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@anshulkgupta93
Last active December 31, 2021 19:39
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Text mining (Tokenization, Stemming, Word Similarity,Word Association, WordCloud) with Python
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/anshul/data/text\n"
]
}
],
"source": [
"cd /home/anshul/data/text"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Text Mining in Python with NLTK\n",
"#### _Determing all documents in the directory_"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"austen-sense.txt\n",
"austen-persuasion.txt\n",
"bible-kjv.txt\n",
"austen-emma.txt\n"
]
}
],
"source": [
"import glob\n",
"for files in glob.glob(\"*.txt\"):\n",
" print files "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def textReader(fname):\n",
" doc=open(fname,'rb')\n",
" document = ' '.join(line.decode('utf-8').strip() for line in doc.readlines())\n",
" return document"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Iterating over all Documents_"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"documents=[]\n",
"for files in glob.glob(\"*.txt\"):\n",
" documents.append(textReader(files))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Tokenizing_"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from nltk.tokenize import RegexpTokenizer\n",
"nltk_tokenizer=RegexpTokenizer(r'\\w+')\n",
"\n",
"\n",
"for index,document in enumerate(documents):\n",
" documents[index]= nltk_tokenizer.tokenize(document)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Removing stop words from corpus_"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from nltk.corpus import stopwords\n",
"stop_words=set(stopwords.words(\"english\"))\n",
"for index,document in enumerate(documents):\n",
" documents[index]=[w for w in document if w not in stop_words ]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Stemming and convertng each word to lowercase_"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nltk.stem import PorterStemmer\n",
"ps=PorterStemmer()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"all_words=[]\n",
"for index,document in enumerate(documents):\n",
" documents[index]=map(lambda x: ps.stem(x).lower(),document)\n",
" all_words= all_words + documents[index]\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[u'sen', u'sensibl', u'jane', u'austen', u'1811', u'chapter', u'1', u'famili', u'dashwood', u'long', u'settl', u'sussex', u'estat', u'larg', u'resid', u'norland', u'park', u'centr', u'properti', u'mani', u'gener', u'live', u'respect', u'manner', u'engag', u'gener', u'good', u'opinion', u'surround', u'acquaint', u'late', u'owner', u'estat', u'singl', u'man', u'live', u'advanc', u'age', u'mani', u'year', u'life', u'constant', u'companion', u'housekeep', u'sister', u'death', u'happen', u'ten', u'year', u'produc', u'great', u'alter', u'home', u'suppli', u'loss', u'invit', u'receiv', u'hou', u'famili', u'nephew', u'mr', u'henri', u'dashwood', u'legal', u'inheritor', u'norland', u'estat', u'person', u'intend', u'bequeath', u'societi', u'nephew', u'niec', u'children', u'old', u'gentleman', u'day', u'comfort', u'spent', u'hi', u'attach', u'increa', u'constant', u'attent', u'mr', u'mr', u'henri', u'dashwood', u'wish', u'proceed', u'mere', u'interest', u'good', u'heart', u'gave', u'everi', u'degr', u'solid', u'comfort', u'age', u'could', u'receiv', u'cheer', u'children', u'ad', u'relish', u'exist', u'former', u'marriag', u'mr', u'henri', u'dashwood', u'one', u'son', u'present', u'ladi', u'three', u'daughter', u'son', u'steadi', u'respect', u'young', u'man', u'ampli', u'provid', u'fortun', u'mother', u'larg', u'half', u'devolv', u'come', u'age', u'marriag', u'likewi', u'happen', u'soon', u'afterward', u'ad', u'wealth', u'therefor', u'success', u'norland', u'estat', u'realli', u'import', u'sister', u'fortun', u'independ', u'might', u'ari', u'father', u'inherit', u'properti', u'could', u'small', u'mother', u'noth', u'father', u'seven', u'thousand', u'pound', u'dispo', u'remain', u'moieti', u'first', u'wife', u'fortun', u'also', u'secur', u'child', u'life', u'interest']\n",
"[u'persua', u'jane', u'austen', u'1818', u'chapter', u'1', u'sir', u'walter', u'elliot', u'kellynch', u'hall', u'somersetshir', u'man', u'amu', u'never', u'took', u'book', u'baronetag', u'found', u'occup', u'idl', u'hour', u'consol', u'distress', u'one', u'faculti', u'rou', u'admir', u'respect', u'contempl', u'limit', u'remnant', u'earliest', u'patent', u'unwelcom', u'sensat', u'ari', u'domest', u'affair', u'chang', u'natur', u'piti', u'contempt', u'turn', u'almost', u'endless', u'creation', u'last', u'centuri', u'everi', u'leaf', u'powerless', u'could', u'read', u'histori', u'interest', u'never', u'fail', u'thi', u'page', u'favourit', u'volum', u'alway', u'open', u'elliot', u'kellynch', u'hall', u'walter', u'elliot', u'born', u'march', u'1', u'1760', u'marri', u'juli', u'15', u'1784', u'elizabeth', u'daughter', u'jame', u'stevenson', u'esq', u'south', u'park', u'counti', u'gloucest', u'ladi', u'die', u'1800', u'issu', u'elizabeth', u'born', u'june', u'1', u'1785', u'ann', u'born', u'august', u'9', u'1787', u'still', u'born', u'son', u'novemb', u'5', u'1789', u'mari', u'born', u'novemb', u'20', u'1791', u'preci', u'paragraph', u'origin', u'stood', u'printer', u'hand', u'sir', u'walter', u'improv', u'ad', u'inform', u'famili', u'word', u'date', u'mari', u'birth', u'marri', u'decemb', u'16', u'1810', u'charl', u'son', u'heir', u'charl', u'musgrov', u'esq', u'uppercross', u'counti', u'somerset', u'insert', u'accur', u'day', u'month', u'lost', u'wife', u'follow', u'histori', u'rise', u'ancient', u'respect', u'famili', u'usual', u'term', u'first', u'settl', u'cheshir', u'mention', u'dugdal', u'serv', u'offic', u'high', u'sheriff', u'repr', u'borough', u'three', u'success', u'parliament', u'exert', u'loyalti', u'digniti', u'baronet', u'first', u'year', u'charl', u'ii', u'mari', u'elizabeth', u'marri', u'form', u'altogeth', u'two', u'handsom', u'duodecimo', u'page', u'conclud', u'arm', u'motto', u'princip', u'seat', u'kellynch', u'hall', u'counti', u'somerset', u'sir', u'walter', u'handwrit', u'final', u'heir', u'presumpt', u'william', u'walter', u'elliot', u'esq', u'great', u'grandson', u'second', u'sir', u'walter']\n",
