ToiletSentimentAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reddit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from string import ascii_letters, punctuation\n",
    "\n",
    "ENG_STOPWORDS = stopwords.words('english')\n",
    "\n",
    "locations = []\n",
    "with open('locations.txt') as f:\n",
    "    locations = [line.strip() for line in f.readlines()]\n",
    "\n",
    "df = pd.read_csv('toilet_Reddit_output_test_02_11_2019.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_main_comment = df[['top_main_comment', 'timestamp']].apply(lambda x: [[y for y in x['top_main_comment'].split('\\n') if y != '' and not y.startswith('=== Author: ')], x['timestamp']], axis=1)\n",
    "orig_comments, timestamps = [], []\n",
    "for comment in top_main_comment:\n",
    "    orig_comments.extend(comment[0])\n",
    "    timestamps.extend([comment[1]] * len(comment[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "comments = [x for x in orig_comments]\n",
    "for i in range(len(comments)):\n",
    "    comment = ''.join([ch.lower() for ch in comments[i] if ch in ascii_letters or ch == ' '])\n",
    "    comment = ' '.join([word for word in comment.split() if word not in ENG_STOPWORDS])\n",
    "    comments[i] = comment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5222\n",
      "4636\n",
      "947\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 947 entries, 0 to 946\n",
      "Data columns (total 5 columns):\n",
      "index               947 non-null int64\n",
      "Comment             947 non-null object\n",
      "Original_Comment    947 non-null object\n",
      "Timestamp           947 non-null object\n",
      "Location            62 non-null object\n",
      "dtypes: int64(1), object(4)\n",
      "memory usage: 37.1+ KB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  \n",
      "/home/ec2-user/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  from ipykernel import kernelapp as app\n",
      "/home/ec2-user/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  app.launch_new_instance()\n"
     ]
    }
   ],
   "source": [
    "def get_location(comment):\n",
    "    for location in locations:\n",
    "        if comment.find(location) != -1:\n",
    "            return location\n",
    "    return None\n",
    "\n",
    "comments_df = pd.DataFrame(comments, columns=['Comment'])\n",
    "comments_df['Original_Comment'] = orig_comments\n",
    "comments_df['Timestamp'] = timestamps\n",
    "comments_df['Location'] = comments_df.apply(lambda x: get_location(x['Comment']), axis=1)\n",
    "print(len(comments_df))\n",
    "comments_df.drop(comments_df.loc[comments_df['Comment'] == ''].index, inplace=True)\n",
    "comments_df.drop(comments_df.loc[comments_df['Comment'] == 'advertisement'].index, inplace=True)\n",
    "comments_df.drop(comments_df.loc[comments_df['Original_Comment'].str.contains('1.0.1 |[Source code](https://github.com/fterh/sneakpeek) | [Contribute](https://github.com/fterh/sneakpeek)')].index, inplace=True)\n",
    "comments_df.drop(comments_df.loc[comments_df['Original_Comment'].str.contains('0.6.0-beta |[Source code](https://github.com/fterh/sneakpeek) | [Contribute](https://github.com/fterh/sneakpeek)')].index, inplace=True)\n",
    "comments_df.drop(comments_df.loc[comments_df['Original_Comment'].str.contains('0.5.0-beta |[Source code](https://github.com/fterh/sneakpeek) | [Contribute](https://github.com/fterh/sneakpeek)')].index, inplace=True)\n",
    "comments_df.drop(comments_df.loc[comments_df['Original_Comment'].str.startswith('[https://')].index, inplace=True)\n",
    "comments_df.drop(comments_df.loc[comments_df['Original_Comment'].str.startswith('v4.0 | [Github](https://github.com/fterh/rsg-retrivr) | [Readme/Changelog](https://github.com/fterh/rsg-retrivr/blob/master/README.md) | Summon me: `/u/rsg-retrivr summon`')].index, inplace=True)\n",
    "comments_df.drop(comments_df.loc[comments_df['Original_Comment'].str.startswith('> ')].index, inplace=True)  # drop quoted comments\n",
    "comments_df.drop(comments_df.loc[comments_df['Original_Comment'].str.startswith('\"> ')].index, inplace=True)  # drop quoted comments\n",
    "print(len(comments_df))\n",
    "filters = 'toilet,toilets,dirty,pee,shit,urine,poop,cleaner,smelly,disgusting,puking,urinal,cubicle,seat cover,paper,flush'.split(',')\n",
    "comments_df.drop(comments_df.loc[~comments_df['Comment'].str.contains('|'.join(filters))].index, inplace=True)  # drop comments without the keywords\n",
    "print(len(comments_df))\n",
    "comments_df.reset_index(inplace=True)\n",
    "comments_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import packages\n",
    "import nltk\n",
    "from pprint import pprint\n",
    "import yaml\n",
    "import sys\n",
    "import os\n",
    "import re\n",
    "\n",
    "dict_tagged_sentences = ''\n",
    "# Below indicates the relative path to\n",
    "# positive/negative/inverter/incrementer/decrementer files\n",
    "DICTIONARY_DIR_PREFIX = 'dicts2/'\n",
    "\n",
    "class Splitter(object):\n",
    "    def __init__(self):\n",
    "        self.nltk_splitter = nltk.data.load('tokenizers/punkt/english.pickle')\n",
    "        self.nltk_tokenizer = nltk.tokenize.TreebankWordTokenizer()\n",
    "\n",
    "    def split(self, text):\n",
    "        \"\"\"\n",
    "        input format: a paragraph of text\n",
    "        output format: a list of lists of words.\n",
    "            e.g.: [['this', 'is', 'a', 'sentence'], ['this', 'is', 'another', 'one']]\n",
    "        \"\"\"\n",
    "        sentences = self.nltk_splitter.tokenize(text)\n",
    "        tokenized_sentences = [self.nltk_tokenizer.tokenize(sent) for sent in sentences]\n",
    "        return tokenized_sentences\n",
    "\n",
    "\n",
    "class POSTagger(object):\n",
    "    def __init__(self):\n",
    "        pass\n",
