# -*- coding: utf-8 -*-
# -*- coding: ISO-8859-1 -*-
# -*- coding: ISO-8859-2 -*-

# Version 1.1: Change log: Has increased Time Duration rows
# Takes care of time durations like: 2012 And 2013, 2012 and 2013
#


# Folders
main_dir = "D:\Projects\\"
path = main_dir + "Output\Formatted\\"
temp = main_dir + "Output\Temp\\"
fina = main_dir + "Output\Final\\"
new_fina = fina + "\New Final\\"
data = main_dir + "\Data\\"

# Libraries
import itertools
import urllib2
import glob
import pandas as pd
# import langid
import sys
# from langdetect import detect
# from langdetect import detect_langs
#import unicodedata
import warnings
import random
import sys
reload(sys)
import codecs
import nltk


from nltk.tokenize import sent_tokenize
from nltk.tokenize import word_tokenize
import urllib3
#http = urllib3.PoolManager()
from bs4 import BeautifulSoup
import string
from string import punctuation
from nltk.corpus import stopwords
import urllib
import re
import dateutil
from dateutil.parser import parse
import pycountry
from django.utils.encoding import smart_str, smart_unicode
import requests
from difflib import SequenceMatcher as SM
import datetime
from datetime import date
from datetime import datetime
from datetime import timedelta
from dateutil import rrule
from dateutil import parser
import time
urllib3.disable_warnings()
import calendar
from nltk import FreqDist
import warnings
warnings.filterwarnings("ignore", message="numpy.dtype size changed")
warnings.filterwarnings("ignore", message="numpy.ufunc size changed")
from HTMLParser import HTMLParser
from nltk.tag.perceptron import PerceptronTagger
tagger = PerceptronTagger()
from nltk import ne_chunk, pos_tag, word_tokenize
from nltk.tree import Tree


# List of initializations

punctuation1 = '-!"#$%&()*+,:;<=>?@[\]^_`{|}~“Ââ€¦«'
punctuation2 = '-!"#$%&()*+,:;<=>?@[\]^_`{|}~“Ââ€¦«'

# List of Definitions

def byteify(input):
    if isinstance(input, dict):
        return {byteify(key):byteify(value) for key,value in input.iteritems()}
    elif isinstance(input, list):
        return [byteify(element) for element in input]
    elif isinstance(input, unicode):
        return input.encode('utf-8')
    else:
        return input

def remove_unicode(text):
    text = text.replace('Â', '').replace('â€™', "'").replace('â', '').replace("...", "").replace("[", "").replace("]","")
    text = text.replace('A&#770; ', ' ').replace("\\", "").strip()
    text = unicodedata.normalize("NFKD", unicode(text, encoding='utf-8'))
    text = byteify(text).decode('unicode_escape').encode("ascii", "ignore").replace("?"," ").strip().lstrip().rstrip().replace('   ', '').replace('"','')
    return text

class MLStripper(HTMLParser):
    def __init__(self):
        self.reset()
        self.strict = False
        self.convert_charrefs= True
        self.fed = []
    def handle_data(self, d):
        self.fed.append(d)
    def get_data(self):
        return ''.join(self.fed)

def strip_tags(html):
    s = MLStripper()
    s.feed(html)
    return s.get_data()

#def strip_tags(html):
#    s = MLStripper()
#    s.feed(html)
#    return s.get_data()

def strip_punctuation(s):
   return ''.join(c for c in s if c not in (punctuation2))

def replace_words(input):
    input = input.replace("i am a ","i am ")
    input = input.replace("under active","underactive")
    input = input.replace("under-active", "underactive")
    input = input.replace("diagnoised","diagnosed")
    input = input.replace("im ","i am ")
    input = input.replace("hasnt", "has not")
    input = input.replace("hadnt", "had not")
    input = input.replace("havent", "have not")
    input = input.replace("haven't", "have not")
    input = input.replace("dont", "do not")
    input = input.replace("don't", "do not")
    input = input.replace("didnt", "did not")
    
    input = input.replace("wouldnt", "would not")
    input = input.replace("wouldn't", "would not")
    input = input.replace("cannot", "can not")
    input = input.replace(" can't ", " cant ")
    input = input.replace(" cant ", " can not ")
    input = input.replace("couldnt", "could not")
    input = input.replace("couldn't", "could not")
    input = input.replace("shouldnt", "should not")
    input = input.replace("shouldn't", "should not")
    input = input.replace('doesnt', "does not")
    input = input.replace("doesn't", "does not")
    input = input.replace('isnt', " is not")
    input = input.replace("isn't", " is not")
    input = input.replace("it's", "its")
    input = input.replace("great", "good")
    input = input.replace("best", "good")
    # input = input.replace(" an ", " ")
    # input = input.replace(" a ", " ")
    # input = input.replace("much", " ")
    input = input.replace("  ", " ")
    input = input.replace(".", " . ")
    # input = input.replace(" the ", " ")
    # input = input.replace(" my ", " ")
    # input = input.replace(" this ", " ")
    # input = input.replace(" as ", " ")
    input = input.replace("i've", " i have ")
    input = input.replace(" ive ", " i have ")
    input = input.replace("'ve", " have ")
    input = input.replace("i'm", " i am ")
    input = input.replace("'m", " am ")
    input = input.replace("'s","s")
    input = input.replace("theyre","they are")
 
    input = input.replace("..."," ")
    return input

def __remove_stop_words(self, tokenized_text, stop_words, tagger=tagger):
    sentences_pos = tagger.tag(tokenized_text)
    filtered_words = [word for (word, pos) in sentences_pos
                      if pos not in stop_words and word not in stop_words]
    return filtered_words

def join_lines(s):
    s = filter(lambda y: y in string.printable, s)
    s = ' '.join(s.split()).strip()
    s = ' '.join(s.split())
    return s

def get_soup(url):
    soup = BeautifulSoup(urllib.urlopen(url).read(),"html.parser")

    if "ACCESS DENIED" in str(soup).upper() or "403 FORBIDDEN" in str(soup).upper():
        http = urllib3.PoolManager()
        r = http.request('GET', url)
        page = r.data
        soup = BeautifulSoup(page, "html.parser")
    return soup

def get_continuous_chunks(text):
    chunked = ne_chunk(pos_tag(word_tokenize(text)))
    prev = None
    continuous_chunk = []
    current_chunk = []
    for i in chunked:
         if type(i) == Tree:
                 current_chunk.append(" ".join([token for token, pos in i.leaves()]))
         elif current_chunk:
                 named_entity = " ".join(current_chunk)
                 if named_entity not in continuous_chunk:
                         continuous_chunk.append(named_entity)
                         current_chunk = []
         else:
                 continue
    return continuous_chunk

def get_continuous_chunks2(text, label):
    chunked = ne_chunk(pos_tag(word_tokenize(text)))
    prev = None
    continuous_chunk = []
    current_chunk = []

    for subtree in chunked:
        if type(subtree) == Tree and subtree.label() == label:
            current_chunk.append(" ".join([token for token, pos in subtree.leaves()]))
        elif current_chunk:
            named_entity = " ".join(current_chunk)
            if named_entity not in continuous_chunk:
                continuous_chunk.append(named_entity)
                current_chunk = []
        else:
            continue

    return continuous_chunk

def replace_words2(input):
    input = input.replace("great", "good")
    input = input.replace("best", "good")
    input = input.replace("greatest", "good")
    input = input.replace("better", "good")
    input = input.replace(","," ").strip()
    input = input.replace("-"," ").strip()
    return input

def replace_digits(input):
    input = input.replace("0 - ", "0 ")
    input = input.replace("1 - ", "1 ")
    input = input.replace("2 - ", "2 ")
    input = input.replace("3 - ", "3 ")
    input = input.replace("4 - ", "4 ")
    input = input.replace("5 - ", "5 ")
    input = input.replace("6 - ", "6 ")
    input = input.replace("7 - ", "7 ")
    input = input.replace("8 - ", "8 ")
    input = input.replace("9 - ", "9 ")
    input = input.replace("0. ", "0 ")
    input = input.replace("1. ","1 ")
    input = input.replace("2. ", "2 ")
    input = input.replace("3. ", "3 ")
    input = input.replace("4. ", "4 ")
    input = input.replace("5. ", "5 ")
    input = input.replace("6. ", "6 ")
    input = input.replace("7. ", "7 ")
    input = input.replace("8. ", "8 ")
    input = input.replace("9. ", "9 ")
    input = input.replace(":20", "  20 ")
    input = input.replace(":19", "  19 ")
    input = input.replace(":18", "  18 ")
    input = input.replace(":17", "  17 ")
    input = input.replace(":16", "  16 ")
    input = input.replace(":15", "  15 ")
    input = input.replace(":14", "  14 ")
    input = input.replace(":13", "  13 ")
    input = input.replace(":12", "  12 ")
    input = input.replace(":11", "  11 ")
    input = input.replace(":10", "  10 ")
    input = input.replace(":1", "  1 ")
    input = input.replace(":2", "  2 ")
    input = input.replace(":3", "  3 ")
    input = input.replace(":4", "  4 ")
    input = input.replace(":5", "  5 ")
    input = input.replace(":6", "  6 ")
    input = input.replace(":7", "  7 ")
    input = input.replace(":8", "  8 ")
    input = input.replace(":9", "  9 ")

    input = input.replace(":1","  1 ")
    input = input.replace(":2", "  2 ")
    input = input.replace(":3", "  3 ")
    input = input.replace(":4", "  4 ")
    input = input.replace(":5", "  5 ")
    input = input.replace(":6", "  6 ")
    input = input.replace(":7", "  7 ")
    input = input.replace(":8", "  8 ")
    input = input.replace(":9", "  9 ")
    input = input.replace("11. ", "11 ")
    input = input.replace("12. ", "12 ")
    input = input.replace("13. ", "13 ")
    input = input.replace("14. ", "14 ")
    input = input.replace("15. ", "15 ")
    input = input.replace("16. ", "16 ")
    input = input.replace("17. ", "17 ")
    input = input.replace("18. ", "18 ")
    input = input.replace("19. ", "19 ")
    input = input.replace("20. ", "20 ")
    input = input.replace("21. ", "21 ")
    input = input.replace("22. ", "22 ")
    input = input.replace("23. ", "23 ")
    input = input.replace("24. ", "24 ")
    input = input.replace("25. ", "25 ")