"[u'king', u'jame', u'bibl', u'old', u'testament', u'king', u'jame', u'bibl', u'first', u'book', u'mose', u'call', u'genesi', u'1', u'1', u'begin', u'god', u'creat', u'heaven', u'earth', u'1', u'2', u'earth', u'without', u'form', u'void', u'dark', u'upon', u'face', u'deep', u'spirit', u'god', u'move', u'upon', u'face', u'water', u'1', u'3', u'god', u'said', u'let', u'light', u'light', u'1', u'4', u'god', u'saw', u'light', u'good', u'god', u'divid', u'light', u'dark', u'1', u'5', u'god', u'call', u'light', u'day', u'dark', u'call', u'night', u'even', u'morn', u'first', u'day', u'1', u'6', u'god', u'said', u'let', u'firmament', u'midst', u'water', u'let', u'divid', u'water', u'water', u'1', u'7', u'god', u'made', u'firmament', u'divid', u'water', u'firmament', u'water', u'firmament', u'1', u'8', u'god', u'call', u'firmament', u'heaven', u'even', u'morn', u'second', u'day', u'1', u'9', u'god', u'said', u'let', u'water', u'heaven', u'gather', u'togeth', u'unto', u'one', u'place', u'let', u'dri', u'land', u'appear', u'1', u'10', u'god', u'call', u'dri', u'land', u'earth', u'gather', u'togeth', u'water', u'call', u'sea', u'god', u'saw', u'good', u'1', u'11', u'god', u'said', u'let', u'earth', u'bring', u'forth', u'grass', u'herb', u'yield', u'seed', u'fruit', u'tree', u'yield', u'fruit', u'kind', u'whose', u'seed', u'upon', u'earth', u'1', u'12', u'earth', u'brought', u'forth', u'grass', u'herb', u'yield', u'seed', u'kind', u'tree', u'yield', u'fruit', u'whose', u'seed', u'kind', u'god', u'saw', u'good', u'1', u'13', u'even', u'morn', u'third', u'day', u'1', u'14', u'god', u'said', u'let', u'light', u'firmament', u'heaven', u'divid', u'day', u'night', u'let', u'sign', u'season', u'day', u'year', u'1', u'15', u'let', u'light', u'firmament', u'heaven', u'give', u'light', u'upon', u'earth', u'1', u'16', u'god', u'made', u'two', u'great', u'light', u'greater', u'light', u'rule', u'day', u'lesser', u'light', u'rule', u'night', u'made', u'star', u'also', u'1', u'17', u'god', u'set', u'firmament', u'heaven', u'give', u'light', u'upon', u'earth', u'1', u'18', u'rule', u'day', u'night', u'divid', u'light', u'dark', u'god', u'saw', u'good', u'1', u'19', u'even', u'morn', u'fourth', u'day']\n",
"[u'emma', u'jane', u'austen', u'1816', u'volum', u'chapter', u'emma', u'woodhou', u'handsom', u'clever', u'rich', u'comfort', u'home', u'happi', u'disposit', u'seem', u'unit', u'best', u'bless', u'exist', u'live', u'nearli', u'twenti', u'one', u'year', u'world', u'littl', u'distress', u'vex', u'youngest', u'two', u'daughter', u'affect', u'indulg', u'father', u'consequ', u'sister', u'marriag', u'mistress', u'hou', u'earli', u'period', u'mother', u'die', u'long', u'ago', u'indistinct', u'remembr', u'caress', u'place', u'suppli', u'excel', u'woman', u'gover', u'fallen', u'littl', u'short', u'mother', u'affect', u'sixteen', u'year', u'miss', u'taylor', u'mr', u'woodhou', u'famili', u'less', u'gover', u'friend', u'fond', u'daughter', u'particularli', u'emma', u'_them_', u'intimaci', u'sister', u'even', u'miss', u'taylor', u'cea', u'hold', u'nomin', u'offic', u'gover', u'mild', u'temper', u'hardli', u'allow', u'impo', u'restraint', u'shadow', u'author', u'long', u'pass', u'away', u'live', u'togeth', u'friend', u'friend', u'mutual', u'attach', u'emma', u'like', u'highli', u'esteem', u'miss', u'taylor', u'judgment', u'direct', u'chiefli', u'real', u'evil', u'ind', u'emma', u'situat', u'power', u'rather', u'much', u'way', u'disposit', u'think', u'littl', u'well', u'disadvantag', u'threaten', u'alloy', u'mani', u'enjoy', u'danger', u'howev', u'present', u'unperceiv', u'mean', u'rank', u'misfortun', u'sorrow', u'came', u'gentl', u'sorrow', u'shape', u'disagr', u'consciou', u'miss', u'taylor', u'marri', u'miss', u'taylor', u'loss', u'first', u'brought', u'grief', u'wed', u'day', u'belov', u'friend', u'emma', u'first', u'sat', u'mourn', u'thought', u'continu', u'wed', u'bride', u'peopl', u'gone', u'father', u'left', u'dine', u'togeth', u'prospect', u'third', u'cheer', u'long', u'even', u'father', u'compo', u'sleep', u'dinner', u'usual', u'sit', u'think', u'lost']\n"
]
}
],
"source": [
"for document in documents:\n",
" print document"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Determing most common words in the corpus_ "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(u'1', 24), (u'god', 18), (u'light', 13), (u'day', 12), (u'let', 9), (u'water', 8), (u'earth', 8), (u'firmament', 8), (u'first', 7), (u'heaven', 6)]\n"
]
}
],
"source": [
"import nltk\n",
"all_words=nltk.FreqDist(all_words)\n",
"print all_words.most_common(10)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"all_words.plot(20)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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6SVdeaW1//rn06adm1wMAAIDIwwDiMosXLzbWLikpMfYxrJKSEuditGnTpk2b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\nqcj+D3OkgfG5GXznAAAAAElFTkSuQmCC\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(filename='/home/anshul/plot.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Creating Term-Document matrix_"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"col=100\n",
"word_features= [w for (w,c) in all_words.most_common(col)]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"def find_Features(document):\n",
" words=document\n",
" features=[]\n",
" for w in word_features:\n",
" features.append(words.count(w))\n",
" return features\n",
"\n",
"def termDocumentMatrix(documents):\n",
" feature_sets=np.zeros((len(documents),col))\n",
" i=0\n",
" for document in documents:\n",
" feature_sets[i,]= find_Features([word for word in document])\n",
" i=i+1\n",
" \n",
" return pd.DataFrame(feature_sets,columns=word_features)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1 god light day let water earth firmament first heaven ... \\\n",
"0 1 0 0 1 0 0 0 0 1 0 ... \n",
"1 3 0 0 1 0 0 0 0 2 0 ... \n",
"2 20 18 13 9 9 8 8 8 2 6 ... \n",
"3 0 0 0 1 0 0 0 0 2 0 ... \n",
"\n",
" woodhou histori give hou third offic happen forth place think \n",
"0 0 0 0 1 0 0 2 0 0 0 \n",
"1 0 2 0 0 0 1 0 0 0 0 \n",
"2 0 0 2 0 1 0 0 2 1 0 \n",
"3 2 0 0 1 1 1 0 0 1 2 \n",
"\n",
"[4 rows x 100 columns]\n"
]
}
],
"source": [
"tdm= termDocumentMatrix(documents)\n",
"print tdm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Creating Similarity Matrix_"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1 god light day let water \\\n",