    "\n",
    "    def pos_tag(self, sentences):\n",
    "        \"\"\"\n",
    "        input format: list of lists of words\n",
    "            e.g.: [['this', 'is', 'a', 'sentence'], ['this', 'is', 'another', 'one']]\n",
    "        output format: list of lists of tagged tokens. Each tagged tokens has a\n",
    "        form, a lemma, and a list of tags\n",
    "            e.g: [[('this', 'this', ['DT']), ('is', 'be', ['VB']), ('a', 'a', ['DT']), ('sentence', 'sentence', ['NN'])],\n",
    "                    [('this', 'this', ['DT']), ('is', 'be', ['VB']), ('another', 'another', ['DT']), ('one', 'one', ['CARD'])]]\n",
    "        \"\"\"\n",
    "\n",
    "        pos = [nltk.pos_tag(sentence) for sentence in sentences]\n",
    "        #adapt format\n",
    "        pos = [[(word, word, [postag]) for (word, postag) in sentence] for sentence in pos]\n",
    "        return pos\n",
    "\n",
    "class DictionaryTagger(object):\n",
    "    def __init__(self, dictionary_paths):\n",
    "        \"\"\"\n",
    "\n",
    "        :rtype : object\n",
    "        \"\"\"\n",
    "        files = [open(path, 'r') for path in dictionary_paths]\n",
    "        dictionaries = [yaml.load(dict_file) for dict_file in files]\n",
    "        map(lambda x: x.close(), files)\n",
    "        self.dictionary = {}\n",
    "        self.max_key_size = 0\n",
    "        for curr_dict in dictionaries:\n",
    "            for key in curr_dict:\n",
    "                if key in self.dictionary:\n",
    "                    self.dictionary[key].extend(curr_dict[key])\n",
    "                else:\n",
    "                    self.dictionary[key] = curr_dict[key]\n",
    "                    self.max_key_size = max(self.max_key_size, len(key))\n",
    "\n",
    "    def tag(self, postagged_sentences):\n",
    "        return [self.tag_sentence(sentence) for sentence in postagged_sentences]\n",
    "\n",
    "    def tag_sentence(self, sentence, tag_with_lemmas=False):\n",
    "        \"\"\"\n",
    "        the result is only one tagging of all the possible ones.\n",
    "        The resulting tagging is determined by these two priority rules:\n",
    "            - longest matches have higher priority\n",
    "            - search is made from left to right\n",
    "        \"\"\"\n",
    "        tag_sentence = []\n",
    "        N = len(sentence)\n",
    "        if self.max_key_size == 0:\n",
    "            self.max_key_size = N\n",
    "        i = 0\n",
    "        while (i < N):\n",
    "            j = min(i + self.max_key_size, N) #avoid overflow\n",
    "            tagged = False\n",
    "            while (j > i):\n",
    "                expression_form = ' '.join([word[0] for word in sentence[i:j]]).lower()\n",
    "                expression_lemma = ' '.join([word[1] for word in sentence[i:j]]).lower()\n",
    "                if tag_with_lemmas:\n",
    "                    literal = expression_lemma\n",
    "                else:\n",
    "                    literal = expression_form\n",
    "                if literal in self.dictionary:\n",
    "                    #self.logger.debug(\"found: %s\" % literal)\n",
    "                    is_single_token = j - i == 1\n",
    "                    original_position = i\n",
    "                    i = j\n",
    "                    taggings = [tag for tag in self.dictionary[literal]]\n",
    "                    tagged_expression = (expression_form, expression_lemma, taggings)\n",
    "                    if is_single_token: #if the tagged literal is a single token, conserve its previous taggings:\n",
    "                        original_token_tagging = sentence[original_position][2]\n",
    "                        tagged_expression[2].extend(original_token_tagging)\n",
    "                    tag_sentence.append(tagged_expression)\n",
    "                    tagged = True\n",
    "                else:\n",
    "                    j = j - 1\n",
    "            if not tagged:\n",
    "                tag_sentence.append(sentence[i])\n",
    "                i += 1\n",
    "        return tag_sentence\n",
    "\n",
    "def value_of(sentiment):\n",
    "    if sentiment == 'positive1': return 1\n",
    "    if sentiment == 'positive2': return 2\n",
    "    if sentiment == 'positive3': return 3\n",
    "    if sentiment == 'negative1': return -1\n",
    "    if sentiment == 'negative2': return -2\n",
    "    if sentiment == 'negative3': return -3\n",
    "    return 0\n",
    "\n",
    "def sentiment_score(review):\n",
    "    return sum ([value_of(tag) for sentence in dict_tagged_sentences for token in sentence for tag in token[2]])\n",
    "\n",
    "def sentence_score(sentence_tokens, previous_token, acum_score):\n",
    "    if not sentence_tokens:\n",
    "        return acum_score\n",
    "    else:\n",
    "        current_token = sentence_tokens[0]\n",
    "        tags = current_token[2]\n",
    "        token_score = sum([value_of(tag) for tag in tags])\n",
    "        if previous_token is not None:\n",
    "            previous_tags = previous_token[2]\n",
    "            if 'inc' in previous_tags:\n",
    "                token_score *= 2.0\n",
    "            elif 'dec' in previous_tags:\n",
    "                token_score /= 2.0\n",
    "            elif 'inv' in previous_tags:\n",
    "                token_score *= -1.0\n",
    "        return sentence_score(sentence_tokens[1:], current_token, acum_score + token_score)\n",
    "\n",
    "def sentiment_score(sentences):\n",
    "    return sum([sentence_score(sentence, None, 0.0) for sentence in sentences])\n",
    "\n",
    "\n",
    "def run_analysis(text):\n",
    "    splitter = Splitter() # This boy will split a long single string into sentences.\n",
    "    postagger = POSTagger() # This boy is the Part-Of-Speech tagger.\n",
