ACCOUNT OF THE C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.2206</td>\n",
       "      <td>arnot, reach, time, native, work, road, free, ...</td>\n",
       "      <td>THE LIFE &amp; EXPLORATIONS OF FREDERICK STANLEY A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.3099</td>\n",
       "      <td>pray, joy, soul, convert, save, praise, night,...</td>\n",
       "      <td>THE KING’S SON; OR, A MEMOIR OF BILLY BRAY. TH...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.2522</td>\n",
       "      <td>soldier, remember, car, memory, face, german, ...</td>\n",
       "      <td>Dedicated to the memory of General George S. B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.3618</td>\n",
       "      <td>friend, young, write, country, letter, read, l...</td>\n",
       "      <td>A SKETCH OF THE LIFE OF REV. JOSEPH HARDY NEES...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2694</td>\n",
       "      <td>life, missionary, carry, story, meeting, young...</td>\n",
       "      <td>DAN CRAWFORD OF LUANZA Missionary Pioneers Who...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Document_No  Dominant_Topic  Topic_Perc_Contrib  \\\n",
       "0            0             7.0              0.2230   \n",
       "1            1            18.0              0.3555   \n",
       "2            2            10.0              0.3501   \n",
       "3            3             9.0              0.4038   \n",
       "4            4             3.0              0.3949   \n",
       "5            5             7.0              0.2206   \n",
       "6            6             2.0              0.3099   \n",
       "7            7            19.0              0.2522   \n",
       "8            8             6.0              0.3618   \n",
       "9            9             1.0              0.2694   \n",
       "\n",
       "                                            Keywords  \\\n",
       "0  arnot, reach, time, native, work, road, free, ...   \n",
       "1  place, present, river, receive, subject, steam...   \n",
       "2  preach, word, find, chapter, lead, meet, soul,...   \n",
       "3  mother, child, dear, prayer, abbie, great, die...   \n",
       "4  church, form, increase, reformation, scripture...   \n",
       "5  arnot, reach, time, native, work, road, free, ...   \n",
       "6  pray, joy, soul, convert, save, praise, night,...   \n",
       "7  soldier, remember, car, memory, face, german, ...   \n",
       "8  friend, young, write, country, letter, read, l...   \n",
       "9  life, missionary, carry, story, meeting, young...   \n",
       "\n",
       "                                                Text  \n",
       "0  ALEXANDER MACKAY MISSIONARY HERO OF UGANDA BY ...  \n",
       "1  JOURNAL OF A RESIDENCE AT BAGDAD, DURING THE Y...  \n",
       "2  Printed in Hong Kong by THE EMPIRE PRINTING CO...  \n",
       "3  SISTER ABIGAIL (ABIGAIL TOWNSEND LUFFE) BY CLA...  \n",
       "4  THE PILGRIM CHURCH BEING SOME ACCOUNT OF THE C...  \n",
       "5  THE LIFE & EXPLORATIONS OF FREDERICK STANLEY A...  \n",
       "6  THE KING’S SON; OR, A MEMOIR OF BILLY BRAY. TH...  \n",
       "7  Dedicated to the memory of General George S. B...  \n",
       "8  A SKETCH OF THE LIFE OF REV. JOSEPH HARDY NEES...  \n",
       "9  DAN CRAWFORD OF LUANZA Missionary Pioneers Who...  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets find the dominant topic in each sentence\n",
    "\n",
    "def format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    # Init output\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    # Get main topic in each document\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        # Get the Dominant topic, Perc Contribution and Keywords for each document\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    # Add original text to the end of the output\n",
    "    contents = pd.Series(texts)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "\n",
    "df_topic_sents_keywords = format_topics_sentences(ldamodel=optimal_model, corpus=corpus, texts=data)\n",
    "\n",
    "# Format\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']\n",
    "\n",
    "# Show\n",
    "df_dominant_topic.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Keywords</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2694</td>\n",