    return input

def replace_nonspaced_digits1(input):
    input = input.replace('0A', '0 A')
    input = input.replace('0B', '0 B')
    input = input.replace('0C', '0 C')
    input = input.replace('0D', '0 D')
    input = input.replace('0E', '0 E')
    input = input.replace('0F', '0 F')
    input = input.replace('0G', '0 G')
    input = input.replace('0H', '0 H')
    input = input.replace('0I', '0 I')
    input = input.replace('0J', '0 J')
    input = input.replace('0K', '0 K')
    input = input.replace('0L', '0 L')
    input = input.replace('0M', '0 M')
    input = input.replace('0N', '0 N')
    input = input.replace('0O', '0 O')
    input = input.replace('0P', '0 P')
    input = input.replace('0Q', '0 Q')
    input = input.replace('0R', '0 R')
    input = input.replace('0S', '0 S')
    input = input.replace('0T', '0 T')
    input = input.replace('0U', '0 U')
    input = input.replace('0V', '0 V')
    input = input.replace('0W', '0 W')
    input = input.replace('0X', '0 X')
    input = input.replace('0Y', '0 Y')
    input = input.replace('0Z', '0 Z')
    input = input.replace('10A', '10 A')
    input = input.replace('10B', '10 B')
    input = input.replace('10C', '10 C')
    input = input.replace('10D', '10 D')
    input = input.replace('10E', '10 E')
    input = input.replace('10F', '10 F')
    input = input.replace('10G', '10 G')
    input = input.replace('10H', '10 H')
    input = input.replace('10I', '10 I')
    input = input.replace('10J', '10 J')
    input = input.replace('10K', '10 K')
    input = input.replace('10L', '10 L')
    input = input.replace('10M', '10 M')
    input = input.replace('10N', '10 N')
    input = input.replace('10O', '10 O')
    input = input.replace('10P', '10 P')
    input = input.replace('10Q', '10 Q')
    input = input.replace('10R', '10 R')
    input = input.replace('10S', '10 S')
    input = input.replace('10T', '10 T')
    input = input.replace('10U', '10 U')
    input = input.replace('10V', '10 V')
    input = input.replace('10W', '10 W')
    input = input.replace('10X', '10 X')
    input = input.replace('10Y', '10 Y')
    input = input.replace('10Z', '10 Z')
    input = input.replace('1A', '1 A')
    input = input.replace('1B', '1 B')
    input = input.replace('1C', '1 C')
    input = input.replace('1D', '1 D')
    input = input.replace('1E', '1 E')
    input = input.replace('1F', '1 F')
    input = input.replace('1G', '1 G')
    input = input.replace('1H', '1 H')
    input = input.replace('1I', '1 I')
    input = input.replace('1J', '1 J')
    input = input.replace('1K', '1 K')
    input = input.replace('1L', '1 L')
    input = input.replace('1M', '1 M')
    input = input.replace('1N', '1 N')
    input = input.replace('1O', '1 O')
    input = input.replace('1P', '1 P')
    input = input.replace('1Q', '1 Q')
    input = input.replace('1R', '1 R')
    input = input.replace('1S', '1 S')
    input = input.replace('1T', '1 T')
    input = input.replace('1U', '1 U')
    input = input.replace('1V', '1 V')
    input = input.replace('1W', '1 W')
    input = input.replace('1X', '1 X')
    input = input.replace('1Y', '1 Y')
    input = input.replace('1Z', '1 Z')
    input = input.replace('2A', '2 A')
    input = input.replace('2B', '2 B')
    input = input.replace('2C', '2 C')
    input = input.replace('2D', '2 D')
    input = input.replace('2E', '2 E')
    input = input.replace('2F', '2 F')
    input = input.replace('2G', '2 G')
    input = input.replace('2H', '2 H')
    input = input.replace('2I', '2 I')
    input = input.replace('2J', '2 J')
    input = input.replace('2K', '2 K')
    input = input.replace('2L', '2 L')
    input = input.replace('2M', '2 M')
    input = input.replace('2N', '2 N')
    input = input.replace('2O', '2 O')
    input = input.replace('2P', '2 P')
    input = input.replace('2Q', '2 Q')
    input = input.replace('2R', '2 R')
    input = input.replace('2S', '2 S')
    input = input.replace('2T', '2 T')
    input = input.replace('2U', '2 U')
    input = input.replace('2V', '2 V')
    input = input.replace('2W', '2 W')
    input = input.replace('2X', '2 X')
    input = input.replace('2Y', '2 Y')
    input = input.replace('2Z', '2 Z')
    input = input.replace('3A', '3 A')
    input = input.replace('3B', '3 B')
    input = input.replace('3C', '3 C')
    input = input.replace('3D', '3 D')
    input = input.replace('3E', '3 E')
    input = input.replace('3F', '3 F')
    input = input.replace('3G', '3 G')
    input = input.replace('3H', '3 H')
    input = input.replace('3I', '3 I')
    input = input.replace('3J', '3 J')
    input = input.replace('3K', '3 K')
    input = input.replace('3L', '3 L')
    input = input.replace('3M', '3 M')
    input = input.replace('3N', '3 N')
    input = input.replace('3O', '3 O')
    input = input.replace('3P', '3 P')
    input = input.replace('3Q', '3 Q')
    input = input.replace('3R', '3 R')
    input = input.replace('3S', '3 S')
    input = input.replace('3T', '3 T')
    input = input.replace('3U', '3 U')
    input = input.replace('3V', '3 V')
    input = input.replace('3W', '3 W')
    input = input.replace('3X', '3 X')
    input = input.replace('3Y', '3 Y')
    input = input.replace('3Z', '3 Z')
    input = input.replace('4A', '4 A')
    input = input.replace('4B', '4 B')
    input = input.replace('4C', '4 C')
    input = input.replace('4D', '4 D')
    input = input.replace('4E', '4 E')
    input = input.replace('4F', '4 F')
    input = input.replace('4G', '4 G')
    input = input.replace('4H', '4 H')
    input = input.replace('4I', '4 I')
    input = input.replace('4J', '4 J')
    input = input.replace('4K', '4 K')
    input = input.replace('4L', '4 L')
    input = input.replace('4M', '4 M')
    input = input.replace('4N', '4 N')
    input = input.replace('4O', '4 O')
    input = input.replace('4P', '4 P')
    input = input.replace('4Q', '4 Q')
    input = input.replace('4R', '4 R')
    input = input.replace('4S', '4 S')
    input = input.replace('4T', '4 T')
    input = input.replace('4U', '4 U')
    input = input.replace('4V', '4 V')
    input = input.replace('4W', '4 W')
    input = input.replace('4X', '4 X')
    input = input.replace('4Y', '4 Y')
    input = input.replace('4Z', '4 Z')
    input = input.replace('5A', '5 A')
    input = input.replace('5B', '5 B')
    input = input.replace('5C', '5 C')
    input = input.replace('5D', '5 D')
    input = input.replace('5E', '5 E')
    input = input.replace('5F', '5 F')
    input = input.replace('5G', '5 G')
    input = input.replace('5H', '5 H')
    input = input.replace('5I', '5 I')
    input = input.replace('5J', '5 J')
    input = input.replace('5K', '5 K')
    input = input.replace('5L', '5 L')
    input = input.replace('5M', '5 M')
    input = input.replace('5N', '5 N')
    input = input.replace('5O', '5 O')
    input = input.replace('5P', '5 P')
    input = input.replace('5Q', '5 Q')
    input = input.replace('5R', '5 R')
    input = input.replace('5S', '5 S')
    input = input.replace('5T', '5 T')
    input = input.replace('5U', '5 U')
    input = input.replace('5V', '5 V')
    input = input.replace('5W', '5 W')
    input = input.replace('5X', '5 X')
    input = input.replace('5Y', '5 Y')
    input = input.replace('5Z', '5 Z')
    input = input.replace('6A', '6 A')
    input = input.replace('6B', '6 B')
    input = input.replace('6C', '6 C')
    input = input.replace('6D', '6 D')
    input = input.replace('6E', '6 E')
    input = input.replace('6F', '6 F')
    input = input.replace('6G', '6 G')
    input = input.replace('6H', '6 H')
    input = input.replace('6I', '6 I')
    input = input.replace('6J', '6 J')
    input = input.replace('6K', '6 K')
    input = input.replace('6L', '6 L')
    input = input.replace('6M', '6 M')
    input = input.replace('6N', '6 N')
    input = input.replace('6O', '6 O')
    input = input.replace('6P', '6 P')
    input = input.replace('6Q', '6 Q')
    input = input.replace('6R', '6 R')
    input = input.replace('6S', '6 S')
    input = input.replace('6T', '6 T')
    input = input.replace('6U', '6 U')
    input = input.replace('6V', '6 V')
    input = input.replace('6W', '6 W')
    input = input.replace('6X', '6 X')
    input = input.replace('6Y', '6 Y')
    input = input.replace('6Z', '6 Z')
    input = input.replace('7A', '7 A')
    input = input.replace('7B', '7 B')
    input = input.replace('7C', '7 C')
    input = input.replace('7D', '7 D')
    input = input.replace('7E', '7 E')
    input = input.replace('7F', '7 F')
    input = input.replace('7G', '7 G')
    input = input.replace('7H', '7 H')
    input = input.replace('7I', '7 I')
    input = input.replace('7J', '7 J')
    input = input.replace('7K', '7 K')
    input = input.replace('7L', '7 L')
    input = input.replace('7M', '7 M')
    input = input.replace('7N', '7 N')
    input = input.replace('7O', '7 O')
    input = input.replace('7P', '7 P')
    input = input.replace('7Q', '7 Q')
    input = input.replace('7R', '7 R')
    input = input.replace('7S', '7 S')
    input = input.replace('7T', '7 T')
    input = input.replace('7U', '7 U')
    input = input.replace('7V', '7 V')
    input = input.replace('7W', '7 W')
    input = input.replace('7X', '7 X')
    input = input.replace('7Y', '7 Y')
    input = input.replace('7Z', '7 Z')
    input = input.replace('8A', '8 A')
    input = input.replace('8B', '8 B')
    input = input.replace('8C', '8 C')
    input = input.replace('8D', '8 D')
    input = input.replace('8E', '8 E')
    input = input.replace('8F', '8 F')
    input = input.replace('8G', '8 G')
    input = input.replace('8H', '8 H')
    input = input.replace('8I', '8 I')
    input = input.replace('8J', '8 J')
    input = input.replace('8K', '8 K')
    input = input.replace('8L', '8 L')
    input = input.replace('8M', '8 M')
    input = input.replace('8N', '8 N')
    input = input.replace('8O', '8 O')
    input = input.replace('8P', '8 P')
    input = input.replace('8Q', '8 Q')
    input = input.replace('8R', '8 R')
    input = input.replace('8S', '8 S')
    input = input.replace('8T', '8 T')
    input = input.replace('8U', '8 U')
    input = input.replace('8V', '8 V')
    input = input.replace('8W', '8 W')
    input = input.replace('8X', '8 X')
    input = input.replace('8Y', '8 Y')
    input = input.replace('8Z', '8 Z')
    input = input.replace('9A', '9 A')
    input = input.replace('9B', '9 B')
    input = input.replace('9C', '9 C')
    input = input.replace('9D', '9 D')
    input = input.replace('9E', '9 E')
    input = input.replace('9F', '9 F')
    input = input.replace('9G', '9 G')
    input = input.replace('9H', '9 H')
    input = input.replace('9I', '9 I')
    input = input.replace('9J', '9 J')
    input = input.replace('9K', '9 K')
    input = input.replace('9L', '9 L')
    input = input.replace('9M', '9 M')
    input = input.replace('9N', '9 N')
    input = input.replace('9O', '9 O')
    input = input.replace('9P', '9 P')
    input = input.replace('9Q', '9 Q')
    input = input.replace('9R', '9 R')
    input = input.replace('9S', '9 S')
    input = input.replace('9T', '9 T')
    input = input.replace('9U', '9 U')
    input = input.replace('9V', '9 V')
    input = input.replace('9W', '9 W')
    input = input.replace('9X', '9 X')
    input = input.replace('9Y', '9 Y')
    input = input.replace('9Z', '9 Z')
    return input