    "\n",
    "    # If text contains multiple sentences, this line splits it into individual sentences.\n",
    "    splitted_sentences = splitter.split(text)\n",
    "    print (splitted_sentences)\n",
    "    #exit(1)\n",
    "\n",
    "    print (\"########## This performs Part-Of-Speech tagging. ##########\")\n",
    "    # This performs Part-Of-Speech tagging.\n",
    "    pos_tagged_sentences = postagger.pos_tag(splitted_sentences)\n",
    "    #pprint (pos_tagged_sentences)\n",
    "    #exit(1)\n",
    "\n",
    "    print (\"########## This line loads Positive word and Negative word corpus. ##########\")\n",
    "    # This line loads Positive word and Negative word dictionaries.\n",
    "    dicttagger = DictionaryTagger([ DICTIONARY_DIR_PREFIX + 'positive.yml', DICTIONARY_DIR_PREFIX + 'negative.yml'])\n",
    "    dict_tagged_sentences = dicttagger.tag(pos_tagged_sentences)\n",
    "    #pprint(dict_tagged_sentences)\n",
    "    #exit(1)\n",
    "\n",
    "    print (\"########## [Baseline Analysis] Using only Positive/Negative corpus. ##########\")\n",
    "    score = sentiment_score(dict_tagged_sentences)\n",
    "    print (\"Score: %d\" % score)\n",
    "    #exit(1)\n",
    "\n",
    "    print (\"########## This line loads Positve/Negative corpus + incrementer/decrementer corpus. ##########\")\n",
    "    dicttagger = DictionaryTagger([ DICTIONARY_DIR_PREFIX + 'positive.yml', DICTIONARY_DIR_PREFIX + 'negative.yml', DICTIONARY_DIR_PREFIX + 'inc.yml', DICTIONARY_DIR_PREFIX + 'dec.yml'])\n",
    "    dict_tagged_sentences = dicttagger.tag(pos_tagged_sentences)\n",
    "    #pprint(dict_tagged_sentences)\n",
    "    score = sentiment_score(dict_tagged_sentences)\n",
    "    print (\"Score: %d\" % score)\n",
    "    #exit(1)\n",
    "\n",
    "    print (\"########## This line loads Positve/Negative corpus + incrementer/decrementer/inverter corpus. ##########\")\n",
    "    dicttagger = DictionaryTagger([ DICTIONARY_DIR_PREFIX + 'positive.yml', DICTIONARY_DIR_PREFIX + 'negative.yml', DICTIONARY_DIR_PREFIX + 'inc.yml', DICTIONARY_DIR_PREFIX + 'dec.yml', DICTIONARY_DIR_PREFIX + 'inv.yml'])\n",
    "    dict_tagged_sentences = dicttagger.tag(pos_tagged_sentences)\n",
    "    #pprint(dict_tagged_sentences)\n",
    "    score = sentiment_score(dict_tagged_sentences)\n",
    "    print (\"Score: %d\" % score)\n",
    "    #exit(1)\n",
    "    \n",
    "def run_my_analysis(text):\n",
    "    splitter = Splitter() # This boy will split a long single string into sentences.\n",
    "    postagger = POSTagger() # This boy is the Part-Of-Speech tagger.\n",
    "\n",
    "    splitted_sentences = splitter.split(text)\n",
    "    pos_tagged_sentences = postagger.pos_tag(splitted_sentences)\n",
    "\n",
    "    dicttagger = DictionaryTagger([ DICTIONARY_DIR_PREFIX + 'positive.yml', DICTIONARY_DIR_PREFIX + 'negative.yml', DICTIONARY_DIR_PREFIX + 'inc.yml', DICTIONARY_DIR_PREFIX + 'dec.yml', DICTIONARY_DIR_PREFIX + 'inv.yml'])\n",
    "    dict_tagged_sentences = dicttagger.tag(pos_tagged_sentences)\n",
    "    return sentiment_score(dict_tagged_sentences)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    (NIL, Yep. I always rate the highest whenever ...\n",
       "1    (changi, Just give the excellent reviews to he...\n",
       "2    (changi, Think Changi Airport has mentioned be...\n",
       "3    (NIL, It is unfortunately not for kpi. More of...\n",
       "4    (NIL, Actually, i don’t rate precisely because...\n",
       "5    (NIL, Pretty sure the tablet is there to compl...\n",
       "6    (NIL, I don't want to touch the thing, make my...\n",
       "7    (NIL, Dad ever saw 2 young boys having fun pre...\n",
       "8    (NIL, This reminds me of the complain thread t...\n",
       "9    (NIL, On a frank note, cleaners don't clean ur...\n",
       "dtype: object"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# location,message,sentiment,sentiment score,date,source\n",
    "# Bugis Junction,The toilet at Bugis Junction is horrible. It is not clean and there are poop stains on the toilet cover,Negative,-0.5,1/10/19,reddit\n",
    "# EastPoint, Toilet so clean!!,Positive,1,1/9/18,reddit\n",
    "# Pasir Ris MRT, Toilet stinks!,Negative,-0.1,1/8/20,reddit\n",
    "# Bugis Junction,The toilet at Bugis Junction is so clean!!.Like Real,Negative,-0.5,1/9/19,reddit\n",
    "# Katong,The toilet at Katong is so horrible,Negative,-0.5,1/9/19,reddit\n",
    "\n",
    "import string\n",
    "from textblob import TextBlob\n",
    "from datetime import datetime\n",
    "from nltk.tokenize import sent_tokenize, word_tokenize\n",
    "\n",
    "def run_analysis(comment, source='Reddit'):\n",
    "    date = datetime.now()\n",
    "    message, date = comment['Comment'], datetime.strptime(comment['Timestamp'], '%Y-%m-%d %H:%M:%S')\n",
    "    sentences = sent_tokenize(message)\n",
    "    words = [word_tokenize(sentence) for sentence in sentences]\n",
    "    words = [[word for word in word_sentence if word not in string.punctuation] \\\n",
    "             for word_sentence in words]\n",
    "\n",
    "    location = comment['Location']\n",
    "    sentiment = TextBlob(message).sentiment.polarity\n",
    "    \n",
    "    return (location if location is not None else 'NIL',\n",
    "            comment['Original_Comment'],\n",
    "            'Positive' if sentiment > 0 else 'Neutral' if sentiment == 0 else 'Negative',\n",
    "            round(sentiment, 2),\n",
    "            date.strftime('%d/%m/%Y'),\n",
    "            source)\n",
    "\n",
    "results = comments_df.apply(lambda x: run_analysis(x), axis=1)\n",
    "results[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Location</th>\n",
       "      <th>Message</th>\n",
       "      <th>Sentiment</th>\n",
       "      <th>Sentiment Score</th>\n",
       "      <th>Date</th>\n",