"1 1.000000 0.991189 0.991189 0.991189 0.991189 0.991189 \n",
"god 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"light 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"day 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"let 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"water 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"earth 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"firmament 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"first 0.353996 0.333333 0.333333 0.333333 0.333333 0.333333 \n",
"heaven 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"even 0.813421 0.870388 0.870388 0.870388 0.870388 0.870388 \n",
"call 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"good 0.850395 0.870388 0.870388 0.870388 0.870388 0.870388 \n",
"year -0.674453 -0.577350 -0.577350 -0.577350 -0.577350 -0.577350 \n",
"walter -0.212398 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"emma -0.424795 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"father -0.660793 -0.555556 -0.555556 -0.555556 -0.555556 -0.555556 \n",
"famili -0.813421 -0.870388 -0.870388 -0.870388 -0.870388 -0.870388 \n",
"mr -0.486215 -0.440225 -0.440225 -0.440225 -0.440225 -0.440225 \n",
"divid 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"miss -0.424795 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"said 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"upon 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"born -0.212398 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"taylor -0.424795 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"marri -0.375470 -0.471405 -0.471405 -0.471405 -0.471405 -0.471405 \n",
"daughter -0.867110 -0.816497 -0.816497 -0.816497 -0.816497 -0.816497 \n",
"live -0.674453 -0.577350 -0.577350 -0.577350 -0.577350 -0.577350 \n",
"sir -0.212398 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"dashwood -0.353996 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"... ... ... ... ... ... ... \n",
"austen -0.991189 -1.000000 -1.000000 -1.000000 -1.000000 -1.000000 \n",
"jane -0.991189 -1.000000 -1.000000 -1.000000 -1.000000 -1.000000 \n",
"made 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"ad -0.480658 -0.522233 -0.522233 -0.522233 -0.522233 -0.522233 \n",
"age -0.353996 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"rule 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"children -0.353996 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"whose 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"everi -0.490511 -0.577350 -0.577350 -0.577350 -0.577350 -0.577350 \n",
"volum -0.551825 -0.577350 -0.577350 -0.577350 -0.577350 -0.577350 \n",
"affect -0.424795 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"die -0.551825 -0.577350 -0.577350 -0.577350 -0.577350 -0.577350 \n",
"second 0.674453 0.577350 0.577350 0.577350 0.577350 0.577350 \n",
"nephew -0.353996 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"herb 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"gener -0.353996 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"never -0.212398 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"dri 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"brought 0.490511 0.577350 0.577350 0.577350 0.577350 0.577350 \n",
"heir -0.212398 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"woodhou -0.424795 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"histori -0.212398 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"give 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"hou -0.674453 -0.577350 -0.577350 -0.577350 -0.577350 -0.577350 \n",
"third 0.490511 0.577350 0.577350 0.577350 0.577350 0.577350 \n",
"offic -0.551825 -0.577350 -0.577350 -0.577350 -0.577350 -0.577350 \n",
"happen -0.353996 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"forth 0.991189 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"place 0.490511 0.577350 0.577350 0.577350 0.577350 0.577350 \n",
"think -0.424795 -0.333333 -0.333333 -0.333333 -0.333333 -0.333333 \n",
"\n",
" earth firmament first heaven ... woodhou \\\n",
"1 0.991189 0.991189 0.353996 0.991189 ... -0.424795 \n",
"god 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"light 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"day 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"let 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"water 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"earth 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"firmament 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"first 0.333333 0.333333 1.000000 0.333333 ... 0.333333 \n",
"heaven 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"even 0.870388 0.870388 0.522233 0.870388 ... 0.174078 \n",
"call 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"good 0.870388 0.870388 -0.174078 0.870388 ... -0.522233 \n",
"year -0.577350 -0.577350 -0.577350 -0.577350 ... 0.577350 \n",
"walter -0.333333 -0.333333 0.333333 -0.333333 ... -0.333333 \n",
"emma -0.333333 -0.333333 0.333333 -0.333333 ... 1.000000 \n",
"father -0.555556 -0.555556 -0.333333 -0.555556 ... 0.777778 \n",
"famili -0.870388 -0.870388 -0.522233 -0.870388 ... -0.174078 \n",
"mr -0.440225 -0.440225 -0.968496 -0.440225 ... -0.088045 \n",
"divid 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"miss -0.333333 -0.333333 0.333333 -0.333333 ... 1.000000 \n",
"said 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"upon 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"born -0.333333 -0.333333 0.333333 -0.333333 ... -0.333333 \n",
"taylor -0.333333 -0.333333 0.333333 -0.333333 ... 1.000000 \n",
"marri -0.471405 -0.471405 0.471405 -0.471405 ... 0.000000 \n",
"daughter -0.816497 -0.816497 0.000000 -0.816497 ... 0.816497 \n",
"live -0.577350 -0.577350 -0.577350 -0.577350 ... 0.577350 \n",
"sir -0.333333 -0.333333 0.333333 -0.333333 ... -0.333333 \n",
"dashwood -0.333333 -0.333333 -1.000000 -0.333333 ... -0.333333 \n",
"... ... ... ... ... ... ... \n",
"austen -1.000000 -1.000000 -0.333333 -1.000000 ... 0.333333 \n",
"jane -1.000000 -1.000000 -0.333333 -1.000000 ... 0.333333 \n",
"made 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"ad -0.522233 -0.522233 -0.870388 -0.522233 ... -0.522233 \n",