def replace_nonspaced_digits_s_1(input):
    input = input.replace('0a', '0 a')
    input = input.replace('0b', '0 b')
    input = input.replace('0c', '0 c')
    input = input.replace('0d', '0 d')
    input = input.replace('0e', '0 e')
    input = input.replace('0f', '0 f')
    input = input.replace('0g', '0 g')
    input = input.replace('0h', '0 h')
    input = input.replace('0i', '0 i')
    input = input.replace('0j', '0 j')
    input = input.replace('0k', '0 k')
    input = input.replace('0l', '0 l')
    input = input.replace('0m', '0 m')
    input = input.replace('0n', '0 n')
    input = input.replace('0o', '0 o')
    input = input.replace('0p', '0 p')
    input = input.replace('0q', '0 q')
    input = input.replace('0r', '0 r')
    input = input.replace('0s', '0 s')
    input = input.replace('0t', '0 t')
    input = input.replace('0u', '0 u')
    input = input.replace('0v', '0 v')
    input = input.replace('0w', '0 w')
    input = input.replace('0x', '0 x')
    input = input.replace('0y', '0 y')
    input = input.replace('0z', '0 z')
    input = input.replace('10a', '10 a')
    input = input.replace('10b', '10 b')
    input = input.replace('10c', '10 c')
    input = input.replace('10d', '10 d')
    input = input.replace('10e', '10 e')
    input = input.replace('10f', '10 f')
    input = input.replace('10g', '10 g')
    input = input.replace('10h', '10 h')
    input = input.replace('10i', '10 i')
    input = input.replace('10j', '10 j')
    input = input.replace('10k', '10 k')
    input = input.replace('10l', '10 l')
    input = input.replace('10m', '10 m')
    input = input.replace('10n', '10 n')
    input = input.replace('10o', '10 o')
    input = input.replace('10p', '10 p')
    input = input.replace('10q', '10 q')
    input = input.replace('10r', '10 r')
    input = input.replace('10s', '10 s')
    input = input.replace('10t', '10 t')
    input = input.replace('10u', '10 u')
    input = input.replace('10v', '10 v')
    input = input.replace('10w', '10 w')
    input = input.replace('10x', '10 x')
    input = input.replace('10y', '10 y')
    input = input.replace('10z', '10 z')
    input = input.replace('1a', '1 a')
    input = input.replace('1b', '1 b')
    input = input.replace('1c', '1 c')
    input = input.replace('1d', '1 d')
    input = input.replace('1e', '1 e')
    input = input.replace('1f', '1 f')
    input = input.replace('1g', '1 g')
    input = input.replace('1h', '1 h')
    input = input.replace('1i', '1 i')
    input = input.replace('1j', '1 j')
    input = input.replace('1k', '1 k')
    input = input.replace('1l', '1 l')
    input = input.replace('1m', '1 m')
    input = input.replace('1n', '1 n')
    input = input.replace('1o', '1 o')
    input = input.replace('1p', '1 p')
    input = input.replace('1q', '1 q')
    input = input.replace('1r', '1 r')
    input = input.replace('1s', '1 s')
    input = input.replace('1t', '1 t')
    input = input.replace('1u', '1 u')
    input = input.replace('1v', '1 v')
    input = input.replace('1w', '1 w')
    input = input.replace('1x', '1 x')
    input = input.replace('1y', '1 y')
    input = input.replace('1z', '1 z')
    input = input.replace('2a', '2 a')
    input = input.replace('2b', '2 b')
    input = input.replace('2c', '2 c')
    input = input.replace('2d', '2 d')
    input = input.replace('2e', '2 e')
    input = input.replace('2f', '2 f')
    input = input.replace('2g', '2 g')
    input = input.replace('2h', '2 h')
    input = input.replace('2i', '2 i')
    input = input.replace('2j', '2 j')
    input = input.replace('2k', '2 k')
    input = input.replace('2l', '2 l')
    input = input.replace('2m', '2 m')
    input = input.replace('2n', '2 n')
    input = input.replace('2o', '2 o')
    input = input.replace('2p', '2 p')
    input = input.replace('2q', '2 q')
    input = input.replace('2r', '2 r')
    input = input.replace('2s', '2 s')
    input = input.replace('2t', '2 t')
    input = input.replace('2u', '2 u')
    input = input.replace('2v', '2 v')
    input = input.replace('2w', '2 w')
    input = input.replace('2x', '2 x')
    input = input.replace('2y', '2 y')
    input = input.replace('2z', '2 z')
    input = input.replace('3a', '3 a')
    input = input.replace('3b', '3 b')
    input = input.replace('3c', '3 c')
    input = input.replace('3d', '3 d')
    input = input.replace('3e', '3 e')
    input = input.replace('3f', '3 f')
    input = input.replace('3g', '3 g')
    input = input.replace('3h', '3 h')
    input = input.replace('3i', '3 i')
    input = input.replace('3j', '3 j')
    input = input.replace('3k', '3 k')
    input = input.replace('3l', '3 l')
    input = input.replace('3m', '3 m')
    input = input.replace('3n', '3 n')
    input = input.replace('3o', '3 o')
    input = input.replace('3p', '3 p')
    input = input.replace('3q', '3 q')
    input = input.replace('3r', '3 r')
    input = input.replace('3s', '3 s')
    input = input.replace('3t', '3 t')
    input = input.replace('3u', '3 u')
    input = input.replace('3v', '3 ')
    input = input.replace('3w', '3 w')
    input = input.replace('3x', '3 x')
    input = input.replace('3y', '3 y')
    input = input.replace('3z', '3 z')
    input = input.replace('4a', '4 a')
    input = input.replace('4b', '4 b')
    input = input.replace('4c', '4 c')
    input = input.replace('4d', '4 d')
    input = input.replace('4e', '4 e')
    input = input.replace('4f', '4 f')
    input = input.replace('4g', '4 g')
    input = input.replace('4h', '4 h')
    input = input.replace('4i', '4 i')
    input = input.replace('4j', '4 j')
    input = input.replace('4k', '4 k')
    input = input.replace('4l', '4 l')
    input = input.replace('4m', '4 m')
    input = input.replace('4n', '4 n')
    input = input.replace('4o', '4 o')
    input = input.replace('4p', '4 p')
    input = input.replace('4q', '4 q')
    input = input.replace('4r', '4 r')
    input = input.replace('4s', '4 s')
    input = input.replace('4t', '4 t')
    input = input.replace('4u', '4 u')
    input = input.replace('4v', '4 v')
    input = input.replace('4w', '4 w')
    input = input.replace('4x', '4 x')
    input = input.replace('4y', '4 y')
    input = input.replace('4z', '4 z')
    input = input.replace('5a', '5 a')
    input = input.replace('5b', '5 b')
    input = input.replace('5c', '5 c')
    input = input.replace('5d', '5 d')
    input = input.replace('5e', '5 e')
    input = input.replace('5f', '5 f')
    input = input.replace('5g', '5 g')
    input = input.replace('5h', '5 h')
    input = input.replace('5i', '5 i')
    input = input.replace('5j', '5 J')
    input = input.replace('5k', '5 k')
    input = input.replace('5l', '5 L')
    input = input.replace('5m', '5 m')
    input = input.replace('5n', '5 n')
    input = input.replace('5o', '5 o')
    input = input.replace('5p', '5 p')
    input = input.replace('5q', '5 q')
    input = input.replace('5r', '5 r')
    input = input.replace('5s', '5 s')
    input = input.replace('5t', '5 t')
    input = input.replace('5u', '5 u')
    input = input.replace('5v', '5 v')
    input = input.replace('5w', '5 w')
    input = input.replace('5x', '5 x')
    input = input.replace('5y', '5 y')
    input = input.replace('5z', '5 z')
    input = input.replace('6a', '6 a')
    input = input.replace('6b', '6 b')
    input = input.replace('6c', '6 c')
    input = input.replace('6d', '6 d')
    input = input.replace('6e', '6 e')
    input = input.replace('6f', '6 f')
    input = input.replace('6g', '6 g')
    input = input.replace('6h', '6 h')
    input = input.replace('6i', '6 i')
    input = input.replace('6j', '6 j')
    input = input.replace('6k', '6 k')
    input = input.replace('6l', '6 l')
    input = input.replace('6m', '6 m')
    input = input.replace('6n', '6 n')
    input = input.replace('6o', '6 o')
    input = input.replace('6p', '6 p')
    input = input.replace('6q', '6 q')
    input = input.replace('6r', '6 r')
    input = input.replace('6s', '6 s')
    input = input.replace('6t', '6 t')
    input = input.replace('6u', '6 u')
    input = input.replace('6v', '6 v')
    input = input.replace('6w', '6 w')
    input = input.replace('6x', '6 x')
    input = input.replace('6y', '6 y')
    input = input.replace('6z', '6 z')
    input = input.replace('7a', '7 a')
    input = input.replace('7b', '7 b')
    input = input.replace('7c', '7 c')
    input = input.replace('7d', '7 d')
    input = input.replace('7e', '7 e')
    input = input.replace('7f', '7 f')
    input = input.replace('7g', '7 g')
    input = input.replace('7h', '7 h')
    input = input.replace('7i', '7 i')
    input = input.replace('7j', '7 j')
    input = input.replace('7k', '7 k')
    input = input.replace('7l', '7 l')
    input = input.replace('7m', '7 m')
    input = input.replace('7n', '7 n')
    input = input.replace('7o', '7 o')
    input = input.replace('7p', '7 p')
    input = input.replace('7q', '7 q')
    input = input.replace('7r', '7 r')
    input = input.replace('7s', '7 s')
    input = input.replace('7t', '7 t')
    input = input.replace('7u', '7 u')
    input = input.replace('7v', '7 v')
    input = input.replace('7w', '7 w')
    input = input.replace('7x', '7 x')
    input = input.replace('7y', '7 y')
    input = input.replace('7z', '7 z')
    input = input.replace('8a', '8 a')
    input = input.replace('8b', '8 b')
    input = input.replace('8c', '8 c')
    input = input.replace('8d', '8 d')
    input = input.replace('8e', '8 e')
    input = input.replace('8f', '8 f')
    input = input.replace('8g', '8 g')
    input = input.replace('8h', '8 h')
    input = input.replace('8i', '8 i')
    input = input.replace('8j', '8 j')
    input = input.replace('8k', '8 k')
    input = input.replace('8l', '8 l')
    input = input.replace('8m', '8 m')
    input = input.replace('8n', '8 n')
    input = input.replace('8o', '8 o')
    input = input.replace('8p', '8 p')
    input = input.replace('8q', '8 q')
    input = input.replace('8r', '8 r')
    input = input.replace('8s', '8 s')
    input = input.replace('8t', '8 t')
    input = input.replace('8u', '8 u')
    input = input.replace('8v', '8 v')
    input = input.replace('8w', '8 w')
    input = input.replace('8x', '8 x')
    input = input.replace('8y', '8 y')
    input = input.replace('8z', '8 z')
    input = input.replace('9a', '9 a')
    input = input.replace('9b', '9 b')
    input = input.replace('9c', '9 c')
    input = input.replace('9d', '9 d')
    input = input.replace('9e', '9 e')
    input = input.replace('9f', '9 f')
    input = input.replace('9g', '9 g')
    input = input.replace('9h', '9 h')
    input = input.replace('9i', '9 i')
    input = input.replace('9j', '9 j')
    input = input.replace('9k', '9 k')
    input = input.replace('9l', '9 l')
    input = input.replace('9m', '9 m')
    input = input.replace('9n', '9 n')
    input = input.replace('9o', '9 o')
    input = input.replace('9p', '9 p')
    input = input.replace('9q', '9 q')
    input = input.replace('9r', '9 r')
    input = input.replace('9s', '9 s')
    input = input.replace('9t', '9 t')
    input = input.replace('9u', '9 u')
    input = input.replace('9v', '9 v')
    input = input.replace('9w', '9 w')
    input = input.replace('9x', '9 x')
    input = input.replace('9y', '9 y')
    input = input.replace('9z', '9 z')
    return input

def replace_nonspaced_digits(input):
    input = input.replace('0:', '0 ')
    input = input.replace('1:', '1 ')
    input = input.replace('2:', '2 ')
    input = input.replace('3:', '3 ')
    input = input.replace('4:', '4 ')
    input = input.replace('5:', '5 ')
    input = input.replace('6:', '6 ')
    input = input.replace('7:', '7 ')
    input = input.replace('8:', '8 ')
    input = input.replace('9:', '9 ')
    input = input.replace('0.(', '0 (')
    input = input.replace('1.(', '1 (')
    input = input.replace('2.(', '2 (')
    input = input.replace('3.(', '3 (')
    input = input.replace('4.(', '4 (')
    input = input.replace('5.(', '5 (')
    input = input.replace('6.(', '6 (')
    input = input.replace('7.(', '7 (')
    input = input.replace('8.(', '8 (')
    input = input.replace('9.(', '9 (')
    input = input.replace('0.A', '0 A')
    input = input.replace('0.B', '0 B')
    input = input.replace('0.C', '0 C')
    input = input.replace('0.D', '0 D')
    input = input.replace('0.E', '0 E')
    input = input.replace('0.F', '0 F')
    input = input.replace('0.G', '0 G')
    input = input.replace('0.H', '0 H')
    input = input.replace('0.I', '0 I')
    input = input.replace('0.J', '0 J')
    input = input.replace('0.K', '0 K')
    input = input.replace('0.L', '0 L')
    input = input.replace('0.M', '0 M')
    input = input.replace('0.N', '0 N')
    input = input.replace('0.O', '0 O')
    input = input.replace('0.P', '0 P')
    input = input.replace('0.Q', '0 Q')
    input = input.replace('0.R', '0 R')
    input = input.replace('0.S', '0 S')
    input = input.replace('0.T', '0 T')
    input = input.replace('0.U', '0 U')
    input = input.replace('0.V', '0 V')
    input = input.replace('0.W', '0W')
    input = input.replace('0.X', '0 X')
    input = input.replace('0.Y', '0 Y')
    input = input.replace('0.Z', '0 Z')
    input = input.replace('10.A', '10 A')
    input = input.replace('10.B', '10 B')
    input = input.replace('10.C', '10 C')
    input = input.replace('10.D', '10 D')
    input = input.replace('10.E', '10 E')
    input = input.replace('10.F', '10 F')
    input = input.replace('10.G', '10 G')
    input = input.replace('10.H', '10 H')
    input = input.replace('10.I', '10 I')
    input = input.replace('10.J', '10 J')
    input = input.replace('10.K', '10 K')
    input = input.replace('10.L', '10 L')
    input = input.replace('10.M', '10 M')
    input = input.replace('10.N', '10 N')
    input = input.replace('10.O', '10 O')
    input = input.replace('10.P', '10 P')
    input = input.replace('10.Q', '10 Q')
    input = input.replace('10.R', '10 R')
    input = input.replace('10.S', '10 S')
    input = input.replace('10.T', '10 T')
    input = input.replace('10.U', '10 U')
    input = input.replace('10.V', '10 V')
    input = input.replace('10.W', '10W')
    input = input.replace('10.X', '10 X')
    input = input.replace('10.Y', '10 Y')
    input = input.replace('10.Z', '10 Z')
    input = input.replace('1.A', '1 A')
    input = input.replace('1.B', '1 B')
    input = input.replace('1.C', '1 C')
    input = input.replace('1.D', '1 D')
    input = input.replace('1.E', '1 E')
    input = input.replace('1.F', '1 F')
    input = input.replace('1.G', '1 G')
    input = input.replace('1.H', '1 H')
    input = input.replace('1.I', '1 I')
    input = input.replace('1.J', '1 J')
    input = input.replace('1.K', '1 K')
    input = input.replace('1.L', '1 L')
    input = input.replace('1.M', '1 M')
    input = input.replace('1.N', '1 N')
    input = input.replace('1.O', '1 O')
    input = input.replace('1.P', '1 P')
    input = input.replace('1.Q', '1 Q')
    input = input.replace('1.R', '1 R')
    input = input.replace('1.S', '1 S')
    input = input.replace('1.T', '1 T')
    input = input.replace('1.U', '1 U')
    input = input.replace('1.V', '1 V')
    input = input.replace('1.W', '1 W')
    input = input.replace('1.X', '1 X')
    input = input.replace('1.Y', '1 Y')
    input = input.replace('1.Z', '1 Z')
    input = input.replace('2.A', '2 A')
    input = input.replace('2.B', '2 B')
    input = input.replace('2.C', '2 C')
    input = input.replace('2.D', '2 D')
    input = input.replace('2.E', '2 E')
    input = input.replace('2.F', '2 F')
    input = input.replace('2.G', '2 G')
    input = input.replace('2.H', '2 H')
    input = input.replace('2.I', '2 I')
    input = input.replace('2.J', '2 J')
    input = input.replace('2.K', '2 K')
    input = input.replace('2.L', '2 L')
    input = input.replace('2.M', '2 M')
    input = input.replace('2.N', '2 N')
    input = input.replace('2.O', '2 O')
    input = input.replace('2.P', '2 P')
    input = input.replace('2.Q', '2 Q')
    input = input.replace('2.R', '2 R')
    input = input.replace('2.S', '2 S')
    input = input.replace('2.T', '2 T')
    input = input.replace('2.U', '2 U')
    input = input.replace('2.V', '2 V')
    input = input.replace('2.W', '2 W')
    input = input.replace('2.X', '2 X')
    input = input.replace('2.Y', '2 Y')
    input = input.replace('2.Z', '2 Z')
    input = input.replace('3.A', '3 A')
    input = input.replace('3.B', '3 B')
    input = input.replace('3.C', '3 C')
    input = input.replace('3.D', '3 D')
    input = input.replace('3.E', '3 E')
    input = input.replace('3.F', '3 F')
    input = input.replace('3.G', '3 G')
    input = input.replace('3.H', '3 H')
    input = input.replace('3.I', '3 I')
    input = input.replace('3.J', '3 J')
    input = input.replace('3.K', '3 K')
    input = input.replace('3.L', '3 L')
    input = input.replace('3.M', '3 M')
    input = input.replace('3.N', '3 N')
    input = input.replace('3.O', '3 O')
    input = input.replace('3.P', '3 P')
    input = input.replace('3.Q', '3 Q')
    input = input.replace('3.R', '3 R')
    input = input.replace('3.S', '3 S')
    input = input.replace('3.T', '3 T')
    input = input.replace('3.U', '3 U')
    input = input.replace('3.V', '3 V')
    input = input.replace('3.W', '3 W')
    input = input.replace('3.X', '3 X')
    input = input.replace('3.Y', '3 Y')
    input = input.replace('3.Z', '3 Z')
    input = input.replace('4.A', '4 A')
    input = input.replace('4.B', '4 B')
    input = input.replace('4.C', '4 C')
    input = input.replace('4.D', '4 D')
    input = input.replace('4.E', '4 E')
    input = input.replace('4.F', '4 F')
    input = input.replace('4.G', '4 G')
    input = input.replace('4.H', '4 H')
    input = input.replace('4.I', '4 I')
    input = input.replace('4.J', '4 J')
    input = input.replace('4.K', '4 K')
    input = input.replace('4.L', '4 L')
    input = input.replace('4.M', '4 M')
    input = input.replace('4.N', '4 N')
    input = input.replace('4.O', '4 O')
    input = input.replace('4.P', '4 P')
    input = input.replace('4.Q', '4 Q')
    input = input.replace('4.R', '4 R')
    input = input.replace('4.S', '4 S')
    input = input.replace('4.T', '4 T')
    input = input.replace('4.U', '4 U')
    input = input.replace('4.V', '4 V')
    input = input.replace('4.W', '4 W')
    input = input.replace('4.X', '4 X')
    input = input.replace('4.Y', '4 Y')
    input = input.replace('4.Z', '4 Z')
    input = input.replace('5.A', '5 A')
    input = input.replace('5.B', '5 B')
    input = input.replace('5.C', '5 C')
    input = input.replace('5.D', '5 D')
    input = input.replace('5.E', '5 E')
    input = input.replace('5.F', '5 F')
    input = input.replace('5.G', '5 G')
    input = input.replace('5.H', '5 H')
    input = input.replace('5.I', '5 I')
    input = input.replace('5.J', '5 J')
    input = input.replace('5.K', '5 K')
    input = input.replace('5.L', '5 L')
    input = input.replace('5.M', '5 M')
    input = input.replace('5.N', '5 N')
    input = input.replace('5.O', '5 O')
    input = input.replace('5.P', '5 P')
    input = input.replace('5.Q', '5 Q')
    input = input.replace('5.R', '5 R')
    input = input.replace('5.S', '5 S')
    input = input.replace('5.T', '5 T')
    input = input.replace('5.U', '5 U')
    input = input.replace('5.V', '5 V')
    input = input.replace('5.W', '5 W')
    input = input.replace('5.X', '5 X')
    input = input.replace('5.Y', '5 Y')
    input = input.replace('5.Z', '5 Z')
    input = input.replace('6.A', '6 A')
    input = input.replace('6.B', '6 B')
    input = input.replace('6.C', '6 C')
    input = input.replace('6.D', '6 D')
    input = input.replace('6.E', '6 E')
    input = input.replace('6.F', '6 F')
    input = input.replace('6.G', '6 G')
    input = input.replace('6.H', '6 H')
    input = input.replace('6.I', '6 I')
    input = input.replace('6.J', '6 J')
    input = input.replace('6.K', '6 K')
    input = input.replace('6.L', '6 L')
    input = input.replace('6.M', '6 M')
    input = input.replace('6.N', '6 N')
    input = input.replace('6.O', '6 O')
    input = input.replace('6.P', '6 P')
    input = input.replace('6.Q', '6 Q')
    input = input.replace('6.R', '6 R')
    input = input.replace('6.S', '6 S')
    input = input.replace('6.T', '6 T')
    input = input.replace('6.U', '6 U')
    input = input.replace('6.V', '6 V')
    input = input.replace('6.W', '6 W')
    input = input.replace('6.X', '6 X')
    input = input.replace('6.Y', '6 Y')
    input = input.replace('6.Z', '6 Z')
    input = input.replace('7.A', '7 A')
    input = input.replace('7.B', '7 B')
    input = input.replace('7.C', '7 C')
    input = input.replace('7.D', '7 D')
    input = input.replace('7.E', '7 E')
    input = input.replace('7.F', '7 F')
    input = input.replace('7.G', '7 G')
    input = input.replace('7.H', '7 H')
    input = input.replace('7.I', '7 I')
    input = input.replace('7.J', '7 J')
    input = input.replace('7.K', '7 K')
    input = input.replace('7.L', '7 L')
    input = input.replace('7.M', '7 M')
    input = input.replace('7.N', '7 N')
    input = input.replace('7.O', '7 O')
    input = input.replace('7.P', '7 P')
    input = input.replace('7.Q', '7 Q')
    input = input.replace('7.R', '7 R')
    input = input.replace('7.S', '7 S')
    input = input.replace('7.T', '7 T')
    input = input.replace('7.U', '7 U')
    input = input.replace('7.V', '7 V')
    input = input.replace('7.W', '7 W')
    input = input.replace('7.X', '7 X')
    input = input.replace('7.Y', '7 Y')
    input = input.replace('7.Z', '7 Z')
    input = input.replace('8.A', '8 A')
    input = input.replace('8.B', '8 B')
    input = input.replace('8.C', '8 C')
    input = input.replace('8.D', '8 D')
    input = input.replace('8.E', '8 E')
    input = input.replace('8.F', '8 F')
    input = input.replace('8.G', '8 G')
    input = input.replace('8.H', '8 H')
    input = input.replace('8.I', '8 I')
    input = input.replace('8.J', '8 J')
    input = input.replace('8.K', '8 K')
    input = input.replace('8.L', '8 L')
    input = input.replace('8.M', '8 M')
    input = input.replace('8.N', '8 N')
    input = input.replace('8.O', '8 O')
    input = input.replace('8.P', '8 P')
    input = input.replace('8.Q', '8 Q')
    input = input.replace('8.R', '8 R')
    input = input.replace('8.S', '8 S')
    input = input.replace('8.T', '8 T')
    input = input.replace('8.U', '8 U')
    input = input.replace('8.V', '8 V')
    input = input.replace('8.W', '8 W')
    input = input.replace('8.X', '8 X')
    input = input.replace('8.Y', '8 Y')
    input = input.replace('8.Z', '8 Z')
    input = input.replace('9.A', '9 A')
    input = input.replace('9.B', '9 B')
    input = input.replace('9.C', '9 C')
    input = input.replace('9.D', '9 D')
    input = input.replace('9.E', '9 E')
    input = input.replace('9.F', '9 F')
    input = input.replace('9.G', '9 G')
    input = input.replace('9.H', '9 H')
    input = input.replace('9.I', '9 I')
    input = input.replace('9.J', '9 J')
    input = input.replace('9.K', '9 K')
    input = input.replace('9.L', '9 L')
    input = input.replace('9.M', '9 M')
    input = input.replace('9.N', '9 N')
    input = input.replace('9.O', '9 O')
    input = input.replace('9.P', '9 P')
    input = input.replace('9.Q', '9 Q')
    input = input.replace('9.R', '9 R')
    input = input.replace('9.S', '9 S')
    input = input.replace('9.T', '9 T')
    input = input.replace('9.U', '9 U')
    input = input.replace('9.V', '9 V')
    input = input.replace('9.W', '9 W')
    input = input.replace('9.X', '9 X')
    input = input.replace('9.Y', '9 Y')
    input = input.replace('9.Z', '9 Z')
    return input