       "      <th>Source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Yep. I always rate the highest whenever i'm at...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.37</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>changi</td>\n",
       "      <td>Just give the excellent reviews to help the fo...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.15</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>changi</td>\n",
       "      <td>Think Changi Airport has mentioned before that...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.19</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NIL</td>\n",
       "      <td>It is unfortunately not for kpi. More of promp...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Actually, i don’t rate precisely because i jus...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.20</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Pretty sure the tablet is there to comply to s...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.40</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I don't want to touch the thing, make my hand ...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Dad ever saw 2 young boys having fun pressing ...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.20</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NIL</td>\n",
       "      <td>This reminds me of the complain thread the oth...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.12</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NIL</td>\n",
       "      <td>On a frank note, cleaners don't clean urinals ...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.18</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Would you rather see a toilet closed for clean...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>changi</td>\n",
       "      <td>I recall landing in Changi at around 3-4am and...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Cleaners are like goalkeepers.  Only get notic...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Exactly. Can't understand why no one else is p...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.41</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NIL</td>\n",
       "      <td>yeah man they're quite filthy so I dont want t...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.70</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Cleaner than your intentions.</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NIL</td>\n",
       "      <td>i always rate good most of the time too. can't...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I wash my hands and don't dirty them immediate...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NIL</td>\n",
       "      <td>If you see someone do his business and leave t...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.02</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I am a nurse and I am used to it, holding peop...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>17/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NIL</td>\n",
       "      <td>the editors of our local newspaper are probabl...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.14</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Ah shit, here we go again</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Looks like I'm never peeing again then. Time t...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Since the day goo goo went over to gaa gaa's c...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Yeah, in Australia we just had senior advertis...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NIL</td>\n",
       "      <td>No need to peek, take upskirt photos, or voyeu...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NIL</td>\n",
       "      <td>And yet here, peeping at others suddenly becom...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Killing people and peeping on people is... two...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NIL</td>\n",
       "      <td>There’s a real crime wave in SG, unfortunately...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Spreading singapore culture to the natives. Go...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.23</td>\n",
       "      <td>03/10/2019</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Stories of flickering lights, one permanently-...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>918</th>\n",
       "      <td>NIL</td>\n",
       "      <td>No, but RJ had this mega huge girls' toilet ou...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.27</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Old TKGS: Thursday nights toilet got ghost (ca...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.07</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>katong</td>\n",
       "      <td>Katong Convent: The toilet got green hand that...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>NIL</td>\n",
       "      <td>When the hill at the back of the school was fl...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Isn't a toilet but there is a room i found wit...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Hantu rokok reporting in. To avoid detection, ...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I never get why girls do that. As a fellow gir...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Most of these are just myth made up by your se...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Oh OSS, the number of rumored haunted places! ...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.02</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I remember using the 6th floor female toilet m...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Heard about it. Most probably just some lie. U...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>NIL</td>\n",