"age -0.333333 -0.333333 -1.000000 -0.333333 ... -0.333333 \n",
"rule 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"children -0.333333 -0.333333 -1.000000 -0.333333 ... -0.333333 \n",
"whose 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"everi -0.577350 -0.577350 -0.577350 -0.577350 ... -0.577350 \n",
"volum -0.577350 -0.577350 0.577350 -0.577350 ... 0.577350 \n",
"affect -0.333333 -0.333333 0.333333 -0.333333 ... 1.000000 \n",
"die -0.577350 -0.577350 0.577350 -0.577350 ... 0.577350 \n",
"second 0.577350 0.577350 0.577350 0.577350 ... -0.577350 \n",
"nephew -0.333333 -0.333333 -1.000000 -0.333333 ... -0.333333 \n",
"herb 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"gener -0.333333 -0.333333 -1.000000 -0.333333 ... -0.333333 \n",
"never -0.333333 -0.333333 0.333333 -0.333333 ... -0.333333 \n",
"dri 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"brought 0.577350 0.577350 0.577350 0.577350 ... 0.577350 \n",
"heir -0.333333 -0.333333 0.333333 -0.333333 ... -0.333333 \n",
"woodhou -0.333333 -0.333333 0.333333 -0.333333 ... 1.000000 \n",
"histori -0.333333 -0.333333 0.333333 -0.333333 ... -0.333333 \n",
"give 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"hou -0.577350 -0.577350 -0.577350 -0.577350 ... 0.577350 \n",
"third 0.577350 0.577350 0.577350 0.577350 ... 0.577350 \n",
"offic -0.577350 -0.577350 0.577350 -0.577350 ... 0.577350 \n",
"happen -0.333333 -0.333333 -1.000000 -0.333333 ... -0.333333 \n",
"forth 1.000000 1.000000 0.333333 1.000000 ... -0.333333 \n",
"place 0.577350 0.577350 0.577350 0.577350 ... 0.577350 \n",
"think -0.333333 -0.333333 0.333333 -0.333333 ... 1.000000 \n",
"\n",
" histori give hou third offic happen \\\n",
"1 -0.212398 0.991189 -0.674453 0.490511 -0.551825 -0.353996 \n",
"god -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"light -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"day -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"let -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"water -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"earth -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"firmament -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"first 0.333333 0.333333 -0.577350 0.577350 0.577350 -1.000000 \n",
"heaven -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"even -0.522233 0.870388 -0.301511 0.904534 -0.301511 -0.522233 \n",
"call -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"good -0.522233 0.870388 -0.301511 0.301511 -0.904534 0.174078 \n",
"year -0.577350 -0.577350 1.000000 0.000000 0.000000 0.577350 \n",
"walter 1.000000 -0.333333 -0.577350 -0.577350 0.577350 -0.333333 \n",
"emma -0.333333 -0.333333 0.577350 0.577350 0.577350 -0.333333 \n",
"father -0.555556 -0.555556 0.962250 0.192450 0.192450 0.333333 \n",
"famili 0.522233 -0.870388 0.301511 -0.904534 0.301511 0.522233 \n",
"mr -0.440225 -0.440225 0.762493 -0.457496 -0.457496 0.968496 \n",
"divid -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"miss -0.333333 -0.333333 0.577350 0.577350 0.577350 -0.333333 \n",
"said -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"upon -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"born 1.000000 -0.333333 -0.577350 -0.577350 0.577350 -0.333333 \n",
"taylor -0.333333 -0.333333 0.577350 0.577350 0.577350 -0.333333 \n",
"marri 0.942809 -0.471405 -0.408248 -0.408248 0.816497 -0.471405 \n",
"daughter 0.000000 -0.816497 0.707107 0.000000 0.707107 0.000000 \n",
"live -0.577350 -0.577350 1.000000 0.000000 0.000000 0.577350 \n",
"sir 1.000000 -0.333333 -0.577350 -0.577350 0.577350 -0.333333 \n",
"dashwood -0.333333 -0.333333 0.577350 -0.577350 -0.577350 1.000000 \n",
"... ... ... ... ... ... ... \n",
"austen 0.333333 -1.000000 0.577350 -0.577350 0.577350 0.333333 \n",
"jane 0.333333 -1.000000 0.577350 -0.577350 0.577350 0.333333 \n",
"made -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"ad 0.174078 -0.522233 0.301511 -0.904534 -0.301511 0.870388 \n",
"age -0.333333 -0.333333 0.577350 -0.577350 -0.577350 1.000000 \n",
"rule -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"children -0.333333 -0.333333 0.577350 -0.577350 -0.577350 1.000000 \n",
"whose -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"everi 0.577350 -0.577350 0.000000 -1.000000 0.000000 0.577350 \n",
"volum 0.577350 -0.577350 0.000000 0.000000 1.000000 -0.577350 \n",
"affect -0.333333 -0.333333 0.577350 0.577350 0.577350 -0.333333 \n",
"die 0.577350 -0.577350 0.000000 0.000000 1.000000 -0.577350 \n",
"second 0.577350 0.577350 -1.000000 0.000000 0.000000 -0.577350 \n",
"nephew -0.333333 -0.333333 0.577350 -0.577350 -0.577350 1.000000 \n",
"herb -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"gener -0.333333 -0.333333 0.577350 -0.577350 -0.577350 1.000000 \n",
"never 1.000000 -0.333333 -0.577350 -0.577350 0.577350 -0.333333 \n",
"dri -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"brought -0.577350 0.577350 0.000000 1.000000 0.000000 -0.577350 \n",
"heir 1.000000 -0.333333 -0.577350 -0.577350 0.577350 -0.333333 \n",
"woodhou -0.333333 -0.333333 0.577350 0.577350 0.577350 -0.333333 \n",
"histori 1.000000 -0.333333 -0.577350 -0.577350 0.577350 -0.333333 \n",
"give -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"hou -0.577350 -0.577350 1.000000 0.000000 0.000000 0.577350 \n",
"third -0.577350 0.577350 0.000000 1.000000 0.000000 -0.577350 \n",
"offic 0.577350 -0.577350 0.000000 0.000000 1.000000 -0.577350 \n",
"happen -0.333333 -0.333333 0.577350 -0.577350 -0.577350 1.000000 \n",
"forth -0.333333 1.000000 -0.577350 0.577350 -0.577350 -0.333333 \n",
"place -0.577350 0.577350 0.000000 1.000000 0.000000 -0.577350 \n",
"think -0.333333 -0.333333 0.577350 0.577350 0.577350 -0.333333 \n",
"\n",
" forth place think \n",
"1 0.991189 0.490511 -0.424795 \n",
"god 1.000000 0.577350 -0.333333 \n",
"light 1.000000 0.577350 -0.333333 \n",
"day 1.000000 0.577350 -0.333333 \n",
"let 1.000000 0.577350 -0.333333 \n",
"water 1.000000 0.577350 -0.333333 \n",
"earth 1.000000 0.577350 -0.333333 \n",
"firmament 1.000000 0.577350 -0.333333 \n",
"first 0.333333 0.577350 0.333333 \n",
"heaven 1.000000 0.577350 -0.333333 \n",
"even 0.870388 0.904534 0.174078 \n",
"call 1.000000 0.577350 -0.333333 \n",
"good 0.870388 0.301511 -0.522233 \n",