def replace_digits2(input):
    input = input.replace("1.","1 ")
    input = input.replace("2.", "2 ")
    input = input.replace("3.", "3 ")
    input = input.replace("4.", "4 ")
    input = input.replace("5.", "5 ")
    input = input.replace("6.", "6 ")
    input = input.replace("7.", "7 ")
    input = input.replace("8.", "8 ")
    input = input.replace("9.", "9 ")
    input = input.replace("10.", "10 ")
    input = input.replace("11.", "11 ")
    input = input.replace("12.", "12 ")
    input = input.replace("13.", "13 ")
    input = input.replace("14.", "14 ")
    input = input.replace("15.", "15 ")
    input = input.replace("16.", "16 ")
    input = input.replace("17.", "17 ")
    input = input.replace("18.", "18 ")
    input = input.replace("19.", "19 ")
    input = input.replace("20.", "20 ")
    input = input.replace("21.", "21 ")
    input = input.replace("22.", "22 ")
    input = input.replace("23.", "23 ")
    input = input.replace("24.", "24 ")
    input = input.replace("25.", "25 ")
    input = input.strip()
    return input

def replace_chapters(input):
    input = input.replace("Chapter fourteen", "14.")
    input = input.replace("Chapter fifteen", "15.")
    input = input.replace("Chapter sixteen", "16.")
    input = input.replace("Chapter seventeen", "17.")
    input = input.replace("Chapter eighteen", "18.")
    input = input.replace("Chapter nineteen", "19.")
    input = input.replace("Chapter twenty", "20.")
    input = input.replace("Chapter one","1.")
    input = input.replace("Chapter two", "2.")
    input = input.replace("Chapter three", "3.")
    input = input.replace("Chapter four", "4.")
    input = input.replace("Chapter five", "5.")
    input = input.replace("Chapter six", "6.")
    input = input.replace("Chapter seven", "7.")
    input = input.replace("Chapter eight", "8.")
    input = input.replace("Chapter nine", "9.")
    input = input.replace("Chapter ten", "10.")
    input = input.replace("Chapter eleven", "11.")
    input = input.replace("Chapter twelve", "12.")
    input = input.replace("Chapter thirteen", "13.")
    input = input.replace("Chapter fourteen", "14.")
    input = input.replace("Chapter fifteen", "15.")
    input = input.replace("Chapter sixteen", "16.")
    input = input.replace("Chapter seventeen", "17.")
    input = input.replace("Chapter eighteen", "18.")
    input = input.replace("Chapter nineteen", "19.")
    input = input.replace("Chapter twenty", "20.")
    input = input.replace("Chapter Fourteen", "14.")
    input = input.replace("Chapter Fifteen", "15.")
    input = input.replace("Chapter Sixteen", "16.")
    input = input.replace("Chapter Seventeen", "17.")
    input = input.replace("Chapter Eighteen", "18.")
    input = input.replace("Chapter Nineteen", "19.")
    input = input.replace("Chapter Twenty", "20.")
    input = input.replace("Chapter One","1.")
    input = input.replace("Chapter Two", "2.")
    input = input.replace("Chapter Three", "3.")
    input = input.replace("Chapter Four", "4.")
    input = input.replace("Chapter Five", "5.")
    input = input.replace("Chapter Six", "6.")
    input = input.replace("Chapter Seven", "7.")
    input = input.replace("Chapter Eight", "8.")
    input = input.replace("Chapter Nine", "9.")
    input = input.replace("Chapter Ten", "10.")
    input = input.replace("Chapter Eleven", "11.")
    input = input.replace("Chapter Twelve", "12.")
    input = input.replace("Chapter Thirteen", "13.")

    return input


def replace_chapters4(input):
    input = input.replace("Chapter 10.", "10")
    input = input.replace("Chapter 11.", "11")
    input = input.replace("Chapter 12.", "12")
    input = input.replace("Chapter 13.", "13")
    input = input.replace("Chapter 14.", "14")
    input = input.replace("Chapter 15.", "15")
    input = input.replace("Chapter 16.", "16")
    input = input.replace("Chapter 17.", "17")
    input = input.replace("Chapter 18.", "18")
    input = input.replace("Chapter 19.", "19")
    input = input.replace("Chapter 20.", "20")
    input = input.replace("Chapter 1.","1")
    input = input.replace("Chapter 2.", "2")
    input = input.replace("Chapter 3.", "3")
    input = input.replace("Chapter 4.", "4")
    input = input.replace("Chapter 5.", "5")
    input = input.replace("Chapter 6.", "6")
    input = input.replace("Chapter 7.", "7")
    input = input.replace("Chapter 8.", "8")
    input = input.replace("Chapter 9.", "9")

    input = input.replace("Chapter 10:", "10")
    input = input.replace("Chapter 11:", "11")
    input = input.replace("Chapter 12:", "12")
    input = input.replace("Chapter 13;", "13")
    input = input.replace("Chapter 14:", "14")
    input = input.replace("Chapter 15:", "15")
    input = input.replace("Chapter 16:", "16")
    input = input.replace("Chapter 17:", "17")
    input = input.replace("Chapter 18:", "18")
    input = input.replace("Chapter 19:", "19")
    input = input.replace("Chapter 20:", "20")
    input = input.replace("Chapter 1:", "1")
    input = input.replace("Chapter 2:", "2")
    input = input.replace("Chapter 3:", "3")
    input = input.replace("Chapter 4:", "4")
    input = input.replace("Chapter 5:", "5")
    input = input.replace("Chapter 6;", "6")
    input = input.replace("Chapter 7:", "7")
    input = input.replace("Chapter 8:", "8")
    input = input.replace("Chapter 9:", "9")

    return input

def replace_chapters_c_1(input):
    input = input.replace("CHAPTER 10:", "10")
    input = input.replace("CHAPTER 11:", "11")
    input = input.replace("CHAPTER 12:", "12")
    input = input.replace("CHAPTER 13:", "13")
    input = input.replace("CHAPTER 14:", "14")
    input = input.replace("CHAPTER 15:", "15")
    input = input.replace("CHAPTER 16:", "16")
    input = input.replace("CHAPTER 17:", "17")
    input = input.replace("CHAPTER 18:", "18")
    input = input.replace("CHAPTER 19:", "19")
    input = input.replace("CHAPTER 20:", "20")
    input = input.replace("CHAPTER 21:", "21")
    input = input.replace("CHAPTER 22:", "22")
    input = input.replace("CHAPTER 23:", "23")
    input = input.replace("CHAPTER 24:", "24")
    input = input.replace("CHAPTER 25:", "25")
    input = input.replace("CHAPTER 26:", "26")
    input = input.replace("CHAPTER 27:", "27")
    input = input.replace("CHAPTER 28:", "28")
    input = input.replace("CHAPTER 29:", "29")
    input = input.replace("CHAPTER 20:", "20")
    input = input.replace("CHAPTER 1:","1")
    input = input.replace("CHAPTER 2:", "2")
    input = input.replace("CHAPTER 3:", "3")
    input = input.replace("CHAPTER 4:", "4")
    input = input.replace("CHAPTER 5:", "5")
    input = input.replace("CHAPTER 6:", "6")
    input = input.replace("CHAPTER 7:", "7")
    input = input.replace("CHAPTER 8:", "8")
    input = input.replace("CHAPTER 9:", "9")