       "      <td>prolly a ploy that the seniors make so te lowe...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>NIL</td>\n",
       "      <td>hahaha holy shit that name stuck? it's the toi...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.01</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Mostly so that they can smoke in the toilet in...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.32</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I brave it by opening the toilet seat first to...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.34</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I'm not sure I'm comprehending your question. ...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Yup. Remembered it being closed during sec 2. ...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Why? What's wrong with him smoking and breathi...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>12/05/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I have only ever been to a hawker centre toile...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>15/11/2016</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>NIL</td>\n",
       "      <td>I feel that toilet cleanliness is more about t...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.10</td>\n",
       "      <td>15/11/2016</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Many hawker centres (at least the toilets) are...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.20</td>\n",
       "      <td>15/11/2016</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>boon lay</td>\n",
       "      <td>Dude. We're crazy, not dirty savages. *cough b...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>15/11/2016</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>NIL</td>\n",
       "      <td>An EDMWer dug this link up: http://eresources....</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24/04/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>NIL</td>\n",
       "      <td>**Normal Person**: Why don't you just make fiv...</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.15</td>\n",
       "      <td>19/11/2014</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>NIL</td>\n",
       "      <td>User satisfaction? You mean like how conducive...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>19/11/2014</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>NIL</td>\n",
       "      <td>where can i find a 6 star toilet ??</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>19/11/2014</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Please flush, else how will we get water to dr...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21/10/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Should expand that too flushing until everythi...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21/10/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>NIL</td>\n",
       "      <td>Well shit if I lived in Virginia Id probably o...</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>21/10/2015</td>\n",
       "      <td>Reddit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>947 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Location                                            Message Sentiment  \\\n",
       "0         NIL  Yep. I always rate the highest whenever i'm at...  Positive   \n",
       "1      changi  Just give the excellent reviews to help the fo...  Positive   \n",
       "2      changi  Think Changi Airport has mentioned before that...  Positive   \n",
       "3         NIL  It is unfortunately not for kpi. More of promp...  Negative   \n",
       "4         NIL  Actually, i don’t rate precisely because i jus...  Positive   \n",
       "5         NIL  Pretty sure the tablet is there to comply to s...  Positive   \n",
       "6         NIL  I don't want to touch the thing, make my hand ...  Negative   \n",
       "7         NIL  Dad ever saw 2 young boys having fun pressing ...  Positive   \n",
       "8         NIL  This reminds me of the complain thread the oth...  Positive   \n",
       "9         NIL  On a frank note, cleaners don't clean urinals ...  Positive   \n",
       "10        NIL  Would you rather see a toilet closed for clean...  Negative   \n",
       "11     changi  I recall landing in Changi at around 3-4am and...  Negative   \n",
       "12        NIL  Cleaners are like goalkeepers.  Only get notic...   Neutral   \n",
       "13        NIL  Exactly. Can't understand why no one else is p...  Positive   \n",
       "14        NIL  yeah man they're quite filthy so I dont want t...  Negative   \n",
       "15        NIL                      Cleaner than your intentions.   Neutral   \n",
       "16        NIL  i always rate good most of the time too. can't...  Negative   \n",
       "17        NIL  I wash my hands and don't dirty them immediate...  Negative   \n",
       "18        NIL  If you see someone do his business and leave t...  Positive   \n",
       "19        NIL  I am a nurse and I am used to it, holding peop...  Negative   \n",
       "20        NIL  the editors of our local newspaper are probabl...  Positive   \n",
       "21        NIL                          Ah shit, here we go again  Negative   \n",
       "22        NIL  Looks like I'm never peeing again then. Time t...   Neutral   \n",
       "23        NIL  Since the day goo goo went over to gaa gaa's c...  Negative   \n",
       "24        NIL  Yeah, in Australia we just had senior advertis...   Neutral   \n",
       "25        NIL  No need to peek, take upskirt photos, or voyeu...   Neutral   \n",
       "26        NIL  And yet here, peeping at others suddenly becom...  Negative   \n",
       "27        NIL  Killing people and peeping on people is... two...   Neutral   \n",