       "      <td>life, missionary, carry, story, meeting, young...</td>\n",
       "      <td>DAN CRAWFORD OF LUANZA Missionary Pioneers Who...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.3099</td>\n",
       "      <td>pray, joy, soul, convert, save, praise, night,...</td>\n",
       "      <td>THE KING’S SON; OR, A MEMOIR OF BILLY BRAY. TH...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.3949</td>\n",
       "      <td>church, form, increase, reformation, scripture...</td>\n",
       "      <td>THE PILGRIM CHURCH BEING SOME ACCOUNT OF THE C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.3252</td>\n",
       "      <td>power, poor, truth, labour, service, gospel, r...</td>\n",
       "      <td>RECOLLECTIONS OF AN EVANGELIST; or, INCIDENTS ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.3618</td>\n",
       "      <td>friend, young, write, country, letter, read, l...</td>\n",
       "      <td>A SKETCH OF THE LIFE OF REV. JOSEPH HARDY NEES...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Topic_Num  Topic_Perc_Contrib  \\\n",
       "0        1.0              0.2694   \n",
       "1        2.0              0.3099   \n",
       "2        3.0              0.3949   \n",
       "3        4.0              0.3252   \n",
       "4        6.0              0.3618   \n",
       "\n",
       "                                            Keywords  \\\n",
       "0  life, missionary, carry, story, meeting, young...   \n",
       "1  pray, joy, soul, convert, save, praise, night,...   \n",
       "2  church, form, increase, reformation, scripture...   \n",
       "3  power, poor, truth, labour, service, gospel, r...   \n",
       "4  friend, young, write, country, letter, read, l...   \n",
       "\n",
       "                                                Text  \n",
       "0  DAN CRAWFORD OF LUANZA Missionary Pioneers Who...  \n",
       "1  THE KING’S SON; OR, A MEMOIR OF BILLY BRAY. TH...  \n",
       "2  THE PILGRIM CHURCH BEING SOME ACCOUNT OF THE C...  \n",
       "3  RECOLLECTIONS OF AN EVANGELIST; or, INCIDENTS ...  \n",
       "4  A SKETCH OF THE LIFE OF REV. JOSEPH HARDY NEES...  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Find most representative document for each topic\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(1)], \n",
    "                                            axis=0)\n",
    "\n",
    "# Reset Index    \n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "# Format\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\"]\n",
    "\n",
    "# Show\n",
    "sent_topics_sorteddf_mallet.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lets find the subthemes in the documents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 0.04901960784313723),\n",
       " (1, 0.04901960784313723),\n",
       " (2, 0.04901960784313723),\n",
       " (3, 0.04901960784313723),\n",
       " (4, 0.04901960784313723),\n",
       " (5, 0.04901960784313723),\n",
       " (6, 0.04901960784313723),\n",
       " (7, 0.04901960784313723),\n",
       " (8, 0.04901960784313723),\n",
       " (9, 0.06644880174291937),\n",
       " (10, 0.05119825708061),\n",
       " (11, 0.04901960784313723),\n",
       " (12, 0.04901960784313723),\n",
       " (13, 0.04901960784313723),\n",
       " (14, 0.04901960784313723),\n",
       " (15, 0.04901960784313723),\n",
       " (16, 0.04901960784313723),\n",
       " (17, 0.04901960784313723),\n",
       " (18, 0.04901960784313723),\n",
       " (19, 0.04901960784313723)]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lets see the percentage of topics the document is all about\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "\n",
    "stop_words = set(stopwords.words('english'))\n",
    "\n",
    "new_text1 = 'Answered prayer'\n",
    "tokens = [token for token in nltk.tokenize.word_tokenize(new_text.lower()) if token not in stop_words]\n",
    "optimal_model[id2word.doc2bow(tokens)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#This phrase appears less than one percent in all of the topics in the document\n",
    "#Hence we can say that the words are discussed in the documents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}