"year -0.577350 0.000000 0.577350 \n",
"walter -0.333333 -0.577350 -0.333333 \n",
"emma -0.333333 0.577350 1.000000 \n",
"father -0.555556 0.192450 0.777778 \n",
"famili -0.870388 -0.904534 -0.174078 \n",
"mr -0.440225 -0.457496 -0.088045 \n",
"divid 1.000000 0.577350 -0.333333 \n",
"miss -0.333333 0.577350 1.000000 \n",
"said 1.000000 0.577350 -0.333333 \n",
"upon 1.000000 0.577350 -0.333333 \n",
"born -0.333333 -0.577350 -0.333333 \n",
"taylor -0.333333 0.577350 1.000000 \n",
"marri -0.471405 -0.408248 0.000000 \n",
"daughter -0.816497 0.000000 0.816497 \n",
"live -0.577350 0.000000 0.577350 \n",
"sir -0.333333 -0.577350 -0.333333 \n",
"dashwood -0.333333 -0.577350 -0.333333 \n",
"... ... ... ... \n",
"austen -1.000000 -0.577350 0.333333 \n",
"jane -1.000000 -0.577350 0.333333 \n",
"made 1.000000 0.577350 -0.333333 \n",
"ad -0.522233 -0.904534 -0.522233 \n",
"age -0.333333 -0.577350 -0.333333 \n",
"rule 1.000000 0.577350 -0.333333 \n",
"children -0.333333 -0.577350 -0.333333 \n",
"whose 1.000000 0.577350 -0.333333 \n",
"everi -0.577350 -1.000000 -0.577350 \n",
"volum -0.577350 0.000000 0.577350 \n",
"affect -0.333333 0.577350 1.000000 \n",
"die -0.577350 0.000000 0.577350 \n",
"second 0.577350 0.000000 -0.577350 \n",
"nephew -0.333333 -0.577350 -0.333333 \n",
"herb 1.000000 0.577350 -0.333333 \n",
"gener -0.333333 -0.577350 -0.333333 \n",
"never -0.333333 -0.577350 -0.333333 \n",
"dri 1.000000 0.577350 -0.333333 \n",
"brought 0.577350 1.000000 0.577350 \n",
"heir -0.333333 -0.577350 -0.333333 \n",
"woodhou -0.333333 0.577350 1.000000 \n",
"histori -0.333333 -0.577350 -0.333333 \n",
"give 1.000000 0.577350 -0.333333 \n",
"hou -0.577350 0.000000 0.577350 \n",
"third 0.577350 1.000000 0.577350 \n",
"offic -0.577350 0.000000 0.577350 \n",
"happen -0.333333 -0.577350 -0.333333 \n",
"forth 1.000000 0.577350 -0.333333 \n",
"place 0.577350 1.000000 0.577350 \n",
"think -0.333333 0.577350 1.000000 \n",
"\n",
"[100 rows x 100 columns]\n"
]
}
],
"source": [
"similarity_matrix=pd.DataFrame(np.corrcoef(tdm.T),index=word_features,columns=word_features)\n",
"print similarity_matrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Determining Word Associations_"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"god\n",
"forth 1.000000\n",
"give 1.000000\n",
"god 1.000000\n",
"light 1.000000\n",
"day 1.000000\n",
"let 1.000000\n",
"water 1.000000\n",
"earth 1.000000\n",
"firmament 1.000000\n",
"heaven 1.000000\n",
"call 1.000000\n",
"divid 1.000000\n",
"said 1.000000\n",
"upon 1.000000\n",
"seed 1.000000\n",
"saw 1.000000\n",
"yield 1.000000\n",
"dark 1.000000\n",
"night 1.000000\n",
"morn 1.000000\n",
"kind 1.000000\n",
"fruit 1.000000\n",
"made 1.000000\n",
"rule 1.000000\n",
"whose 1.000000\n",
"herb 1.000000\n",
"dri 1.000000\n",
"1 0.991189\n",
"good 0.870388\n",
"even 0.870388\n",
"jame 0.870388\n",
"Name: god, dtype: float64 \n",
"\n",
"light\n",
"forth 1.000000\n",
"give 1.000000\n",
"god 1.000000\n",
"light 1.000000\n",
"day 1.000000\n",
"let 1.000000\n",
"water 1.000000\n",
"earth 1.000000\n",
"firmament 1.000000\n",
"heaven 1.000000\n",
"call 1.000000\n",
"divid 1.000000\n",
"said 1.000000\n",
"upon 1.000000\n",
"seed 1.000000\n",
"saw 1.000000\n",
"yield 1.000000\n",
"dark 1.000000\n",
"night 1.000000\n",
"morn 1.000000\n",
"kind 1.000000\n",
"fruit 1.000000\n",
"made 1.000000\n",
"rule 1.000000\n",
"whose 1.000000\n",
"herb 1.000000\n",
"dri 1.000000\n",
"1 0.991189\n",
"good 0.870388\n",
"even 0.870388\n",
"jame 0.870388\n",
"Name: light, dtype: float64 \n",
"\n"
]
}
],
"source": [
"def association(word_list,corr_coef):\n",
" for value in word_list:\n",
" print value\n",
" print similarity_matrix[similarity_matrix[value]>corr_coef][value].sort_values(ascending=False),\"\\n\"\n",
"association([\"god\",\"light\"],0.8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### _Creating Word Cloud_"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"text=textReader(\"austen-sense.txt\")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import sys\n",
"sys.path.append(\"/usr/local/lib/python2.7/dist-packages\")\n",
"from wordcloud import WordCloud\n",
"wordcloud = WordCloud(max_words=100).generate(text)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.imshow(wordcloud)\n",
"plt.axis(\"off\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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i1pUVs+XfwF03XiTLimsiS/2GdTt9A5b9D4X86u+Uaax6qjVDXGJtMojr3S5I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p5PuwSki8cGbsVSvNckfq6Gf6YCavO1I1Q4p9WuGNGrULtjRHlzld/7cN3YKxnms1a4lh4yivfe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e+Qd4k6cQft6JiDzE8fIPPYs3dYb48utEn/wt/ff/AtNa4bEaLxXgTZ6m8Mp/TDDzFGpoBlSw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\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Y75tRp7zttSnO+c57acXSmrHUrhhqlzXVi4bGeFujprqTo7+DHTzo2CEgHzU4C9mNJd67\nRg0zOQYiRJZT0BkgvNro1HnM8jTOOWRHn//b9HnM/LivPanOIYIIUe5Hdu/CzFxCz1zELEyguoaQ\npW5fFxLlkIUytjaPnh/DLE5glqeRcZHb3RrJtT2YzRnL4rua8sGA3hOGrocDSiNep0PlxOo/Gba7\nPgVtzYZ2P/7V3vZtY9FZ3x1rpWPUSutak/i2lK15S/2qV/te0eBIl+31ugq3CemiY+IfEpZOZXQc\nCOg66vvpF0cUUYdvbynjduvPdltMEaxpMniNj3XzXYlEtQvIV/5h25oOWbvVZuq7hWU1R/2qpnLe\nsPRuxvIZrznyICKrOJZPe52SxnibNE6H5AcV0UrL5XYHNRmu3b/VeyfE6n3Dtutjje8KZDOHaa8Z\nm/h7aBpeF+VOwRm/PuZfy7xBN2VpToW05ixRl+9IFKxb/yvaNtes/ZU1YNprPm2PveXIqpbGpGHp\nlGb2xZTFtzPSzcTpLDQmLVPPJZRGAqLu6x0A9Yn7b93YBFqJ10qpXTY0JiyNx0LKh/0eEhTX1oWM\nrt0/1t/HlX3EtdeE1axbF34PsYlPY8uWLcnCPfD6t8dYH/Nrf/6NjO6HQ3oeM3Q/HFAYVkTdkiC/\nbs7hSpdArq0ZctfWHq/M2a7Mtb2PmMTPtzljqV/xe+byWU3lnPYpqzvcYwc7+FBgh4DsYFPIrl7C\nQw+jz72LaywDoHp343RC67VvY+av+reTTkBIRJj3miEqgCiHcwayFJc2QUpEGPu3kQohiLzgkRbt\nFn4Bol0gJrzVf+cmZn00ZOk9Lziovu2Ft4p7FR37FcWRgOIuHxWJuyVhuW2QRd4YcwZc5gtTveHo\nSJbaWhpzltaspTltaYxr6lcNrVmLSVdetP5lezdeos0ZS7KYsvhWttp3Pz+oKOySFHb51plxn1cb\njjp9G92g4Lv3XGOASrw3VPs5r/b2T5yf86wXOWxMeQ9l5bxv25rVrDcs0gc7XcIZMC2Yey1l8VRG\n8JeCjv0+ulTaqyju9aKXcbfX8whyAplrEzvhsMbfA5v4Aves6sgqjtaCpTXv10dzyqttNyYNzZk7\nvzhs5lOyJn+QMPdyStQlV4lqaTSguEeS61MEJb9uVLy29m3WJpoVv+5bM5b6uKE2plk+ralfMaTL\n7VbOydZK4EunM975P41faxsEILPK/bt2bOojZMlci6kfJeR6JeXDAaURRXHvyj2URF1yldSp3Fon\nQGv8M2SajrRmySqurcvj9Yeas5bmhC/Ub0z6veVewmlfBzP/WsrSKb+nFIZ9q+HSfkVpj6KwKyDu\nFcRdkrDs0/tEKJCKVQeNTfw+ohu+/Xcyv7ZvNiZ9hKNx1ZAs+f3DpG6VpNwP7bp3sIMd3B7sEJAd\nbAo1tJfcZ75KY3kREoHsGoDAWwoiyuNMhpm7ip48ixo8QLj/cWRnPyJXQhY6cY0KZnkKV19CDR0k\nPPgksmsI1bun3QpvBnSKbPYTHvgYUbEbWe5HDey/rTUgG8J5T6ZNHBlelC9Z8OH+uEsTlb0mg2p7\n9mSw5gleVQw37ciHdpiWV+nN6q4t8udfrlnF3TZV65ueogajfdoNOISCdMnSmJCEZe0JR9HrT6x6\n8aM10bxrPLb4eVvd9t63vbW66cXVsqr3fqfLnpSYloOok/yJr+OyJsmFF7G1+XZbyi0gFbLYQ/zQ\n55Fdw15ES0r0+Du03vzbO33LNocD0/T3Ml12mGZGc8qw1OUFKMOyN9RlJFa1Ulbu3ep60V5LxiQO\n22p7thsOXfPrL6v4+2iSu7NenGFV82VFJK96yRB3Z379l9rzCdvaNmLNY++91d54zmrryMis14C4\n0TQ7m0CSPLgubZdB1k6zzCqWtGKpXpBEnRlRp1zdQ1bXRLCuE7ltP0ftqKlp+SiSbjiyevu5qlgv\n8Fe7Tzz/ltVxgt/bWrOG6kVPtKJy24mR9y15xcq+ec1zANa0I6dNP19db9/D6sq+aTGbN7H6SCMs\nniTu/AJp7SWsXkSqDlQ8ggz6ETKHcynOVDDphC/0bo0B74uqigipSgT5Y6jcPmTQhxAByEChEAAA\nIABJREFUzmU4vYRunUW3zmP1ol/kK9cuPEbc/WWy2ivYbA6hCv7a4QBCxDjbwGazZM33MOk4Tm/U\nTcunDwS5g6homCAeQcgiCIWzLWw2i0mvopunsXqJ9y98IYv+vPwxZDSAVGVA4UwVk82gm6cw6STO\neKdpkH+IuPPn0K2zmNZ5dOsSYJBBD2HpKaTqwJoaafUFnFkCEaDiUYLcQYL4AK3l72Fa2xex7+Dm\nsUNAdrApVO8g8ZOfJXn1p9jJudXcCxEXCPccxTaWMEvT6JmLiFIP4d5HfJTDOV8rUp3FzF7GLk0h\ne3ajBvYjckWEUL4V7/I0tlFBJQ3C/SeRnYMEQYQQEtuqtWtM7k4KhmlCs+kjFx9W+O5bjnT5+nsq\n8mVEEOPSpm9faT54GpDKdZB/8hvY+iJ64QouqV+rrrsRhETmOghHnyDc8wiy0IUsD9J681v3loCs\nh4VkwZEsGOD+SxG6aViwLahfMdSvfAjmAyAChMwhw26cqWOzjduK3jY4b5g3xi2N8Tu0h4QKUcwh\nu0rY+Qqueu8FdHTNE+g7NucdXIew8Bil4f+GxmwPJhlDhn0E+cOocBihim0SUcGkV0iWf0himlg9\nD24l9Vohwz7C/ENE5c8SFh5Ghn0IEeJshjOLpLVXEbJI1ngDmy2yQmCCwnFKw79Jc+7P0K1zCFUi\nyD9EEO9FyALOpdh0Cll5nrT2Alm91iYw65wqIkAEHYTFx5CqgyB3CKE6ETLE2QSbTaObZ2g5Q9Y8\nizMr8puiTQ72EZVOEpU/g4p2IVTZ2xSmik3HSas9pLVXyBrvgtOoeD+Fvl8jqf6YVEh0cgWcQQZ9\n5Lq/jAqHMdkUunkaY5YQIiTIHSHu/CxR6RlPpnYIyB3BDgHZweZQCpHLEx04SVZ/neZPv7madhUe\n+BgiiFE9ezDT58kuvIqZOrcu591ga4tgNM5aknd/SHb+Z2ufZwm2vgTGYCqzNF/4M0QQepIjlO/5\nXV/2aVo7uOOI9j2N6h0hG38bM3cJW525NwMxGr04Tv0H/wHVM0Iw9BCFZ3793oxlBw8sZNhNUDxK\nfvBXSJdfojn1zbvmzLgjECD7O4mePEz+V56h8Qc/IHnubTA7hv9HEiIiLn/aRyiwZI13Sasv4mwL\nGQ4SxPsJS08gZAFkTLL0XWw2AwhEUCYqfZzi4G8AApvN0Ko8j7NNhCoQ5B8iKj1JUDhOY/p3yOpv\nYvXcuotLoo6Po+K9WD2Hbp0hrb4AQhLmjxLkD1Po+wZSlbDZDCadAbcWzpJhH3HHJ7Gmgc2mSSo/\nxpkqIJHRbsLCMeKuL/lQ/NL3SCvPteccI4Mu8r2/QtTxCUCQNd/FtC6Cy1DxXlR8gFzvP0OGw1i9\njM2mcaaGTi4hRIhQPbQVG0HmUdFuVLQXhELIvP87Chn2IITCpJdwdmNdkh18cOwQkA8zwojcM19E\n7Rq9tdMPP4KIfEQD4cUEZecAIBBxESpzuFYVZzLIEkyz4mtAHNe28nEWV1vA1BZ8pbOzXKN4qlPs\n0hT+LSvA7rxU7zZU337C4WOYhasYdS+VqX1NkVkYw5kUERW2j5rcKwhf7jT6cMj+x0KCEKQSGO14\n/e8TZsa2NnjjgqCzX7Lv0ZDFKcO5V7Mt6yXCGMp9iuEDiv6RgDCGLHFU5i1nX86o3OMagfsKIkAG\nnQT5A5jmJbxh0a6AfiAhEFGA7O0gOLIb2V1qV3ffRuQiwuN7wTrM1CJ2sQbJR8ABFCiC43sRgcJM\nLWEXq9C8zxRSr4NAhn0YPUu6/EOy5nvYdAJrE2TQjc0fRUVDyHCAqPg4aeUnwAyIkDB/jKh4kiB3\ngNbS35NWX0A3T+FsCyHz6NZFcl2/QFA4Tlh6ykcWanPXXFuoEs4lJJXnMa2L2HaqlUkuE2XT5Lp/\niaBwjKj0JEnlx9hsjYAIESODXrLGO6TVl9DN97CmtjongWtHdY4SNM+R4gmICvsIS08RFh5GiJDW\n8t+T1d/GpFfAaWQ4SJifINf7qwT5I0Qdz5BUnsPZGia5hFBlZNANQiBkJzLo8ZplLgEsKuzDpmUc\nFhn0AgrduoSzH1yTbAcbY4eAfIghohz5r/wa8ROf9iroN4swgiDwqVL1ZaJ9J3B9e3HWIFSIbVYw\nC+Og123W25EHu5VR5sDeHgNB5MogJa5VQwQRBLEvbnfWh5mT+rVjkQEiiCGIENI39XdWg07bqWDr\n5iXEuuNDxGqSM4D1yvEr5+FABqvq7k6niDDnxyLEKnnb0MgW0o87iNoF+uCsAZO1VeY3SJOSwbr5\nqlUjZfW8tLGmTh8XEUEOpCToHUH1jSJLvchS72rkyaX1dj0OeIKoEGEOVNi+Tz6j3VkDOsHp5Prf\nWEgvXpnvxLXH5O9R4hsU3A6jUIWI9r1aqWZ2JvPjye5MMrkQEISCg4+HfOGfF8iXBcWyv/bMmNmW\ngBTKgt0PBXzhnxc4+7OUC69nWHctN1+PXFGy75GQx78Yc+TpiDCG+pJl/KxmdszsEJD1cNanc+gl\nrGnyoZAsNxbXTLGLNVyqbzsBkaUc8ecexWWa9IUzuFaK+wgQEBEFxM8eQxRikp+8B2mGve8JCIBF\nN89Tn/l9nGmykiZlAJvNEOQPExYfb6c45QEQIiQsniQsHAeXkVZ+SGvx29cY2Vn9NWTQS5A7RFR6\nEpNeJav9bN11Hc62MK3zNOe+CW7t3aWbZzDJFcLiE6hwiKjjWbLGO+3oy9q4nTMky8/RXPgbcOsU\n45sgVQkVjxDkDiCj4dWzZDhEruuLyHAAk1ykOfsfMdn0WmpZ8z106wJh8QQq3kvc+Tl/7XYEJCo+\ngQy6EUhk2IcKB7BmGVKBNRVkNIxMJzDZnCcnQmGSyzizEwG5U9ghIB92GE12/l2a3/+rmz41PPIY\nuc98BbM4SXb+ZfTEGVb7MgrhU6h0trnFdA9RePZfoEo9NH76B4R7Hyfc9wSqcxc2qaOnz9J8+U+x\nSxOrx6vu3UT7nibc+xiqcxcIgZ67SDb+JsmZ53DNyjrDvYTq2kV06FmCwSOo8qB3hVuDSxuYuUtk\n42+RnP4hLm2gundT+sJvYZbGycZeIzryaVTPCEJF6JmzZBd/Ruu977frLtbupch3Eu1/mnDkccKB\nwyAEpjKNnjpNcvY5zPyV60iI6ttHuPtRotGPIcuDPlJlNLY6jZ4+R+vt72AWxkBIcid+iWj/U8hi\nD8HgEWS+E/np3/BRLZ0A0Hr9r2m8+MfteReRHf3Ehz5JMHwMWR5CqACnU2xtjvTcT8guv4Kpza1L\nnRPIXAfB4GFyj3wZ2TGAyJUwM+dIL79Kcurv26r3H2wNBYNHiPY9Sbj3hCc6RqNnzpFdfoXk3I/9\nvb3NAhvO+gjEq99LGD+r6R9RnPh8zKOfuXFlP0G7PavywUO7hZO+3Cd56qs5wgje/EHCxTczGhVL\nljgWJh/g9KI7AJstklVepZpO4bKVQtr7b5+6YTiHmV0m+eFb6LMTmLFZ0Lf5N48C1L5BXOUj5vFV\nErWnHxHfy8jvzcKiW2PeQLYt3l+L5lyGzebAGURQRqwoZQrli75Viax1DpPN4Wzyvu92WL2AyaZR\n8V5k0Hf959kUJp3k+s4IBmfaEYf8EV+jIa7dD62ukDXewWQzbfJw7XNpTd1HVOQxpMyv/l0GZcL8\nMaxtopMrPmri3keQXYpJr6KiYVRuP0LmfRpY6xKUPu4jIAj/ebwLk81i9TI4g4p2Y8KrWL2ICnr9\n+za5vBMBuYPYISAfajhclmGmrpC8+P2bJgpCCHjmC7hWDVudg+rc9ifdJwgHjxAMH0XPXULmyt4I\nry/4iMM10QyJLPUR7DpOdPhZQGBbVb8hlQcQ6iSuWSGbfA+7PAn4dKX40LOo3hHfzas2145oSG9R\nqgCCtU1XxEXC0ZME/QfanvoI16pBlCcYPAyAWZrwhdrNJX9OoZtg8DDRwWeQhR5sUgNr29/1MT9G\nBGb2gr9IECOL3UT7nyYafcJHKUyKrfkojNOpH9c6r6lrLmOXpzxJ6h0FAba+gK3NtUkB2Obyunsl\nECpExCVPPJpLOCERKkL1jBDuS/x3nPkRbt15otRDuOs4zlpcUgMcqm8fkQwwS+OY2QvY+i0WCQcx\nqtRHuOcxwpGT/vdrVsA5gr594Cy2VUHPnsfVF7f7tpuGNTA/bqjMGerLAXuP3viWmjQcc+OGN3+Q\nMH1Jb0k+AHJFwZ6HAqYuaC6+mfLeCxnNqkUG0KrdvHEtZJ6o2+dSm9ZVVG4v4NDNy0hVQASdyLAX\nm05hmlfaudwZIBGqgIwHCXJ7EKoEMkYI4fO60zlM4wJWV9cVvoJQHUTdz+CyCrpxBpXf77vYBB3e\n6GiNk9XevqZWI+h4lCA3QlZ5HaHyqPwoIujwdWS6SlZ7G5u2vasiQEZ9hB0nEKrYjkxKdO0UpnV1\ngxsQ+i4+ub2oeBChSgihcFicaWBaVzHNK94AWRmTjFFRHyq/zx8vcwgRsL7VkzMNbDZPVn3H57YL\nhYr3oHK7kPEgIHCmic0WMM3L2HSWTVtchQo10k/4yCgECqG8sIZdrMHs8nWHB8f2Ejy0G316HBEo\n1J4+yIVgLa6RoM9PYacWcc0EHIhynvCRfcieDtRwN+GR3dhGQq7Wwjwygqt74zR94T1PelZuXT5C\n7ulDDXcje8q+21u1iZ2roC9NexLzvmh2+OQhZE8H2esX/PX29CE68qANdqlO9vZl3GJt7RrlPGq3\nv4YoF/01luqYmSXMpRlcI1l7p0UBopQjGBlA9nciSjmEkl68MdPYpQZ2Zgl9cRqSDJGPCB/dh+zv\nRHaXCB8egUCR+/xjmOMjqwX+2avn0OcmN/5t7iWcxer5dnH5tY6rlc+dbQIWIdaiwiCQQTcy7MNl\nkrj8LGpdlGEFYeFRVNiLDHuRqnDd51Yve8P9unXrfCG6nm8XeveAuJbYOdvEppM4U9vgfMBlPh1M\nKF8HsjJymUNGg6CXCOL95Ht+qZ0+tQahSj5yEvaCzCNkhLN1TDKGwEH7mQ2iPahoGN0aA6f93tL+\nm0kuIoIOnK6gk8s4s0NA7hR2CMiHGc7hmjVso44ZO3fTp5uDx3DNOk7fOWG0OwnVOUT+xNdpvfM9\nGi//GXZ5ApErIcI8rrHUPigkGHqIaPQJwj2PUf/R75Ke/ykua1J46j8nHP0YsYpwRpO2CUi4+xHy\nT36D7PJrJKf/keT0DwGQcdFHHcK87/i0Gp0QICSq/wBh1qLx/O+j5y4goiKlz/0bwt2PYBtLuHe/\nh24TkKB3hGjfk0QjJ0nOPk/ztb+AtEl0+FPkP/ZPiA89iwCabQIic2WC4YeJj32RoG8fzZ/9Ceml\nVzDzY4gwRhY6EVERuzJvZ2m99S1ab30LgPI3/lei0Sdo/PQPSC+/il0av/6GGo1LquiZc+jZ8+jJ\n93A6RfWMkP/YPyEcfAhV6iO78gZmlYA4ZKkPNXSUxo9/j2z8bRCC0mf/NcHwUeLaZ2jp9JYJiIyL\nhHseJdr3BKpziPpzv4ueOYtQIYVn/wXh8FFEXKT5yjfRd4CA3AqEz2QjbTomzmomzmqvCbGBQ7ud\n7YcQEOUFpS5B2vLEJW1ZstTBBllv4CMqYkUIjnYLXbd2rAi7KY7+JgJJa/Zb5Aa+Cs7QnPk7VDxI\nUDhIWD5Juvg8rdnvYBd/hNMZCIWMeom6Pk6+/8uo3Cgi7EKIAJNMkVVepTn5TXTjHDabXxtP1E9p\n379F18/RGP998oO/StT1NCq/D9MaJ5n7e3T9DG5dSkeu/yvkB36Z6vl/h4z6yQ98FZU/gHMa07xM\n7dK/J20TECEigsJDlEb/W1R+L0IVEDJH/fJ/IKu+ef29lTlkPESu/xeIuz6Byo+AzIHTmGSKZO67\ntGa/7UmIa+CNtzJhxwlyg7+Kyu1Ghn2erKk8iADnNDYZJ11+GZP8X5hmFSFzhJ1Pkev9/Crhs+ks\nWe1tmtN/RbZUaXux32dECoHIRURPHaH0b38ZUcwhCjEiDln+73+P5oWp6+YU/9zjlP7Vl6n/9n9C\n5CPiL51E9naANpjpJZr/8TmS597GjM+Dscj+Lgq//jnCR0aRfWVEKQ9SEJ08wPp8wKX/7nfWCIgA\n0dNB/NlHiD/9MOGj+7y3eGyG9LULtP78J2Snx6+rH8l/41NEj++n8u/+lPDRfeS+dBK1fxDXaJGd\nukLt3/8leoWACIEa6iH++ZPEnzpOcHDYR6XPjpO+cJrmX/zUzyH1e6wo5Qn2D5L72tNETxxCjfQh\notA7PapN9Olx0hfew84uY5MM0Vkk/41niZ463CYseVDSE5F18678z398fxIQHM42tvHOb+SUECBz\nyHAAGQ4RFo7egGNSbfDVCc5tktrqbDslTCBUhyfn13yeYc0yzm2W5uY2HrsIfAveuBMVjxJ3fmHL\nUfu6FIEzdYy7inMZUnUgVMkXrIeDpNUXfPpVOEBUehoV70bUC0hZRLt5THL1+ijLDm4bdgjIhxgu\nbdH8zp/cMoGwC7Okb7yAXZrf/uD7ELZVJZt4l2zqFGb+Mi5rItIGSLWaYiRUSLjnUUS+k+T0P6Kn\nTmOr02AN2cQ7iEKZcNcjPs2qDSGV16eAtboKHFa3sEkdIZUnH+9rZWsWr5BeeAEzfxm7PI0IY7LL\nrxDseYxw35NkY68BpwFQ/QcJBg6RXn2L7Oqb2OUpsAY9c4700kt+TH37Vr9bdvSRO/o50CnpuedJ\nz7/gIyppA5FKbKuCkEF7rLcGp1NsfdGTCMC1KjhrYXmK9NLPkB39yI4BLzS5/ndYmiQ99zx69oKf\nB5CNvQ4yINjzKGr8rfd3qb9hiHwn4f6P44whOfcT9NwFbHUWEURkY6/CvqcI9z5OcuofbnnetxNB\nBIP7Aj75qzm6hxRh5EXa3vhBwnN/cn0d0O4jAZ/5z/KUuiU9uxQdPZJjz0T0DisaVYfRjkbF8d3f\nq3P19Npd7B6UHDgZMvpwSO8uhRAwN264elrz3osptYU1z6NQBUTYQ7LwPDLqIT/wNbLaKbL6aaxe\nRqgOwq6Pk1ZexekKvs6piW1Nki6/ip37vve2OkdYfgwZ9pIf+lWa039FuvTT6+YUFo+Q6/8KpnWV\n+vh7XtFPRtjWBM5dvxJkWCbX9/Po5gWaM3+Ds+nKwDGttTRK5xJ0/V2qF/4XVH6UsHTck6rN4DSY\nBqZxkZZptTUPjG8R2nGCoHCA/MDXaUz+qddSkDFx7+cJSg/jdJXm5J9gkikQiqjzKcKOR5FhF8n8\nD2jN/h02nUZGgwSlo0RdT+Fsi9ql/wNnU1TUR1h+nKjz4wihSJdeuN7T6hyumZL+5BSV+Spqbx/R\nk4fIffXpzecEiEJM/PlHyd69QuMPf4BLM9RwD9GThwk/dhCA5p//BNdIsNOL1H/3e8jOAmpPH8V/\n9QvY5QbJ917DTC7i6t7ITF9ba0OqRgYIH99P9NRhzNgsyfffxKWaYHQAdWiI6DOPIHIR6Utnrv8t\n+zvJf/1pzJU5P4Y080w509i5SnsCguDgEOFTh4meOkz2xkVaf/MSLtWER/cQHBgi98UTpC+eIXvr\nkl9Tx/aQ/2efwqWa5EdvYy5M+4YmYYAsxrhUY6YWfe0MYJdqNP7oH2l9+xVkT4niv/wyBJLWt17G\nTC7gKu0IyNuXt7zX9xTO3UJWoYO21obN5skab7ZTqTZHWnv5+j+K+LrUqrXPfIQUHM5U2hGaDcZ+\n00PXPrpoljDJZdL6m1uSA2ebmOQyvuYkbTtDFDIcRIZDIHLo1hhWz6JsilBFVLQLGQ1jbX2dBspO\nbd2dwg4B+TBDa9JTr2972L49ioFeyalzmuo60TwzO0nrxe9j56dv6HJCQC4WdJclA72SQl6wXLWc\nOqevqy2PI9g1qCiXJHEEWQazC5arU7cvr9mlDfTcRezSxGpq0wrxWIUMUL37CHpH0bMXCHcdR3b0\nAhD07UeV+lC9o4hC1+optjaPnj2PiHIEgw8Rpw1sfdGnL9Xnsa1kwwJxW5tHz5zF1v9/9u7sSbLr\nPvD795xz782t9qreqnc0uhsLsZBYRJEUSe0SR5qRPI6RI+zxxISXB/sPcISf7AeHIxwxnoh5secP\nmAnJCs2ENKSkIYccCgQXAATRALrRjd67q6prr6zKPe89ix9O1tI70ARKDfL3iQABVuVyc6nM87vn\nt6wS+i2C7WOXr2Emj8a0qcrI1mXN6AGSvSexy1dj6tbgLLYZ2Y+ujmPGD+Ea22dAVXmE5OBzuNXr\nFHPnsKs3ttKg4lPf/QQy4D3Be7RJ0bVx1N4Tsei9NIQemkJXx2LNyR1nvHynPgjslgcpWGBXr2Om\njlE69Dx6x3P7camsSrL/1KD+pk125PP4fhNlUsz4IczIXpKpY/G4HgNKxX+MUVSHFWP7DIdOJawv\neeDuAEQpMInCJIMdjbiZhjabGXUKk4Tb6pGHxhXTpxKe+2qJ2pgmzWLW4cEnE2qjmm4rMHuhYGOw\nIRSCI7gOtvUBSe0klX1/TN54B9s8h+/Nk01+jaR6AqVLm1cYpCjdJIQc15vdyqMOwVIa/zLp6Cvk\n62/d9XggBjw6HSffeAvbOo8v1tDJGAF378WKStDZJL75Hv36jwnF6mCRM3LbDgvB4fNl8nwZ07sJ\nwVGavP9Z0hAswTax7UvQvY7rzRJ8H53FoWzp6Mukoy+jlv9m8FokpEPPY8oHKZpnyNffxLY/HNx1\nB6UU6chLuO5Nikb83E2qJ8lGXkabIWznMr2V74Dvk9SexJQPkVSOQHDkjTNwr1QP63A3l3GzKyQn\np9Gj1Yc3+tAKVS3h15r0XztLaHQwT+xHj9VIThwgPHsEvvkmdPqEVo/iZ3F33BzdS+WffAW3uE7/\nRxewl+YI63cX4CbH922lhBWXbtH/zhnIC8Krp9AHxkmfPkxodO4ZgJAm6KlR8nevxR2J1SYqS1GV\njLDR2Tr+5PQhkpPT4APF2RvkP/kw7naEQPblp0m/8CRueWMrANH7xsheepL87cu4qwv0vnMGfECV\nEtRYDVVKCYXbLqrvFRTvXouv61iN8h//Kiox9H98AXfp1nYw9Fi7z07BQ67j7BqmWCH4DnnrpxTt\ndwcBwb1vy99jmKBOxgb1FPqO36jY5SrdA8oM6lDuFSR8/G+j4Hu4Yp7g+7j+LP31/0TwrfsGMwEX\n7x/iZ4NdGaRoHY9dvHwXb1dw+SJK1wi+jzLjJOXjBNcatB6W4OPTJAHIL7ri4d08fvNXS/zWV0r8\n7/+qyYUr2wsAtzCDW57/yEPptIapcc1Ln8v4zS+VOH7Y8N75gv/tXzXI7/gMGhvW/M5Xyjx7MmFq\nQrPRDPznn/T5/771ybVcDUUf31h88Fl/rdG1cdLDL5AdfzUuZAcfaGozh0Wb2PFqoLh1DnXmr6i8\n9F9SefkLVL7wxxQ33yG//ib5lZ/gGguxxuPO48m7hHY9doACCAHfbRCKPro2cdt9qPIwyb4nSQ8+\nC/xh3GlgUJejY9VyMX9++/JpCTOyF7twPtaqfBrzU3SCLg+RPfklsuOvkuw/jcpqsfOUTtDVMdzq\njbua84SiF1Os3PZ7MfSahLwTU8PS8iMfkjIpeniKZOo4pVO/Nnj9iGkim9XdwW11Efv7VvRh7pLl\nL/5Fkz2HDSdfzviD/3novpefvWj50/+zgVJw8qWM//H/HuP8j3O+/6cd5i87+u1ACGHrz1xpOHAi\n4dTLGadeyXj9L7qc/UGfvBt45Rtlnv5iBpRQwMZgcyIUdWzrPLZ9Hp0Mo3QJ15ulaL6PqRwm819G\nZ8NsLzZ87K3f6UD3+o6aqoBtnceUpilN/TYquffj8sUKRfN9bOvCoDYj4LYW33cvJoLvU7Qvx1qO\nzpUdl1nj51oghCLmsrcaxAg/FuH44Mk33sZUT5JUn0TpbOvJ1aV9oBLyxjuD4Cfev+vNYjs3KE3+\nNirZcSKhfIh07BWKxjtxt6gfd2xsN6Nff53ynm+Q1E6iVPaJlciHXk5+5ir5zy7jri/GBVpq6L/+\nAebYXszeUZTWj3x/5uQ05okDFGeuYt+/jl+oAwF7eR7908uU/+AVzNG99z62do/iwgz2/AzuWjy2\nwI4cQQCjSZ49gt47Sv8H57DnZ/CL6/E+PphBTwxT/gevYKYnt25XaY3KBp0CCxfrQ5wntAPsqCv5\npLosfmYFh+vfxJeOYEpHCK6B7V19SJrRnc+ZwmTTmOxgrNHYWUiuzCDF6ThKlbD53CC98Ofn3Qa2\nex5TOobSGS6ficHRA+f7bH8+uGIp7khWn43/P58b1Hf14hT1fA5tRkkqT8cApPjs1Lx+VkkAIkgS\nRTlT6Du7OoYQu1x9RN5DfcPz7oWcjZbnv/2jKlnKXQtSgEpF8ezJhJW655vf69EvYO4T3P0ABrmo\ndmvxfi+KuFB1azdj7cLazO2F1wABihtvb/1f31ohv/E2vtfETB4lGTuAKo+QHXuV7Ikvkl99g/zm\nO9iFi7ctuu9zkIMDuf1JUkrhuxsUN8/gVq7hGot3Xc0u75zOqrYKDcMn3O1pU7LnBKXTXyOZOk4o\n+nR/+ueEvAdJihnZT+mpr8dg5F7u/A7bOuGm2NreeRSDQMPeOk9x6yxubfb2lsaDmTSbaWOPg9g9\nC/I+FHkgPGBRFPx2F+GiH4MNZ+PP8m6g3739ukrBkadTxg9oLv00Z+Z8wcqMw1mYOW8ZmTQceNIw\neXD7zGUIluC7BJ9vpUAF348/21yYqJ0NDBSolKRyhGToaUzpQOy0o1JUOk5SOYYytR2Fr7fzto3r\nLwyKZDeP/wELQ2/x+TLernN7wPHzLiYNSqckQ8+QVE9gSgdAl1Gmgk7GSIbjvAF2LJCD3Yg7n9WT\nuN4cDOpPTLYHU9qHL9YHxbWRSmok5SOxdmToGcp7vwGANlV0NoWpHMV1rt/3uXokzuOXN2JB9+Z7\nyw4W5VoTP5Qf/eb1SJXk5DRm7yjpC8fwq82tn5u9Y5hje2Ox973kFr+0TmjuLFKl5VZiAAAgAElE\nQVS/s/YF9MQQ6TNHSKYnyV56Er8Rd2L0+DBm/zjmyB5UZfuzxl6Zp/tXP8Ec3Uv5H7xC+sJx3PUl\n7LVF7JV5wnqL8JlorfvpCiEnb/0UnYyTVE5TGvttdDJB0b0YB+4FH2ujkok4Vd1uYPs3cP3rO25F\noXSFpPIUtb3/DNu9iC+WCEBSPk5a+wJJdoCic45+47XBsMSfn8vn6dX/lsrkP8aUT1Db80/jlPJ8\nNgY5mzUi6VTc1bVr8XG5mP3gi2WC75HWXsDny4MOV/ngeelje9fJas+RlE9StM/EQnrxqZIARACQ\npoqD+w3WgdGw3vA0WoH2YIGTJjBU04wOKSqVGKz080CrE1ite4q4O06rE2h1HHMLjm98rXTb91y5\nBPsmDVkGxw8nnDiSUG/k3JiLgUez/SksnO8cenjnr0MguBy/sUB+/W3yq2/g6jN3X3BHlW/ot3H9\nNm5tJnbQ2nOcZPpZ0oPPxR2LQUcst3KdsDMAMQmk5dsWG3H3wBCK/m2pFcEVhHadYu598ks/pLh1\n7h7HtHPYo4vpZTpBpZV7R30PErb+577MxCFKz/4OoV0nv/k2vXPfxrfrqKxKevBzJAeeJpk8fMe1\nNmeHlG5PzUpSGLTwDQ+cDfMQ3m8NLsyv/Jj86hvbhfY7H9u9Unt+ASkN+44