       "28        NIL  There’s a real crime wave in SG, unfortunately...  Negative   \n",
       "29        NIL  Spreading singapore culture to the natives. Go...  Positive   \n",
       "..        ...                                                ...       ...   \n",
       "917       NIL  Stories of flickering lights, one permanently-...  Negative   \n",
       "918       NIL  No, but RJ had this mega huge girls' toilet ou...  Positive   \n",
       "919       NIL  Old TKGS: Thursday nights toilet got ghost (ca...  Positive   \n",
       "920    katong  Katong Convent: The toilet got green hand that...  Negative   \n",
       "921       NIL  When the hill at the back of the school was fl...  Negative   \n",
       "922       NIL  Isn't a toilet but there is a room i found wit...  Negative   \n",
       "923       NIL  Hantu rokok reporting in. To avoid detection, ...  Negative   \n",
       "924       NIL  I never get why girls do that. As a fellow gir...  Negative   \n",
       "925       NIL  Most of these are just myth made up by your se...  Negative   \n",
       "926       NIL  Oh OSS, the number of rumored haunted places! ...  Positive   \n",
       "927       NIL  I remember using the 6th floor female toilet m...  Negative   \n",
       "928       NIL  Heard about it. Most probably just some lie. U...  Negative   \n",
       "929       NIL  prolly a ploy that the seniors make so te lowe...  Negative   \n",
       "930       NIL  hahaha holy shit that name stuck? it's the toi...  Positive   \n",
       "931       NIL  Mostly so that they can smoke in the toilet in...  Positive   \n",
       "932       NIL  I brave it by opening the toilet seat first to...  Positive   \n",
       "933       NIL  I'm not sure I'm comprehending your question. ...  Negative   \n",
       "934       NIL  Yup. Remembered it being closed during sec 2. ...  Negative   \n",
       "935       NIL  Why? What's wrong with him smoking and breathi...  Negative   \n",
       "936       NIL  I have only ever been to a hawker centre toile...  Negative   \n",
       "937       NIL  I feel that toilet cleanliness is more about t...  Positive   \n",
       "938       NIL  Many hawker centres (at least the toilets) are...  Positive   \n",
       "939  boon lay  Dude. We're crazy, not dirty savages. *cough b...  Negative   \n",
       "940       NIL  An EDMWer dug this link up: http://eresources....   Neutral   \n",
       "941       NIL  **Normal Person**: Why don't you just make fiv...  Positive   \n",
       "942       NIL  User satisfaction? You mean like how conducive...  Negative   \n",
       "943       NIL                where can i find a 6 star toilet ??  Negative   \n",
       "944       NIL  Please flush, else how will we get water to dr...   Neutral   \n",
       "945       NIL  Should expand that too flushing until everythi...   Neutral   \n",
       "946       NIL  Well shit if I lived in Virginia Id probably o...  Negative   \n",
       "\n",
       "     Sentiment Score        Date  Source  \n",
       "0               0.37  17/10/2019  Reddit  \n",
       "1               0.15  17/10/2019  Reddit  \n",
       "2               0.19  17/10/2019  Reddit  \n",
       "3              -0.60  17/10/2019  Reddit  \n",
       "4               0.20  17/10/2019  Reddit  \n",
       "5               0.40  17/10/2019  Reddit  \n",
       "6              -0.60  17/10/2019  Reddit  \n",
       "7               0.20  17/10/2019  Reddit  \n",
       "8               0.12  17/10/2019  Reddit  \n",
       "9               0.18  17/10/2019  Reddit  \n",
       "10             -0.02  17/10/2019  Reddit  \n",
       "11             -0.30  17/10/2019  Reddit  \n",
       "12              0.00  17/10/2019  Reddit  \n",
       "13              0.41  17/10/2019  Reddit  \n",
       "14             -0.70  17/10/2019  Reddit  \n",
       "15              0.00  17/10/2019  Reddit  \n",
       "16             -0.03  17/10/2019  Reddit  \n",
       "17             -0.12  17/10/2019  Reddit  \n",
       "18              0.02  17/10/2019  Reddit  \n",
       "19             -0.03  17/10/2019  Reddit  \n",
       "20              0.14  03/10/2019  Reddit  \n",
       "21             -0.20  03/10/2019  Reddit  \n",
       "22              0.00  03/10/2019  Reddit  \n",
       "23             -0.50  03/10/2019  Reddit  \n",
       "24              0.00  03/10/2019  Reddit  \n",
       "25              0.00  03/10/2019  Reddit  \n",
       "26             -0.06  03/10/2019  Reddit  \n",
       "27              0.00  03/10/2019  Reddit  \n",
       "28             -0.15  03/10/2019  Reddit  \n",
       "29              0.23  03/10/2019  Reddit  \n",
       "..               ...         ...     ...  \n",
       "917            -0.15  12/05/2015  Reddit  \n",
       "918             0.27  12/05/2015  Reddit  \n",
       "919             0.07  12/05/2015  Reddit  \n",
       "920            -0.12  12/05/2015  Reddit  \n",
       "921            -0.01  12/05/2015  Reddit  \n",
       "922            -0.08  12/05/2015  Reddit  \n",
       "923            -0.07  12/05/2015  Reddit  \n",
       "924            -0.38  12/05/2015  Reddit  \n",
       "925            -0.04  12/05/2015  Reddit  \n",
       "926             0.02  12/05/2015  Reddit  \n",
       "927            -0.02  12/05/2015  Reddit  \n",
       "928            -0.12  12/05/2015  Reddit  \n",
       "929            -0.07  12/05/2015  Reddit  \n",
       "930             0.01  12/05/2015  Reddit  \n",
       "931             0.32  12/05/2015  Reddit  \n",
       "932             0.34  12/05/2015  Reddit  \n",
       "933            -0.03  12/05/2015  Reddit  \n",
       "934            -0.00  12/05/2015  Reddit  \n",
       "935            -0.50  12/05/2015  Reddit  \n",
       "936            -0.03  15/11/2016  Reddit  \n",
       "937             0.10  15/11/2016  Reddit  \n",