    input = input.replace("CHAPTER 10", "10")
    input = input.replace("CHAPTER 11", "11")
    input = input.replace("CHAPTER 12", "12")
    input = input.replace("CHAPTER 13", "13")
    input = input.replace("CHAPTER 14", "14")
    input = input.replace("CHAPTER 15", "15")
    input = input.replace("CHAPTER 16", "16")
    input = input.replace("CHAPTER 17", "17")
    input = input.replace("CHAPTER 18", "18")
    input = input.replace("CHAPTER 19", "19")
    input = input.replace("CHAPTER 20", "20")
    input = input.replace("CHAPTER 21", "21")
    input = input.replace("CHAPTER 22", "22")
    input = input.replace("CHAPTER 23", "23")
    input = input.replace("CHAPTER 24", "24")
    input = input.replace("CHAPTER 25", "25")
    input = input.replace("CHAPTER 1", "1")
    input = input.replace("CHAPTER 2", "2")
    input = input.replace("CHAPTER 3", "3")
    input = input.replace("CHAPTER 4", "4")
    input = input.replace("CHAPTER 5", "5")
    input = input.replace("CHAPTER 6", "6")
    input = input.replace("CHAPTER 7", "7")
    input = input.replace("CHAPTER 8", "8")
    input = input.replace("CHAPTER 9", "9")

    return input

def replace_chapters_c_2(input):
    input = input.replace("Chap 10.", "10")
    input = input.replace("Chap 11.", "11")
    input = input.replace("Chap 12.", "12")
    input = input.replace("Chap 13.", "13")
    input = input.replace("Chap 14.", "14")
    input = input.replace("Chap 15.", "15")
    input = input.replace("Chap 16.", "16")
    input = input.replace("Chap 17.", "17")
    input = input.replace("Chap 18.", "18")
    input = input.replace("Chap 19.", "19")
    input = input.replace("Chap 20.", "20")
    input = input.replace("Chap 1.","1")
    input = input.replace("Chap 2.", "2")
    input = input.replace("Chap 3.", "3")
    input = input.replace("Chap 4.", "4")
    input = input.replace("Chap 5.", "5")
    input = input.replace("Chap 6.", "6")
    input = input.replace("Chap 7.", "7")
    input = input.replace("Chap 8.", "8")
    input = input.replace("Chap 9.", "9")

    input = input.replace("CHAP 10", "10")
    input = input.replace("CHAP 11", "11")
    input = input.replace("CHAP 12", "12")
    input = input.replace("CHAP 13", "13")
    input = input.replace("CHAP 14", "14")
    input = input.replace("CHAP 15", "15")
    input = input.replace("CHAP 16", "16")
    input = input.replace("CHAP 17", "17")
    input = input.replace("CHAP 18", "18")
    input = input.replace("CHAP 19", "19")
    input = input.replace("CHAP 20", "20")
    input = input.replace("CHAP 21", "21")
    input = input.replace("CHAP 22", "22")
    input = input.replace("CHAP 23", "23")
    input = input.replace("CHAP 24", "24")
    input = input.replace("CHAP 25", "25")
    input = input.replace("CHAP 1", "1")
    input = input.replace("CHAP 2", "2")
    input = input.replace("CHAP 3", "3")
    input = input.replace("CHAP 4", "4")
    input = input.replace("CHAP 5", "5")
    input = input.replace("CHAP 6", "6")
    input = input.replace("CHAP 7", "7")
    input = input.replace("CHAP 8", "8")
    input = input.replace("CHAP 9", "9")
    return input


def replace_chapters_v_2(input):
    input = input.replace("Chapter 10", "10.")
    input = input.replace("Chapter 11", "11.")
    input = input.replace("Chapter 12", "12.")
    input = input.replace("Chapter 13", "13.")
    input = input.replace("Chapter 14", "14.")
    input = input.replace("Chapter 15", "15.")
    input = input.replace("Chapter 16", "16.")
    input = input.replace("Chapter 17", "17.")
    input = input.replace("Chapter 18", "18.")
    input = input.replace("Chapter 19", "19.")
    input = input.replace("Chapter 20", "20.")
    input = input.replace("Chapter 1","1.")
    input = input.replace("Chapter 2", "2.")
    input = input.replace("Chapter 3", "3.")
    input = input.replace("Chapter 4", "4.")
    input = input.replace("Chapter 5", "5.")
    input = input.replace("Chapter 6", "6.")
    input = input.replace("Chapter 7", "7.")
    input = input.replace("Chapter 8", "8.")
    input = input.replace("Chapter 9", "9.")
    input = input.replace("Chapter 21", "21.")
    input = input.replace("Chapter 22", "22.")
    input = input.replace("Chapter 23", "23.")
    input = input.replace("Chapter 24", "24.")
    input = input.replace("Chapter 25", "25.")

    input = input.replace("Chapter: 10", "10")
    input = input.replace("Chapter: 11", "11")
    input = input.replace("Chapter: 12", "12")
    input = input.replace("Chapter: 13", "13")
    input = input.replace("Chapter: 14", "14")
    input = input.replace("Chapter: 15", "15")
    input = input.replace("Chapter: 16", "16")
    input = input.replace("Chapter: 17", "17")
    input = input.replace("Chapter: 18", "18")
    input = input.replace("Chapter: 19", "19")
    input = input.replace("Chapter: 20", "20")
    input = input.replace("Chapter: 1", "1")
    input = input.replace("Chapter: 2", "2")
    input = input.replace("Chapter: 3", "3")
    input = input.replace("Chapter: 4", "4")
    input = input.replace("Chapter: 5", "5")
    input = input.replace("Chapter: 6", "6")
    input = input.replace("Chapter: 7", "7")
    input = input.replace("Chapter: 8", "8")
    input = input.replace("Chapter: 9", "9")
    return input

def replace_chapters_c_3(input):
    input = input.replace("CHAPTER TEN:", "10")
    input = input.replace("CHAPTER ELEVEN:", "11")
    input = input.replace("CHAPTER TWELVE:", "12")
    input = input.replace("CHAPTER THIRTEEN:", "13")
    input = input.replace("CHAPTER FOURTEEN:", "14")
    input = input.replace("CHAPTER FIFTEEN:", "15")
    input = input.replace("CHAPTER SIXTEEN:", "16")
    input = input.replace("CHAPTER SEVENTEEN:", "17")
    input = input.replace("CHAPTER EIGHTEEN:", "18")
    input = input.replace("CHAPTER NINETEEN:", "19")
    input = input.replace("CHAPTER TWENTY:", "20")
    input = input.replace("CHAPTER TWENTY ONE:", "21")
    input = input.replace("CHAPTER TWENTY TWO:", "22")
    input = input.replace("CHAPTER TWENTY THREE:", "23")
    input = input.replace("CHAPTER TWENTY FOUR:", "24")
    input = input.replace("CHAPTER TWENTY FIVE:", "25")
    input = input.replace("CHAPTER TWENTY SIX:", "26")
    input = input.replace("CHAPTER TWENTY SEVEN:", "27")
    input = input.replace("CHAPTER TWENTY EIGHT:", "28")
    input = input.replace("CHAPTER TWENTY NINE:", "29")
    input = input.replace("CHAPTER TWENTY:", "20")
    input = input.replace("CHAPTER ONE:","1")
    input = input.replace("CHAPTER TWO:", "2")
    input = input.replace("CHAPTER THREE:", "3")
    input = input.replace("CHAPTER FOUR:", "4")
    input = input.replace("CHAPTER FIVE:", "5")
    input = input.replace("CHAPTER SIX:", "6")
    input = input.replace("CHAPTER SEVEN:", "7")
    input = input.replace("CHAPTER EIGHT:", "8")
    input = input.replace("CHAPTER NINE:", "9")

    input = input.replace("CHAPTER TEN ", "10")
    input = input.replace("CHAPTER ELEVEN ", "11")
    input = input.replace("CHAPTER TWELVE ", "12")
    input = input.replace("CHAPTER THIRTEEN ", "13")
    input = input.replace("CHAPTER FOURTEEN ", "14")
    input = input.replace("CHAPTER FIFTEN ", "15")
    input = input.replace("CHAPTER SIXTEEN ", "16")
    input = input.replace("CHAPTER SEVENTEEN ", "17")
    input = input.replace("CHAPTER EIGHTEEN ", "18")
    input = input.replace("CHAPTER NINETEEN ", "19")
    input = input.replace("CHAPTER TWENTY ", "20")
    input = input.replace("CHAPTER TWENTY ONE ", "21")
    input = input.replace("CHAPTER TWENTY TWO ", "22")
    input = input.replace("CHAPTER TWENTY THREE ", "23")
    input = input.replace("CHAPTER TWENTY FOUR ", "24")
    input = input.replace("CHAPTER TWENTY  FIVE ", "25")
    input = input.replace("CHAPTER ONE ", "1")
    input = input.replace("CHAPTER TWO ", "2")
    input = input.replace("CHAPTER THREE ", "3")
    input = input.replace("CHAPTER FOUR ", "4")
    input = input.replace("CHAPTER FIVE ", "5")
    input = input.replace("CHAPTER SIX ", "6")
    input = input.replace("CHAPTER SEVEN ", "7")
    input = input.replace("CHAPTER EIGHT ", "8")
    input = input.replace("CHAPTER NINE ", "9")
    return input


def replace_chapters_p_1(input):
    input = input.replace("Part 10.", "10.")
    input = input.replace("Part 11.", "11.")
    input = input.replace("Part 12.", "12.")
    input = input.replace("Part 13.", "13.")
    input = input.replace("Part 14.", "14.")
    input = input.replace("Part 15.", "15.")
    input = input.replace("Part 16.", "16.")
    input = input.replace("Part 17.", "17.")
    input = input.replace("Part 18.", "18.")
    input = input.replace("Part 19.", "19.")
    input = input.replace("Part 20.", "20.")
    input = input.replace("Part 1.","1.")
    input = input.replace("Part 2.", "2.")
    input = input.replace("Part 3.", "3.")
    input = input.replace("Part 4.", "4.")
    input = input.replace("Part 5.", "5.")
    input = input.replace("Part 6.", "6.")
    input = input.replace("Part 7.", "7.")
    input = input.replace("Part 8.", "8.")
    input = input.replace("Part 9.", "9.")
    input = input.replace("Part 21.", "21.")
    input = input.replace("Part 22.", "22.")
    input = input.replace("Part 23.", "23.")
    input = input.replace("Part 24.", "24.")
    input = input.replace("Part 25.", "25.")
    return input

def replace_chapters_p_2(input):
    input = input.replace("Part 10", "10.")
    input = input.replace("Part 11", "11.")
    input = input.replace("Part 12", "12.")
    input = input.replace("Part 13", "13.")
    input = input.replace("Part 14", "14.")
    input = input.replace("Part 15", "15.")
    input = input.replace("Part 16", "16.")
    input = input.replace("Part 17", "17.")
    input = input.replace("Part 18", "18.")
    input = input.replace("Part 19", "19.")
    input = input.replace("Part 20", "20.")
    input = input.replace("Part 1","1.")
    input = input.replace("Part 2", "2.")
    input = input.replace("Part 3", "3.")
    input = input.replace("Part 4", "4.")
    input = input.replace("Part 5", "5.")
    input = input.replace("Part 6", "6.")
    input = input.replace("Part 7", "7.")
    input = input.replace("Part 8", "8.")
    input = input.replace("Part 9", "9.")
    input = input.replace("Part 21", "21.")
    input = input.replace("Part 22", "22.")
    input = input.replace("Part 23", "23.")
    input = input.replace("Part 24", "24.")
    input = input.replace("Part 25", "25.")
    input = input.replace("Part.3", "3.")

    input = input.replace("PART 10", "10.")
    input = input.replace("PART 11", "11.")
    input = input.replace("PART 12", "12.")
    input = input.replace("PART 13", "13.")
    input = input.replace("PART 14", "14.")
    input = input.replace("PART 15", "15.")
    input = input.replace("PART 16", "16.")
    input = input.replace("PART 17", "17.")
    input = input.replace("PART 18", "18.")
    input = input.replace("PART 19", "19.")
    input = input.replace("PART 20", "20.")
    input = input.replace("PART 1", "1.")
    input = input.replace("PART 2", "2.")
    input = input.replace("PART 3", "3.")
    input = input.replace("PART 4", "4.")
    input = input.replace("PART 5", "5.")
    input = input.replace("PART 6", "6.")
    input = input.replace("PART 7", "7.")
    input = input.replace("PART 8", "8.")
    input = input.replace("PART 9", "9.")
    input = input.replace("PART 21", "21.")
    input = input.replace("PART 22", "22.")
    input = input.replace("PART 23", "23.")
    input = input.replace("PART 24", "24.")
    input = input.replace("PART 25", "25.")
    return input

def replace_chapters_p_3(input):
    input = input.replace("Part. 10", "10.")
    input = input.replace("Part. 11", "11.")
    input = input.replace("Part. 12", "12.")
    input = input.replace("Part. 13", "13.")
    input = input.replace("Part. 14", "14.")
    input = input.replace("Part. 15", "15.")
    input = input.replace("Part. 16", "16.")
    input = input.replace("Part. 17", "17.")
    input = input.replace("Part. 18", "18.")
    input = input.replace("Part. 19", "19.")
    input = input.replace("Part. 20", "20.")
    input = input.replace("Part. 1", "1.")
    input = input.replace("Part. 2", "2.")
    input = input.replace("Part. 3", "3.")
    input = input.replace("Part. 4", "4.")
    input = input.replace("Part. 5", "5.")
    input = input.replace("Part. 6", "6.")
    input = input.replace("Part. 7", "7.")
    input = input.replace("Part. 8", "8.")
    input = input.replace("Part. 9", "9.")
    input = input.replace("Part. 21", "21.")
    input = input.replace("Part. 22", "22.")
    input = input.replace("Part. 23", "23.")
    input = input.replace("Part. 24", "24.")
    input = input.replace("Part. 25", "25.")