b9h4xzF20jO4xHH46\n/m50SpOksPeIYWRqZ5pciEFIcNt/K8HF4CP4WAy9M9VCpSSVY4MahpcGBdgpYFBJDZ2Ox85Q91vl\n+j7Bbuxo0vAwjmCbg8LWj/NkPOTXyTBJ5TjZ6Ksktc1ZCQZUGh9HMkJ882wGIBbbuUKqS2QjL8Qu\nOckoBE9SewqdjGJbH9xWl6J0CZ2OxudQpYPbVFu36/uL2O61T7TQNfhAaHZjwLHJB4J18TiSn29+\niKpk6LEqQStUmhCmRrafpkBMGZu79+ItWIff6BB6D3q8MYVMj9UIWsf2wP2x7afNOdyV+cGuSORu\nLtP79juUf/vzJKcPkr34BG7fOGZ6AnNgPLYunlnGr7d/uafHB4vtfkiRTpFWn8Wk0+iRGjqb3ur2\nFgOQMVAptnsZ7zZwt2UuB7xroXRGOvRynKdh1whKk5RPkJSO4W2dovM+efsdvGt+Iofui1Xy1ptx\nyODQq6TDr6KzfYOdjM0ApIpJJvF2Ddv9ENu/OdggCTEAcS1M6RiudwPbv771dxd8jutfI1ROkVQP\n0m/8HU52QD51EoAIlIKRIc3vfbWM9zBUVbz+ds7PzuWcvxwXCaMjmudOp7z8XMaTRxOyFG4tOs5d\nLPj2631W6g//UN8/Zfjj3ymzZ8KwZ1Izvc/wK6bEyFBc3Pzo7Zw//5tdnnodfFxEJyXM2H5Ukn70\n9KXg8e1V8l6DYv48+bW3yJ54ldLpXyc78UV6731rq+YBQKUVdHUitrAFUApdiSlIvrN2W31K6DXx\nvUZMzSrVHnpMMd1sKT6O0f2gP27K0Wagdv8dCV0ZJZl6gu7Mv6OYeRffWgVnUdUx9NAkKru7XSOE\n+Lhrk7ECe/O2ysPorIrvbhDso2/RB1fgmivxuRzaE1fgn0b62WeEAmqjmqOfSzn+fMYX/2HYejpM\nCmlJkZUVpcrO1/he+d/3n4iokiFKe36fdOhplM7oLv1VrBexDUz1CUoTX6VWOXrfYwyDQWQfdQcj\nhBDrQz7ujsdDLp5UjlE9+F+j03Fcf4Huwp/j+ouAwlRPUN3/j0lHXtxxHDn91e8Bmuqhf0oy9Bxs\n7hy5FrZznd7yt7Dt22sfgu/TX/kOef3HFO3z3Cn4Hr54xDbU9xICwXqC/fQW2n65Qe+bb1K8cxV7\n/e7djtB6wN+08w/c9QNQKNyNJXrffIvi7A3c/N3Pj99Rn+Lrbfz717HXFjHTk6SnDpI+d5T0xSeo\n/NEX6f/gHL3vnCH/yYWtFru/nALBNcmbb+DyW5RGfp106EUq47+P0lVQOtZGFKvY3rVYrH7XDkbA\ndj6IqVtKkVZOY0pHULqKdy1c/yb9je9RtN4atMj+hDIbQo4v1uiu/jts9xKl0a+TlE+QDf8qSpdj\nSqVr44tFXLE42BnZfq1dsYQvVtF6KM456V/b2uGNOyDX8HY9Po5iWVKwdoEEIII0UWgNV2cs80uO\nSklx9FBCXqRbAUi3F5idd3ifc+WGJTHwzJMJLzyd8sO3c1Y+wi7rRtPz1vsFtYrl8AHDiSMJV25Y\nvvujuPDe3AnZVa7A3voAlZbJjr8aOzV1G7FNb1ZBpRVUkuHb9a1Cdj16ADM2HYuqu42Y8uNsLBDO\naiilCO7ux2LGpsmOfh63em2Ql10mOfgsemiSYvZ9fGf7S9auXCNZvkqy7xS+sYhbuxnP7CuNyqpx\nlkjewTdja0zfXiO/8uPYUvjYK9jVG9ilK4ROPV6nMoIuDeHW53ZMNt8W+h2Cs5ipo5i1GXxrGWXS\nODdlEBgFH3dZVFZDlYaB2IUqmTpO9sQXMeMH4R7BhBnZQ3bsZdzaTewgnyg58Ax6bHqrOP1RhV4z\ndhLbf5r02EvYxYvY4Am9Vpz0Ppja7ptL93zcv4i0gVY9MPNBzuotT3vj7oXoxbdyYPiRbl/pjHSw\nY1A0zmDbl7G9GfA9THmanyu/574epeD2wVQ6Rjr8ArZ9Htv6ANu5hi/qcTZIOHaPKyQkQ8+isymK\n9bew3ZuxDiRYgm3j8mVs+yK+2D4zH1xvMAjRxSLa7j12Vwl84sWujzocdvN6D3gJQ7sf53wohW92\ncDP3WKj9PMNpQ8A3u+h2D4zGr7fufR87gxjvoecJ/QLXKwiNDm5+leTqAukXTqAnhil96SmK967d\nOwDZfHs9YOc4ATKlGFKKXgg0HvAYjyeGEaVY9J4N7+n+nG9dA5SUoqYUofsOzbn/C9u7Si2/xrHU\nMG8djRC2/0JcE9X6KZmvUzI1Grd1uvKxDe4gJc32LqPTydjVSqkYUPvWdhByVxF6nPXh8lls9yJF\n+z10OhHrmHycgWO7l3DFAuzob6gpOFH5S8qlcW5wGcfiPbsf2v5NeuvfxvYuYXvXbrtfcLh8Mf49\nuWZsJ5yMxh3Ywd9YcA1cPhd3P3YEIMFtkLfepnXrX1J03h3MNRocgc9x+Ry99b/F9q5QtM8Q3HYq\n9tSQ5pmDCYsbnqWGY6MbfunLiT4JEoAIjAHn4L0LBe+cyylliv/1fxohHN1+exRFYG3d0Wx7jAYC\nnDhi+NzplFLpoy046o3A6z+NH3onjyX8zq+VOX+l4Jvf+2SK1B5FcAXF3Pvo4T2kx14mPfhc3OJv\nLKCyoZg65C02XMYNAhAzdpDsxK/i67Ox61W/hdIJZuIwycQhfHcjdqG640y8roxgpo6RTD8Tdzay\nKsn+p0DpmDq0YyHulq9SDO+hfOBpkv1PkTVXBl2vNKo8BN7i1ufvCEB+iBk7EKeCH38VXR2LbW+V\niV2rysP4XvOeC3HfWMS3V0n2nMC363EBohP8xsJWSlroNnDLV9GVEZL9pwdzVUbiNPixg3FHo7j7\ntVRpFT22f1C0XgFt4nyOrEJ+5UdbrXkhdrVS5SFUVsWMHsCMH0Sl5Xif+04OBov18b0NQt7F9xrk\n195Cj+zbGkaoSkP49iq6PDp4cxcU/fYvTQDiLdQXPGd/kPPhmzmL1+7Rkc3zyJ/+CoNOJwi+wHau\nDhbhRZwvUDqAKe2PQ8Qec0qXMKV95BtvYrszeNsAAjoZJqkcRqcTt19eJaTDz2HKh7CtCxTNM7EO\nZLBbFIjpKyqpEWyAYPF2A9ubQaVj6NJ+lCkR/GAquzIoNIEAvs8nHWB9bCEQcotSCjVcRmVJTIHS\nKqYtDRbcfqWBX21iDkzEGRpZQihc/MwwBqVVTPfKHzHtMYBfrBOmRjDH96Hfvx5zgAsba1iMjvdR\nuPgzgFKKqpagXxD6Oe7mEm5mGXdzmdDPKf/eSySnD6HK99gZHgwrJDHo4QouG7Sc04Db3gkc0ppJ\nrRnVihXnaTpHWSkywKg4a9wD3RA4nhimjWHYOpacp+493RDIQ8ADQ1qRDqK8zuDnDqgpRUkpFFAQ\nyAP0QmBIKya1YVQr1rrnWGm9RwpMJQmvlFPeV4qb1tILkIeACS1Ge+8xlr+PAZatwwNlpUgUGDyG\nNt3Ou/TbZ+gDVaWoDO7bEW/H7gxqbqPwtk7eeoNUF2ij4uazCxTu9iy3xECioZw6nqx+m3KqWFcF\nXeMoDNgdWdJGg7Jz+NYc3cbfoTVUUoXRMd7MbcD5Hj6fxdrZ+DWl4klU78H6gHXbf0lKQWogSxQ+\n9HDFOTqL57YyBhMdj89oT25Xsc3XyBuvwdbtQqIVB8cNXzyRcXbW0reBZs9JAPIJkABEkOeBZsvT\naAY6PUjTWKeY7fisHh/VvPxcyvFDCROjml4/8OIzGZVS3D35zHIWu3gJlZZRpRrJ3hNkT3wRBjMz\nYm3Bj1Ar17euoqujsV3vqV9DZ1UwKcHlhH4H392IczhuvE3Ibz/T5tZv4ZavUHrq19FDk+ishm+t\nkl97g/zD78eF/4Ctz8JVhaqOkU4/S/Ur/zzWltgc36mTX/5hnE4/EHoNirlzqMooWa9JevhFSqe/\nhhoMUfS9Bm5tZjBT5O6+7/n1n0KSUTr9dar7Tw+GDrbonvlLum/+aTym5St0f/YXlJ76Dcqf+z3K\nz/0+obuBW5sZDDT0mOG9t6+jQsAuX6V/7jukRz5P+cU/RJdH8O1Viptn6F/8wW3Hk+w7RXbyK6SH\nnseMHkBVxzCj+zHDexn9J/9i0Lr4Kv3z38XOncU1FinmzqIqowCUTn6Z8nO/H1MJ+i3swofkl38Y\ntwV+CQSgteEZ6wXG9mnSEtxzDFCIb6dHuw+Ptw1UMkJSPYFtnye4LibbG+dhjLzIndOPH0s+32oB\nbMqHUM0zKD1KUj1FNv5VTPWJ22uHQsAXddLh56hO/1d49w/jDBPCIA2riesvkNd/SH/9J/j+Eq43\nQ77+BqXJr5ONvYptf4jvzxN8gUrH0aZK8H1s5yrcdzDb7gjO49fbqHJK+swR/NwaoZejshTf7G4N\nFrSX5jDTE2Rff46s3sTPreLm63EBP1ZDVTL8ejt2uXoU3lOcvYGeHCH79edwN5fxa038rTrUyujR\nKqqS4RbX8YNaE3NwkvTFJ3BXF/CL6/hGB5Ua9NRI7Mil407KPes/QsBvdDBDZdLnjsZ5Ic1uHGTY\n7hF6OQY4kRiezlKaLgYTiYOTScJ0YhjXihGtaXnP+cIypjUjWvP5TKNQtIPnQmGZsZZOCHyxVGKf\n0YDibF4w6xwN73kxSzmeJJSUYsk5ZpzjUmE5niQ8l6U0vCcPAe1gj9E8kyX8RrnMXl1wsTDcdI5b\n1qEV/Eopi8GH89zAMWYMp9KEsUEQNaI054uC69ay5DwvlTJOpwkpio3gmbWOn+Y5G/dZaW8m604N\na/aOGEbKmuWmY2HD0ewFnI8BxWRNM17TTAxpRiqa3MbbG6tqUqOotz25ja3Eh0qK1CgC0Oh6hsua\nA2OGkbKiWwRm645m1+MDDFc0RkE5VRwY07T7gdWWZ7XlKQYJCKUkHt/RyYReEai3PTNrDuti4DFS\n0ewb0dRKirm6o97xbPYqqGSKqSHNWE1zZNJgtPp0Nnd/iUkAIvAe4smkgB+cjdg88bVp76TmN79U\nZmbe8eE1i3OBk8cTRofNJ/s3qUANG9SwRtcMvuGgCKiaxtcdoe8xU0ksLLMBPZkQbCA0HaEIqIrG\nTCbY9mvY7nsENYs+ZNGujG86sCH2ya9p6Ad8y6FMTshmcO51wtocqjGFUhlqpMCzjFu7TDBN9HSK\nrhkYXcZu/Ch228iGUCbFt/q45Q3s3BLF3Dnc6g3wt++A+PYaxa3zqPoculSDJMOv36JYuIhrLN0+\nzrro4TZukV96HbexQDJxGJISuALfbWAXLtyeuuRdXHDPndsKnHR1HJWWY+pUr4lrLOE7986Vs6tx\n4Fbot+NcDpMS8m58HJt30Vohv/42wTvMxBFUqRZvd/0WdvY9QtFFD01u3YfvNem+8+8JRZ9i5t3Y\ndnflGjqr4Nbn40yU9VuEHbsmvrOOXbocU+PKw7F9rhpsuXkXaz4aS7G9ctHdfty3zhFsn2TlOro6\nCjol5G1cfRa7cv2XZvcjeJi/7Bge1zzxQsrCVcv6kqfTCCRpnKaepIpu09N9xI3H4LrkGz8lHXqG\nZOgZKroUdw8GLY9d5xpJ+c5mBJ8+UzlOUjmGKU+jSwdIqifQyTDpyAtUD/138dj689jOJXx/EZcv\n0Vv9LibbRzb2K5hsihB8bPHZn8P09w12QbY71WlTQ6k07my0L+Pz5Zj6gQM0OqmRDD0Nukx/5dv4\n/gL5xluY0gF0NkV57x8SXDt+Nug4SNF1rsb3+J3rvNSQPHkAc2QP5sAk5sA4ybNHwWhKX30WVc3A\nOuy1Jdy1BdziHc0XPqbQ7VO8dZHk6cOkLxxHj1T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QjFYVhYOZNceRKc+e4XjisJTEAvJO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\ngAAAABsBAQAANgICAABsBAQAANgEq1kN1rFbOyIAAAAASUVORK5CYII=\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(filename='/home/anshul/word_cloud.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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