       "938             0.20  15/11/2016  Reddit  \n",
       "939            -0.60  15/11/2016  Reddit  \n",
       "940             0.00  24/04/2015  Reddit  \n",
       "941             0.15  19/11/2014  Reddit  \n",
       "942            -0.17  19/11/2014  Reddit  \n",
       "943            -0.03  19/11/2014  Reddit  \n",
       "944             0.00  21/10/2015  Reddit  \n",
       "945             0.00  21/10/2015  Reddit  \n",
       "946            -0.20  21/10/2015  Reddit  \n",
       "\n",
       "[947 rows x 6 columns]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentiments = results.apply(pd.Series)\n",
    "sentiments.columns = ('Location', 'Message', 'Sentiment', 'Sentiment Score', 'Date', 'Source')\n",
    "sentiments\n",
    "if True:\n",
    "    with open('toilet_Reddit_sentiments.csv', 'w') as f:\n",
    "        f.write(sentiments.to_csv(index=False))\n",
    "sentiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "import string\n",
    "import numpy as np\n",
    "\n",
    "my_filters = list(filters) + ['one', 'like', 'actually', 'dont', 'would', 'lol', 'thats', 'probably', 'go', 'get', 'also',\n",
    "                              'need', 'always', 'sure', 'really', 'even', 'thing', 'used', 'right', 'im', 'use', 'want',\n",
    "                              'still', 'well', 'another', 'think', 'find', 'ive', 'using', 'someone', 'water', 'clean',\n",
    "                              'singapore', 'back', 'got', 'make', 'maybe', 'look', 'come', 'might', 'yes', 'else',\n",
    "                              'quite', 'little', 'youre', 'ever', 'two', 'sg', 'much', 'around', 'could']\n",
    "\n",
    "wordlist = np.array(comments_df['Comment'], dtype=pd.Series)\n",
    "wordlist = ' '.join(wordlist)\n",
    "wordcloud = WordCloud(width=1280, height=720, stopwords=my_filters).generate(wordlist)\n",
    "plt.figure(figsize=(12, 12))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores = sentiments['Sentiment Score']\n",
    "orig_font_size = plt.rcParams['font.size']\n",
    "plt.rcParams['font.size'] = 14\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "_ = plt.boxplot(scores, notch=True, patch_artist=True, vert=False)\n",
    "left, right = plt.xlim()\n",
    "plt.xlim(left, right)\n",
    "plt.axvspan(left, 0, facecolor='tomato', zorder=-100)\n",
    "plt.axvspan(-.025, 0.025, facecolor='gold', zorder=-100)\n",
    "plt.axvspan(0.025, right, facecolor='springgreen', zorder=-100)\n",
    "\n",
    "plt.annotate('Negative', xy=(-0.7, 1.25))\n",
    "neutral_label = plt.annotate('Neutral', xy=(-.025, 1.2))\n",
    "neutral_label.set_rotation(90)\n",
    "plt.annotate('Positive', xy=(0.5, 1.25))\n",
    "\n",
    "_ = plt.title('Reddit Comment Polarity Chart')\n",
    "_ = plt.yticks([])\n",
    "_ = plt.xlabel('Sentiment Score')\n",
    "plt.show()\n",
    "plt.rcParams['font.size'] = orig_font_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mp\n",
    "\n",
    "scores = sentiments['Sentiment Score']\n",
    "orig_font_size = plt.rcParams['font.size']\n",
    "plt.rcParams['font.size'] = 20\n",
    "\n",
    "positive, neutral, negative = 0, 0, 0\n",
    "for score in scores:\n",
    "    negative += score < 0\n",
    "    neutral += score == 0\n",
    "    positive += score > 0\n",
    "\n",
    "# labels = ['Noise', 'Unrelated', 'Clean']\n",
    "labels = ['Negative', 'Neutral', 'Positive']\n",
    "plt.figure(figsize=(10, 10))\n",
    "wedges, plt_labels, texts = plt.pie([negative, neutral, positive], wedgeprops=dict(width=0.5), startangle=-40,\n",
    "# wedges, plt_labels, texts = plt.pie([586, 3689, 947], wedgeprops=dict(width=0.5), startangle=-40,\n",
    "                                     autopct='%1.1f%%', pctdistance=.75, explode=(.01, .01, .01),\n",
    "                                     colors=('tomato', 'dodgerblue', 'forestgreen'))\n",
    "\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"), bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "for i, p in enumerate(wedges):\n",
    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
    "    y = np.sin(np.deg2rad(ang))\n",
    "    x = np.cos(np.deg2rad(ang))\n",
    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
    "    plt.annotate(labels[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y), horizontalalignment=horizontalalignment, **kw)\n",
    "# plt.annotate(str(len(scores)), xy=(-.325, 0), weight='bold', size=50)\n",
    "plt.annotate('5222', xy=(-.325, 0), weight='bold', size=50)\n",
    "plt.annotate('Comments', xy=(-.25, -.15))\n",
    "plt.show()\n",
    "plt.rcParams['font.size'] = orig_font_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "import matplotlib as mp\n",
    "\n",
    "sanitized = comments_df['Comment']\n",
    "\n",
    "counter = Counter(' '.join(sanitized).split())\n",
    "top_words = sorted(dict(counter).items(), key=lambda x: x[1], reverse=True)\n",
    "top_20_words = top_words[:20]\n",
    "x_data = [x[0] for x in top_20_words]\n",
    "y_data = [x[1] for x in top_20_words]\n",
    "\n",
    "data_normalizer = mp.colors.Normalize()\n",
    "color_map = mp.colors.LinearSegmentedColormap(\n",
    "    \"my_map\",\n",
    "    {\n",
    "        \"red\": [(0, 1.0, 1.0),\n",
    "                (1.0, .5, .5)],\n",
    "        \"green\": [(0, 0.5, 0.5),\n",
    "                  (1.0, 0, 0)],\n",
    "        \"blue\": [(0, 0.50, 0.5),\n",
    "                 (1.0, 0, 0)]\n",
    "    }\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(25, 5))\n",
    "plt.bar(x_data, y_data, align='center', width=.5, color=color_map(data_normalizer(y_data)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TripAdvisor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading file...\n",
      "223\n",
      "[\n",
      "    [\n",
      "        [\n",