    return input

def replace_chapters_v1(input):
    input = input.replace("Section 10", "10.")
    input = input.replace("Section 11", "11.")
    input = input.replace("Section 12", "12.")
    input = input.replace("Section 13", "13.")
    input = input.replace("Section 14", "14.")
    input = input.replace("Section 15", "15.")
    input = input.replace("Section 16", "16.")
    input = input.replace("Section 17", "17.")
    input = input.replace("Section 18", "18.")
    input = input.replace("Section 19", "19.")
    input = input.replace("Section 20", "20.")
    input = input.replace("Section 1","1.")
    input = input.replace("Section 2", "2.")
    input = input.replace("Section 3", "3.")
    input = input.replace("Section 4", "4.")
    input = input.replace("Section 5", "5.")
    input = input.replace("Section 6", "6.")
    input = input.replace("Section 7", "7.")
    input = input.replace("Section 8", "8.")
    input = input.replace("Section 9", "9.")
    input = input.replace("Section 21", "21.")
    input = input.replace("Section 22", "22.")
    input = input.replace("Section 23", "23.")
    input = input.replace("Section 24", "24.")
    input = input.replace("Section 25", "25.")

    input = input.replace("SECTION 10", "10.")
    input = input.replace("SECTION 11", "11.")
    input = input.replace("SECTION 12", "12.")
    input = input.replace("SECTION 13", "13.")
    input = input.replace("Section 14", "14.")
    input = input.replace("SECTION 15", "15.")
    input = input.replace("SECTION 16", "16.")
    input = input.replace("SECTION 17", "17.")
    input = input.replace("SECTION 18", "18.")
    input = input.replace("SECTION 19", "19.")
    input = input.replace("SECTION 20", "20.")
    input = input.replace("SECTION 1", "1.")
    input = input.replace("SECTION 2", "2.")
    input = input.replace("SECTION 3", "3.")
    input = input.replace("SECTION 4", "4.")
    input = input.replace("SECTION 5", "5.")
    input = input.replace("SECTION 6", "6.")
    input = input.replace("SECTION 7", "7.")
    input = input.replace("SECTION 8", "8.")
    input = input.replace("SECTION 9", "9.")
    input = input.replace("SECTION 21", "21.")
    input = input.replace("SECTION 22", "22.")
    input = input.replace("SECTION 23", "23.")
    input = input.replace("SECTION 24", "24.")
    input = input.replace("SECTION 25", "25.")
    return input


def replace_chapters_v_s_2(input):
    input = input.replace("Section 10:", "10.")
    input = input.replace("Section 11:", "11.")
    input = input.replace("Section 12:", "12.")
    input = input.replace("Section 13:", "13.")
    input = input.replace("Section 14:", "14.")
    input = input.replace("Section 15:", "15.")
    input = input.replace("Section 16:", "16.")
    input = input.replace("Section 17:", "17.")
    input = input.replace("Section 18:", "18.")
    input = input.replace("Section 19:", "19.")
    input = input.replace("Section 20:", "20.")
    input = input.replace("Section 1:","1.")
    input = input.replace("Section 2:", "2.")
    input = input.replace("Section 3:", "3.")
    input = input.replace("Section 4:", "4.")
    input = input.replace("Section 5:", "5.")
    input = input.replace("Section 6:", "6.")
    input = input.replace("Section 7:", "7.")
    input = input.replace("Section 8:", "8.")
    input = input.replace("Section 9:", "9.")
    input = input.replace("Section 21:", "21.")
    input = input.replace("Section 22:", "22.")
    input = input.replace("Section 23:", "23.")
    input = input.replace("Section 24:", "24.")
    input = input.replace("Section 25:", "25.")
    return input


def replace_chapters_v_s_3(input):
    input = input.replace("10(", "10 ")
    input = input.replace("11(", "11")
    input = input.replace("12(", "12 ")
    input = input.replace("13(", "13 ")
    input = input.replace("14(", "14 ")
    input = input.replace("15(", "15 ")
    input = input.replace("16(", "16 ")
    input = input.replace("17(", "17 ")
    input = input.replace("18(", "18 (")
    input = input.replace("19(", "19 (")
    input = input.replace("20(", "20 (")
    input = input.replace("1(","1 (")
    input = input.replace("2(", "2 (")
    input = input.replace("3(", "3 (")
    input = input.replace("4(", "4 (")
    input = input.replace("5(", "5 (")
    input = input.replace("6(", "6 (")
    input = input.replace("7(", "7 (")
    input = input.replace("8(", "8 (")
    input = input.replace("9(", "9 (")
    input = input.replace("21(", "21 (")
    input = input.replace("22(", "22 (")
    input = input.replace("23(", "23 (")
    input = input.replace("24(", "24 (")
    input = input.replace("25(", "25 (")
    return input

def replace_chapters_v_s_4(input):
    input = input.replace("10<", "10 <")
    input = input.replace("11<", "11 <")
    input = input.replace("12<", "12 <")
    input = input.replace("13<", "13 <")
    input = input.replace("14<", "14 <")
    input = input.replace("15<", "15 <")
    input = input.replace("16<", "16 <")
    input = input.replace("17<", "17 <")
    input = input.replace("18<", "18 <")
    input = input.replace("19<", "19 <")
    input = input.replace("20<", "20 <")
    input = input.replace("1<","1 <")
    input = input.replace("2<", "2 <")
    input = input.replace("3<", "3 <")
    input = input.replace("4<", "4 <")
    input = input.replace("5<", "5 <")
    input = input.replace("6<", "6 <")
    input = input.replace("7<", "7 <")
    input = input.replace("8<", "8 <")
    input = input.replace("9<", "9 <")
    input = input.replace("21<", "21 <")
    input = input.replace("22<", "22 <")
    input = input.replace("23<", "23 <")
    input = input.replace("24<", "24 <")
    input = input.replace("25<", "25 <")

    input = input.replace("10>", "10 >")
    input = input.replace("11>", "11 >")
    input = input.replace("12>", "12 >")
    input = input.replace("13>", "13 >")
    input = input.replace("14>", "14 >")
    input = input.replace("15>", "15 >")
    input = input.replace("16>", "16 >")
    input = input.replace("17>", "17 >")
    input = input.replace("18>", "18 >")
    input = input.replace("19>", "19 >")
    input = input.replace("20>", "20 >")
    input = input.replace("1>", "1 >")
    input = input.replace("2>", "2 >")
    input = input.replace("3>", "3 >")
    input = input.replace("4>", "4 >")
    input = input.replace("5>", "5 >")
    input = input.replace("6>", "6 >")
    input = input.replace("7>", "7 >")
    input = input.replace("8>", "8 >")
    input = input.replace("9>", "9 >")
    input = input.replace("21>", "21 >")
    input = input.replace("22>", "22 >")
    input = input.replace("23>", "23 >")
    input = input.replace("24>", "24 >")
    input = input.replace("25>", "25 >")
    return input


def article_stops(input):
    input = input.replace("market","")
    input = input.replace("global","")
    input = input.replace("report","")
    input = input.replace("research","")
    input = input.replace("analysis","")
    input = input.replace("forecasts","")
    input = input.replace("segment","")
    input = input.replace("europe","")
    input = input.replace("outlook","")
    input = input.replace("product","")
    input = input.replace("size","")
    input = input.replace("trends","")
    input = input.replace("trend","")
    input = input.replace("usability","")
    input = input.replace("profiles","")
    input = input.replace("by","")
    input = input.replace("east","")
    input = input.replace("west","")
    input = input.replace("north","")
    input = input.replace("south","")
    input = input.replace("type", "")
    input = input.replace("summary", "")
    input = input.replace("context", "")
    return input

article_stop = \
    ["market",
     "global",
     "report",
     "research",
     "analysis",
     "analytics",
     "forecasts",
     "segment",
     "europe",
     "outlook",
     "product",
     "size",
     "trends",
     "trend",
     "usability",
     "profiles",
     "by",
     "east",
     "west",
     "north",
     "south",
     ]

def remove_geographies(input):
    input = input.replace("Central & South America","")
    input = input.replace("Central&South America", "")
    input = input.replace("Rest of Asia-Pacific",'')
    input = input.replace("Rest Of Asia-Pacific", '')
    input = input.replace("APAC","")
    input = input.replace("Apac", "")
    input = input.replace("GCC Countries","")
    input = input.replace("MEA ","")
    input = input.replace("GCC", "")
    input = input.replace("Nordic","")
    input = input.replace('The U.S.','')
    input = input.replace(' CIS ', '').strip()
    input = input.replace('Sub-Saharan','').strip()
    input = input.replace("rest of the","")
    input = input.replace("rest of", "")
    input = input.replace("asia-oceania","")
    input = input.replace('asia pacific','')
    input = input.replace('asiapacific', '')
    input = input.replace('asia-pacific','')
    input = input.replace("AsiaPacific","")
    input = input.replace("World","")
    input = input.replace("Middle East & African:", "")
    input = input.replace("Middle East & African", "")
    input = input.replace("Middle East & Africa","")
    input = input.replace("Middle East", "")
    input = input.replace('South and Central American', '')
    input = input.replace('South and Central America','')
    input = input.replace("South East Asian", "")
    input = input.replace("SouthEast Asian", "")
    input = input.replace("south-east asian countries", "")
    input = input.replace("South-East Asian", "")
    input = input.replace("North & Latin American","")
    input = input.replace("Southeast Asia","")
    input = input.replace("southern asia", "")
    input = input.replace("Southern Asia", "")
    input = input.replace("SouthEast Asia", "")
    input = input.replace("South East Asia", "")
    input = input.replace('South & Central America','')
    input = input.replace('Central American', '')
    input = input.replace('Central African', '')
    input = input.replace("South American","")
    input = input.replace("South America", "")
    input = input.replace("South-American", "")
    input = input.replace("North American", "")
    input = input.replace("North America", "")
    input = input.replace("North-American", "")
    input = input.replace("South African", "")
    input = input.replace("South Africa", "")
    input = input.replace("South-African", "")
    input = input.replace("North-America", "")
    input = input.replace("Latin American", "")
    input = input.replace("Latin America", "")
    input = input.replace("Latin-American", "")
    input = input.replace("North African", "")
    input = input.replace("North Africa", "")
    input = input.replace("North-African", "")
    input = input.replace("Asia Pacific", "")
    input = input.replace("asia pacific", "")
    input = input.replace("Asia-Pacific", "")
    input = input.replace("asia-pacific", "")
    input = input.replace('Asia-Oceania','')
    input = input.replace('Asia Oceania','')
    input = input.replace('South Asia','')
    input = input.replace('East Asia','')
    input = input.replace('North Asia','')
    input = input.replace('West Asia','')
    input = input.replace("Asian","")
    input = input.replace("Asia", "")
    input = input.replace("Australian", "")
    input = input.replace("African", "")
    input = input.replace("Africa", "")
    input = input.replace("Western European", "")
    input = input.replace("European", "")
    input = input.replace("Europe", "")
    input = input.replace("Global", "")
    input = input.replace('Chad','')
    input = input.replace('Cuba','')
    input = input.replace('Fiji','')
    input = input.replace('Iran','')
    input = input.replace('Iraq','')
    input = input.replace('Laos','')
    input=input.replace('Mali','')
    input=input.replace('Oman','')
    input=input.replace('Peru','')
    input=input.replace('Togo','')
    input=input.replace('Benin','')
    input=input.replace('Chile','')
    input = input.replace('Chinese', '')
    input=input.replace('China','')
    input=input.replace('Egypt','')
    input=input.replace('Gabon','')
    input=input.replace('Ghana','')
    input=input.replace('Haiti','')
    input=input.replace('India','')
    input=input.replace('Italy','')
    input = input.replace('Japanese', '')
    input=input.replace('Japan','')
    input=input.replace('Kenya','')
    input=input.replace('Libya','')
    input=input.replace('Malta','')
    input=input.replace('Nauru','')
    input=input.replace('Nepal','')
    input=input.replace('Niger','')
    input=input.replace('Palau','')
    input=input.replace('Qatar','')
    input=input.replace('Samoa','')
    input=input.replace('Spain','')
    input=input.replace('Sudan','')
    input=input.replace('Syria','')
    input=input.replace('Tonga','')
    input=input.replace('Yemen','')
    input=input.replace('Angola','')
    input=input.replace('Belize','')
    input=input.replace('Bhutan','')
    input=input.replace('Brazil','')
    input=input.replace('Brunei','')
    input=input.replace('Canada','')
    input=input.replace('Cyprus','')
    input=input.replace('France','')
    input=input.replace('Greece','')
    input=input.replace('Guinea','')
    input=input.replace('Guyana','')
    input=input.replace('Israel','')
    input=input.replace('Jordan','')
    input=input.replace('Kosovo','')
    input=input.replace('Kuwait','')
    input=input.replace('Latvia','')
    input=input.replace('Malawi','')
    input=input.replace('Mexico','')
    input=input.replace('Monaco','')
    input=input.replace('Norway','')
    input=input.replace('Panama','')
    input=input.replace('Poland','')
    input=input.replace('Russia','')
    input=input.replace('Rwanda','')
    input=input.replace('Serbia','')
    input=input.replace('Sweden','')
    input=input.replace('Taiwan','')
    input=input.replace('Turkey','')
    input=input.replace('Tuvalu','')
    input=input.replace('Uganda','')
    input=input.replace('Zambia','')
    input=input.replace('Albania','')
    input=input.replace('Algeria','')
    input=input.replace('Andorra','')
    input=input.replace('Armenia','')
    input=input.replace('Austria','')
    input=input.replace('Bahrain','')
    input=input.replace('Belarus','')
    input=input.replace('Belgium','')
    input=input.replace('Bolivia','')
    input=input.replace('Burundi','')
    input=input.replace('Comoros','')
    input=input.replace('Croatia','')
    input=input.replace('Denmark','')
    input=input.replace('Ecuador','')
    input=input.replace('Eritrea','')
    input=input.replace('Estonia','')
    input=input.replace('Finland','')
    input=input.replace('Georgia','')
    input=input.replace('Germany','')
    input=input.replace('Grenada','')
    input=input.replace('Hungary','')
    input=input.replace('Iceland','')
    input=input.replace('Ireland','')
    input=input.replace('Jamaica','')
    input=input.replace('Lebanon','')
    input=input.replace('Lesotho','')
    input=input.replace('Liberia','')
    input=input.replace('Moldova','')
    input=input.replace('Morocco','')
    input=input.replace('Namibia','')
    input=input.replace('Nigeria','')
    input=input.replace('Romania','')
    input=input.replace('Senegal','')
    input=input.replace('Somalia','')
    input=input.replace('Tunisia','')
    input=input.replace('Ukraine','')
    input=input.replace('Uruguay','')
    input=input.replace('Vanuatu','')
    input=input.replace('Vietnam','')
    input=input.replace('Barbados','')
    input=input.replace('Botswana','')
    input=input.replace('Bulgaria','')
    input=input.replace('Cambodia','')
    input=input.replace('Cameroon','')
    input=input.replace('Colombia','')
    input=input.replace('Djibouti','')
    input=input.replace('Dominica','')
    input=input.replace('Ethiopia','')
    input=input.replace('Honduras','')
    input=input.replace('Kiribati','')
    input=input.replace('Malaysia','')
    input=input.replace('Maldives','')
    input=input.replace('Mongolia','')
    input=input.replace('Pakistan','')
    input=input.replace('Paraguay','')
    input=input.replace('Portugal','')
    input=input.replace('Slovakia','')
    input=input.replace('Slovenia','')
    input=input.replace('Suriname','')
    input=input.replace('Tanzania','')
    input=input.replace('Thailand','')
    input=input.replace('Zimbabwe','')
    input=input.replace('Argentina','')
    input=input.replace('Australia','')
    input=input.replace('Guatemala','')
    input=input.replace('Indonesia','')
    input=input.replace('Lithuania','')
    input=input.replace('Macedonia','')
    input=input.replace('Mauritius','')
    input=input.replace('Nicaragua','')
    input=input.replace('Singapore','')
    input=input.replace('Sri Lanka','')
    input=input.replace('Swaziland','')
    input=input.replace('Venezuela','')
    input=input.replace('Azerbaijan','')
    input=input.replace('Bangladesh','')
    input=input.replace('Cabo Verde','')
    input=input.replace('Costa Rica','')
    input=input.replace('Kazakhstan','')
    input=input.replace('Kyrgyzstan','')
    input=input.replace('Luxembourg','')
    input=input.replace('Madagascar','')
    input=input.replace('Mauritania=','')
    input=input.replace('Montenegro','')
    input=input.replace('Mozambique','')
    input=input.replace('San Marino','')
    input=input.replace('Seychelles','')
    input=input.replace('Tajikistan','')
    input=input.replace('The Gambia','')
    input=input.replace('Uzbekistan','')
    input=input.replace('Afghanistan','')
    input=input.replace('El Salvador','')
    input=input.replace('Netherlands','')
    input=input.replace('New Zealand','')
    input=input.replace('Philippines','')
    input=input.replace('Saint Lucia','')
    input=input.replace('Switzerland','')
    input=input.replace('The Bahamas','')
    input=input.replace('Burkina Faso','')
    input=input.replace('North Korea ','')
    input=input.replace('South Korea','')
    input=input.replace('Saudi Arabia','')
    input=input.replace('Sierra Leone','')
    input=input.replace('South Africa','')
    input=input.replace('South Sudan','')
    input=input.replace('Turkmenistan','')
    input=input.replace('Vatican City','')
    input=input.replace('Côte d’Ivoire','')
    input=input.replace('Guinea - Bissau','')
    input=input.replace('Liechtenstein','')
    input=input.replace('United States','')
    input=input.replace('Czech Republic','')
    input=input.replace('United Kingdom','')
    input=input.replace('Myanmar (Burma)','')
    input=input.replace('Solomon Islands','')
    input=input.replace('Marshall Islands','')
    input=input.replace('Papua New Guinea','')
    input=input.replace('Equatorial Guinea','')
    input=input.replace('Dominican Republic','')
    input=input.replace('Antigua and Barbuda','')
    input=input.replace('Trinidad and Tobago','')
    input=input.replace('United Arab Emirates','')
    input=input.replace('Saint Kitts and Nevis','')
    input=input.replace('Sao Tome and Principe ','')
    input=input.replace('Bosnia and Herzegovina','')
    input=input.replace('Congo, Republic of the','')
    input=input.replace('Central African Republic','')
    input=input.replace('East Timor (Timor - Leste)','')
    input=input.replace('Micronesia, Federated States of','')
    input=input.replace('Saint Vincent and the Grenadines','')
    input=input.replace('Congo, Democratic Republic of the','')
    input = input.replace("The &","")
    input = input.replace("Korea", "")
    input = input.replace("RoW","")
    return input

def remove_commons(input):
    input = input.replace('Rest of : ','')
    input = input.replace('Rest of ', '')
    input = input.replace(' in ,',',')
    input = input.replace(' in ', ' ')
    input = input.strip()
    return input

'''
all_years = []
for z1 in range(2001,2030):
    for z2 in range(2001,2030):
        y1 = str(z1) + "-" + str(z2)
        y2 = str(z1) + str(z2)
        y3 = str(z1) + " vs " + str(z2)
        y4 = str(z1) + " & " + str(z2)
        y5 = str(z1) + " " + str(z2)
        y6 = str(z1) + " to " + str(z2)
        y8 = str(z1) + " And " + str(z2)
        y9 = str(z1) + " and " + str(z2)
        y7 = str(z1)

        if z1 != z2 and z1 < z2:
            str1 = "input=input.replace('" + y1 + "','')"
            str2 = "input=input.replace('" + y2 + "','')"
            str3 = "input=input.replace('" + y3 + "','')"
            str4 = "input=input.replace('" + y4 + "','')"
            str5 = "input=input.replace('" + y5 + "','')"
            str6 = "input=input.replace('" + y6 + "','')"
            str8 = "input=input.replace('" + y8 + "','')"
            str9 = "input=input.replace('" + y9 + "','')"
            str7 = "input=input.replace('" + y7 + "','')"

            # all_years.append(str1)
            # all_years.append(str2)
            # all_years.append(str3)
            # all_years.append(str4)
            # all_years.append(str5)
            # all_years.append(str6)
            # all_years.append(str8)
            # all_years.append(str9)
            all_years.append(str7)

pd.DataFrame({'Year':all_years}).drop_duplicates().to_csv(temp + "all_years2.csv",index=False)
'''

def remove_time_durations(input):
    input = input.replace('2001-2002', '')
    input = input.replace('20012002', '')
    input = input.replace('2001 vs 2002', '')
    input = input.replace('2001 & 2002', '')
    input = input.replace('2001 2002', '')
    input = input.replace('2001 to 2002', '')
    input = input.replace('2001 And 2002', '')
    input = input.replace('2001 and 2002', '')
    input = input.replace('2001-2003', '')
    input = input.replace('20012003', '')
    input = input.replace('2001 vs 2003', '')
    input = input.replace('2001 & 2003', '')
    input = input.replace('2001 2003', '')
    input = input.replace('2001 to 2003', '')
    input = input.replace('2001 And 2003', '')
    input = input.replace('2001 and 2003', '')
    input = input.replace('2001-2004', '')
    input = input.replace('20012004', '')
    input = input.replace('2001 vs 2004', '')
    input = input.replace('2001 & 2004', '')
    input = input.replace('2001 2004', '')
    input = input.replace('2001 to 2004', '')
    input = input.replace('2001 And 2004', '')
    input = input.replace('2001 and 2004', '')
    input = input.replace('2001-2005', '')
    input = input.replace('20012005', '')
    input = input.replace('2001 vs 2005', '')
    input = input.replace('2001 & 2005', '')
    input = input.replace('2001 2005', '')
    input = input.replace('2001 to 2005', '')
    input = input.replace('2001 And 2005', '')
    input = input.replace('2001 and 2005', '')
    input = input.replace('2001-2006', '')
    input = input.replace('20012006', '')
    input = input.replace('2001 vs 2006', '')
    input = input.replace('2001 & 2006', '')
    input = input.replace('2001 2006', '')
    input = input.replace('2001 to 2006', '')
    input = input.replace('2001 And 2006', '')
    input = input.replace('2001 and 2006', '')
    input = input.replace('2001-2007', '')
    input = input.replace('20012007', '')
    input = input.replace('2001 vs 2007', '')
    input = input.replace('2001 & 2007', '')
    input = input.replace('2001 2007', '')
    input = input.replace('2001 to 2007', '')
    input = input.replace('2001 And 2007', '')
    input = input.replace('2001 and 2007', '')
    input = input.replace('2001-2008', '')
    input = input.replace('20012008', '')
    input = input.replace('2001 vs 2008', '')
    input = input.replace('2001 & 2008', '')
    input = input.replace('2001 2008', '')
    input = input.replace('2001 to 2008', '')
    input = input.replace('2001 And 2008', '')
    input = input.replace('2001 and 2008', '')
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    input = input.replace('2020 & 2025', '')
    input = input.replace('2020 2025', '')
    input = input.replace('2020 to 2025', '')
    input = input.replace('2020 And 2025', '')
    input = input.replace('2020 and 2025', '')
    input = input.replace('2020-2026', '')
    input = input.replace('20202026', '')
    input = input.replace('2020 vs 2026', '')
    input = input.replace('2020 & 2026', '')
    input = input.replace('2020 2026', '')
    input = input.replace('2020 to 2026', '')
    input = input.replace('2020 And 2026', '')
    input = input.replace('2020 and 2026', '')
    input = input.replace('2020-2027', '')
    input = input.replace('20202027', '')
    input = input.replace('2020 vs 2027', '')
    input = input.replace('2020 & 2027', '')
    input = input.replace('2020 2027', '')
    input = input.replace('2020 to 2027', '')
    input = input.replace('2020 And 2027', '')
    input = input.replace('2020 and 2027', '')
    input = input.replace('2020-2028', '')
    input = input.replace('20202028', '')
    input = input.replace('2020 vs 2028', '')
    input = input.replace('2020 & 2028', '')
    input = input.replace('2020 2028', '')
    input = input.replace('2020 to 2028', '')
    input = input.replace('2020 And 2028', '')
    input = input.replace('2020 and 2028', '')
    input = input.replace('2020-2029', '')
    input = input.replace('20202029', '')
    input = input.replace('2020 vs 2029', '')
    input = input.replace('2020 & 2029', '')
    input = input.replace('2020 2029', '')
    input = input.replace('2020 to 2029', '')
    input = input.replace('2020 And 2029', '')
    input = input.replace('2020 and 2029', '')
    input = input.replace('2021-2022', '')
    input = input.replace('20212022', '')
    input = input.replace('2021 vs 2022', '')
    input = input.replace('2021 & 2022', '')
    input = input.replace('2021 2022', '')
    input = input.replace('2021 to 2022', '')
    input = input.replace('2021 And 2022', '')
    input = input.replace('2021 and 2022', '')
    input = input.replace('2021-2023', '')
    input = input.replace('20212023', '')
    input = input.replace('2021 vs 2023', '')
    input = input.replace('2021 & 2023', '')
    input = input.replace('2021 2023', '')
    input = input.replace('2021 to 2023', '')
    input = input.replace('2021 And 2023', '')
    input = input.replace('2021 and 2023', '')
    input = input.replace('2021-2024', '')
    input = input.replace('20212024', '')
    input = input.replace('2021 vs 2024', '')
    input = input.replace('2021 & 2024', '')
    input = input.replace('2021 2024', '')
    input = input.replace('2021 to 2024', '')
    input = input.replace('2021 And 2024', '')
    input = input.replace('2021 and 2024', '')
    input = input.replace('2021-2025', '')
    input = input.replace('20212025', '')
    input = input.replace('2021 vs 2025', '')
    input = input.replace('2021 & 2025', '')
    input = input.replace('2021 2025', '')
    input = input.replace('2021 to 2025', '')
    input = input.replace('2021 And 2025', '')
    input = input.replace('2021 and 2025', '')
    input = input.replace('2021-2026', '')
    input = input.replace('20212026', '')
    input = input.replace('2021 vs 2026', '')
    input = input.replace('2021 & 2026', '')
    input = input.replace('2021 2026', '')
    input = input.replace('2021 to 2026', '')
    input = input.replace('2021 And 2026', '')
    input = input.replace('2021 and 2026', '')
    input = input.replace('2021-2027', '')
    input = input.replace('20212027', '')
    input = input.replace('2021 vs 2027', '')
    input = input.replace('2021 & 2027', '')
    input = input.replace('2021 2027', '')
    input = input.replace('2021 to 2027', '')
    input = input.replace('2021 And 2027', '')
    input = input.replace('2021 and 2027', '')
    input = input.replace('2021-2028', '')
    input = input.replace('20212028', '')
    input = input.replace('2021 vs 2028', '')
    input = input.replace('2021 & 2028', '')
    input = input.replace('2021 2028', '')
    input = input.replace('2021 to 2028', '')
    input = input.replace('2021 And 2028', '')
    input = input.replace('2021 and 2028', '')
    input = input.replace('2021-2029', '')
    input = input.replace('20212029', '')
    input = input.replace('2021 vs 2029', '')
    input = input.replace('2021 & 2029', '')
    input = input.replace('2021 2029', '')
    input = input.replace('2021 to 2029', '')
    input = input.replace('2021 And 2029', '')
    input = input.replace('2021 and 2029', '')
    input = input.replace('2022-2023', '')
    input = input.replace('20222023', '')
    input = input.replace('2022 vs 2023', '')
    input = input.replace('2022 & 2023', '')
    input = input.replace('2022 2023', '')
    input = input.replace('2022 to 2023', '')
    input = input.replace('2022 And 2023', '')
    input = input.replace('2022 and 2023', '')
    input = input.replace('2022-2024', '')
    input = input.replace('20222024', '')
    input = input.replace('2022 vs 2024', '')
    input = input.replace('2022 & 2024', '')
    input = input.replace('2022 2024', '')
    input = input.replace('2022 to 2024', '')
    input = input.replace('2022 And 2024', '')
    input = input.replace('2022 and 2024', '')
    input = input.replace('2022-2025', '')
    input = input.replace('20222025', '')
    input = input.replace('2022 vs 2025', '')
    input = input.replace('2022 & 2025', '')
    input = input.replace('2022 2025', '')
    input = input.replace('2022 to 2025', '')
    input = input.replace('2022 And 2025', '')
    input = input.replace('2022 and 2025', '')
    input = input.replace('2022-2026', '')
    input = input.replace('20222026', '')
    input = input.replace('2022 vs 2026', '')
    input = input.replace('2022 & 2026', '')
    input = input.replace('2022 2026', '')
    input = input.replace('2022 to 2026', '')
    input = input.replace('2022 And 2026', '')
    input = input.replace('2022 and 2026', '')
    input = input.replace('2022-2027', '')
    input = input.replace('20222027', '')
    input = input.replace('2022 vs 2027', '')
    input = input.replace('2022 & 2027', '')
    input = input.replace('2022 2027', '')
    input = input.replace('2022 to 2027', '')
    input = input.replace('2022 And 2027', '')
    input = input.replace('2022 and 2027', '')
    input = input.replace('2022-2028', '')
    input = input.replace('20222028', '')
    input = input.replace('2022 vs 2028', '')
    input = input.replace('2022 & 2028', '')
    input = input.replace('2022 2028', '')
    input = input.replace('2022 to 2028', '')
    input = input.replace('2022 And 2028', '')
    input = input.replace('2022 and 2028', '')
    input = input.replace('2022-2029', '')
    input = input.replace('20222029', '')
    input = input.replace('2022 vs 2029', '')
    input = input.replace('2022 & 2029', '')
    input = input.replace('2022 2029', '')
    input = input.replace('2022 to 2029', '')
    input = input.replace('2022 And 2029', '')
    input = input.replace('2022 and 2029', '')
    input = input.replace('2023-2024', '')
    input = input.replace('20232024', '')
    input = input.replace('2023 vs 2024', '')
    input = input.replace('2023 & 2024', '')
    input = input.replace('2023 2024', '')
    input = input.replace('2023 to 2024', '')
    input = input.replace('2023 And 2024', '')
    input = input.replace('2023 and 2024', '')
    input = input.replace('2023-2025', '')
    input = input.replace('20232025', '')
    input = input.replace('2023 vs 2025', '')
    input = input.replace('2023 & 2025', '')
    input = input.replace('2023 2025', '')
    input = input.replace('2023 to 2025', '')
    input = input.replace('2023 And 2025', '')
    input = input.replace('2023 and 2025', '')
    input = input.replace('2023-2026', '')
    input = input.replace('20232026', '')
    input = input.replace('2023 vs 2026', '')
    input = input.replace('2023 & 2026', '')
    input = input.replace('2023 2026', '')
    input = input.replace('2023 to 2026', '')
    input = input.replace('2023 And 2026', '')
    input = input.replace('2023 and 2026', '')
    input = input.replace('2023-2027', '')
    input = input.replace('20232027', '')
    input = input.replace('2023 vs 2027', '')
    input = input.replace('2023 & 2027', '')
    input = input.replace('2023 2027', '')
    input = input.replace('2023 to 2027', '')
    input = input.replace('2023 And 2027', '')
    input = input.replace('2023 and 2027', '')
    input = input.replace('2023-2028', '')
    input = input.replace('20232028', '')
    input = input.replace('2023 vs 2028', '')
    input = input.replace('2023 & 2028', '')
    input = input.replace('2023 2028', '')
    input = input.replace('2023 to 2028', '')
    input = input.replace('2023 And 2028', '')
    input = input.replace('2023 and 2028', '')
    input = input.replace('2023-2029', '')
    input = input.replace('20232029', '')
    input = input.replace('2023 vs 2029', '')
    input = input.replace('2023 & 2029', '')
    input = input.replace('2023 2029', '')
    input = input.replace('2023 to 2029', '')
    input = input.replace('2023 And 2029', '')
    input = input.replace('2023 and 2029', '')
    input = input.replace('2024-2025', '')
    input = input.replace('20242025', '')
    input = input.replace('2024 vs 2025', '')
    input = input.replace('2024 & 2025', '')
    input = input.replace('2024 2025', '')
    input = input.replace('2024 to 2025', '')
    input = input.replace('2024 And 2025', '')
    input = input.replace('2024 and 2025', '')
    input = input.replace('2024-2026', '')
    input = input.replace('20242026', '')
    input = input.replace('2024 vs 2026', '')
    input = input.replace('2024 & 2026', '')
    input = input.replace('2024 2026', '')
    input = input.replace('2024 to 2026', '')
    input = input.replace('2024 And 2026', '')
    input = input.replace('2024 and 2026', '')
    input = input.replace('2024-2027', '')
    input = input.replace('20242027', '')
    input = input.replace('2024 vs 2027', '')
    input = input.replace('2024 & 2027', '')
    input = input.replace('2024 2027', '')
    input = input.replace('2024 to 2027', '')
    input = input.replace('2024 And 2027', '')
    input = input.replace('2024 and 2027', '')
    input = input.replace('2024-2028', '')
    input = input.replace('20242028', '')
    input = input.replace('2024 vs 2028', '')
    input = input.replace('2024 & 2028', '')
    input = input.replace('2024 2028', '')
    input = input.replace('2024 to 2028', '')
    input = input.replace('2024 And 2028', '')
    input = input.replace('2024 and 2028', '')
    input = input.replace('2024-2029', '')
    input = input.replace('20242029', '')
    input = input.replace('2024 vs 2029', '')
    input = input.replace('2024 & 2029', '')
    input = input.replace('2024 2029', '')
    input = input.replace('2024 to 2029', '')
    input = input.replace('2024 And 2029', '')
    input = input.replace('2024 and 2029', '')
    input = input.replace('2025-2026', '')
    input = input.replace('20252026', '')
    input = input.replace('2025 vs 2026', '')
    input = input.replace('2025 & 2026', '')
    input = input.replace('2025 2026', '')
    input = input.replace('2025 to 2026', '')
    input = input.replace('2025 And 2026', '')
    input = input.replace('2025 and 2026', '')
    input = input.replace('2025-2027', '')
    input = input.replace('20252027', '')
    input = input.replace('2025 vs 2027', '')
    input = input.replace('2025 & 2027', '')
    input = input.replace('2025 2027', '')
    input = input.replace('2025 to 2027', '')
    input = input.replace('2025 And 2027', '')
    input = input.replace('2025 and 2027', '')
    input = input.replace('2025-2028', '')
    input = input.replace('20252028', '')
    input = input.replace('2025 vs 2028', '')
    input = input.replace('2025 & 2028', '')
    input = input.replace('2025 2028', '')
    input = input.replace('2025 to 2028', '')
    input = input.replace('2025 And 2028', '')
    input = input.replace('2025 and 2028', '')
    input = input.replace('2025-2029', '')
    input = input.replace('20252029', '')
    input = input.replace('2025 vs 2029', '')
    input = input.replace('2025 & 2029', '')
    input = input.replace('2025 2029', '')
    input = input.replace('2025 to 2029', '')
    input = input.replace('2025 And 2029', '')
    input = input.replace('2025 and 2029', '')
    input = input.replace('2026-2027', '')
    input = input.replace('20262027', '')
    input = input.replace('2026 vs 2027', '')
    input = input.replace('2026 & 2027', '')
    input = input.replace('2026 2027', '')
    input = input.replace('2026 to 2027', '')
    input = input.replace('2026 And 2027', '')
    input = input.replace('2026 and 2027', '')
    input = input.replace('2026-2028', '')
    input = input.replace('20262028', '')
    input = input.replace('2026 vs 2028', '')
    input = input.replace('2026 & 2028', '')
    input = input.replace('2026 2028', '')
    input = input.replace('2026 to 2028', '')
    input = input.replace('2026 And 2028', '')
    input = input.replace('2026 and 2028', '')
    input = input.replace('2026-2029', '')
    input = input.replace('20262029', '')
    input = input.replace('2026 vs 2029', '')
    input = input.replace('2026 & 2029', '')
    input = input.replace('2026 2029', '')
    input = input.replace('2026 to 2029', '')
    input = input.replace('2026 And 2029', '')
    input = input.replace('2026 and 2029', '')
    input = input.replace('2027-2028', '')
    input = input.replace('20272028', '')
    input = input.replace('2027 vs 2028', '')
    input = input.replace('2027 & 2028', '')
    input = input.replace('2027 2028', '')
    input = input.replace('2027 to 2028', '')
    input = input.replace('2027 And 2028', '')
    input = input.replace('2027 and 2028', '')
    input = input.replace('2027-2029', '')
    input = input.replace('20272029', '')
    input = input.replace('2027 vs 2029', '')
    input = input.replace('2027 & 2029', '')
    input = input.replace('2027 2029', '')
    input = input.replace('2027 to 2029', '')
    input = input.replace('2027 And 2029', '')
    input = input.replace('2027 and 2029', '')
    input = input.replace('2028-2029', '')
    input = input.replace('20282029', '')
    input = input.replace('2028 vs 2029', '')
    input = input.replace('2028 & 2029', '')
    input = input.replace('2028 2029', '')
    input = input.replace('2028 to 2029', '')
    input = input.replace('2028 And 2029', '')
    input = input.replace('2028 and 2029', '')
    input = input.replace('2001', '')
    input = input.replace('2002', '')
    input = input.replace('2003', '')
    input = input.replace('2004', '')
    input = input.replace('2005', '')
    input = input.replace('2006', '')
    input = input.replace('2007', '')
    input = input.replace('2008', '')
    input = input.replace('2009', '')
    input = input.replace('2010', '')
    input = input.replace('2011', '')
    input = input.replace('2012', '')
    input = input.replace('2013', '')
    input = input.replace('2014', '')
    input = input.replace('2015', '')
    input = input.replace('2016', '')
    input = input.replace('2017', '')
    input = input.replace('2018', '')
    input = input.replace('2019', '')
    input = input.replace('2020', '')
    input = input.replace('2021', '')
    input = input.replace('2022', '')
    input = input.replace('2023', '')
    input = input.replace('2024', '')
    input = input.replace('2025', '')
    input = input.replace('2026', '')
    input = input.replace('2027', '')
    input = input.replace('2028', '')
    return input

# End of Definitions

warnings.filterwarnings("ignore")
'python from langdetect import DetectorFactory DetectorFactory.seed = 0'
sys.setdefaultencoding("utf-8")
sys.setdefaultencoding("ISO-8859-1")
sys.setdefaultencoding("ISO-8859-2")
sys.stdout = codecs.getwriter('utf8')(sys.stdout)
sys.stdout = codecs.getwriter("iso-8859-1")(sys.stdout, 'xmlcharrefreplace')
sys.stdout = codecs.getwriter("iso-8859-2")(sys.stdout, 'xmlcharrefreplace')

months = calendar.month_name
months2 = [x.lower() for x in months]
months_abbr = calendar.month_abbr
months_abbr2 = [x.lower() for x in months_abbr]
week_days = ['sunday','monday','tuesday','wednesday','thursday','friday','saturday']
small_letters = map(chr, range(ord('a'), ord('z')+1))

ordinal = lambda n: "%d%s" % (n,"tsnrhtdd"[(n/10%10!=1)*(n%10<4)*n%10::4])
all_ordinals = []
all_ordinals.append([ordinal(n) for n in range(1,5000)])
eng_numerals = ["first","second","third","fourth","fifth","sixth","seventh","eighth","nineth","ninth","tenth"]

all_countries = []
all_states = []
all_scripts = []
all_currencies = []
all_languages = []

for i in range(len(pycountry.countries)):
    x = list(pycountry.countries)[i].name
    all_countries.append(x)

all_countries2 = [x.title() for x in all_countries]

for i in range(len(pycountry.subdivisions)):
    x = list(pycountry.subdivisions)[i].name
    all_states.append(x)

all_states2 = [x.lower() for x in all_states]

for i in range(len(pycountry.scripts)):
    x = list(pycountry.scripts)[i].name
    all_scripts.append(x)

all_scripts2 = [x.lower() for x in all_scripts]

for i in range(len(pycountry.currencies)):
    x = list(pycountry.currencies)[i].name
    all_currencies.append(x)

all_currencies2 = [x.lower() for x in all_currencies]

for i in range(len(pycountry.languages)):
    x = list(pycountry.languages)[i].name
    all_languages.append(x)

all_languages2 = [x.lower() for x in all_languages]

geography_string = all_languages2 + all_countries2 + all_currencies2 + all_states2 + all_scripts2