      "            \"We are a family planning to visit Singapore during last week of Sept 18. we have experience of using wet toilet only. Eg with Hand Faucet. While seeing the picks of Public Toilets, it seems all are dry toilets. i.e with Toilet rolls.\",\n",
      "            \"Need your guidance if we can find Toilets with Hand Faucet in Singapore or we need start Practicing Toilet paper.\",\n",
      "            \"You need to use toilet paper.\",\n",
      "            \"Wow.\",\n",
      "            \"First, there are requirements for a McDonalds nearby the hotel.\",\n",
      "            \"Now, \\\"wet toilets.\\\"\",\n",
      "            \"<<While seeing the picks of Public Toilets>>\",\n",
      "            \"... LOL. Most people research 'Night Safari' or some such. But, no. You have researched toilets.\",\n",
      "            \"Maybe you can find an instructional YouTube video to help you along with your \\\"practice\\\" ...\",\n",
      "            \"I really don't see the point in mocking the OP\",\n",
      "            \"Your post is completely unnecessary cccookie\",\n",
      "            \"Most washrooms in Singapore are dry. You may be able to get a cubicle with a hand faucet, but this are few and far between. Mosques are the only places that have wet washrooms.\",\n",
      "            \"Actually, I think that *you* might be missing the point that the OP is making 'jaynewcastle11' ...\",\n",
      "            \"Or do you seriously think that the OP requires \\\"practice\\\" for this particular 'feat.' Possibly they have practiced ... on a newborn, say. Or do you suspect that they used a hose in that case?\",\n",
      "            \"Possibly a hose is also used when they have to blow their nose? I don't think that they are as unfamiliar with tissue paper as they would have you believe.\",\n",
      "            \"Yes, it\\u2019s a good idea to get used to toilet paper. All toilets here are dry toilets. Having said that, for most toilets, the last cubicle, normally, a squat toilet, will have a hand spray or tap. Alternatively you may want to bring a disposable water bottle with water to the toilet. Hope this helps.\",\n",
      "            \"Don't take any insults personally. Some people are too blind to others.\",\n",
      "            \"All public are mainly dry, even those with taps are meant for toilet washing purpose and these taps is likely to be without the turn bar. They are turned on by using the valve key.\",\n",
      "            \"If you are used to having a wet toilet, carry with use a 1L of water for this purpose (or start learning how to use the toilet paper.\",\n",
      "            \"@Athif77\",\n",
      "            \"Alternatively, you may want to consider getting a portable bidet for travel. Your whole family can use it whenever and wherever you go. Google for it. It\\u2019s available on Amazon and many other websites such as Qoo10, Lazada, etc.\",\n",
      "            \"We are a family planning to visit Singapore during last week of Sept 18. we have experience of using wet toilet only. Eg with Hand Faucet. While seeing the picks of Public Toilets, it seems all are dry toilets. i.e with Toilet rolls.\",\n",
      "            \"Need your guidance if we can find Toilets with Hand Faucet in Singapore or we need start Practicing Toilet paper.\",\n",
      "            \"The hand spray or tap in the last cubicle is indeed for washing your bum. It\\u2019s not for washing the toilet. It\\u2019s to cater to muslims.\",\n",
      "            \"For washing the toilet, they have a seperate water outlet, commonly below or near the wash basins of the toilet.\",\n",
      "            \"A couple tips for you:\",\n",
      "            \"1. Don't look at the paper on your first 2-3 wipes. One wipe refers to a bunch of papers folded/crumpled rubbed against your bum once, then replace.\",\n",
      "            \"2. Always think that you can wash completely when you are back in your room. Don't let the discomfort of tainted bum ruin your day.\",\n",
      "            \"fwiw Muslims are not the only ones who prefer washing after doing their business\",\n",
      "            \"and there are a few places that have the hand bidets, not just mosques. off the top of my head, I know Science Centre, Kidzania, IKEA has them installed. as for shopping centres, you might find them in the handicap stalls.\",\n",
      "            \"kleenex makes moist toilet tissues as well.\",\n",
      "            \"i have a travel bidet, very convenient. it works attached to a regular plastic bottle.\",\n",
      "            \"Handicap toilets are not for use by the non-handicapped.\",\n",
      "            \"There are wet toilets in some places, like at Changi airport. You could probably do a web search and it will show you where they are throughout the city.\",\n",
      "            \"And watch out for single-ply toilet paper ... your finger might go through.\",\n",
      "            \"\\u201c And watch out for single-ply toilet paper ... your finger might go through.\\u201d\",\n",
      "            \"Just when most of us have got the TS to accept the use of toilet paper, I think you just made things worse!\",\n",
      "            \"there are lots of tourist places with both types of toilets\",\n",
      "            \"Sorry Athif I don't mean to hijack your thread, but seeing as we're on the subject \\u2026 Wipes are good, I usually take them on holz.\",\n",
      "            \"For medical reasons could anyone tell me please are there plenty of toilets around? We have what we call disabled toilets here in the UK, & can get a special radar key to use them.\",\n",
      "            \"We are a family planning to visit Singapore during last week of Sept 18. we have experience of using wet toilet only. Eg with Hand Faucet. While seeing the picks of Public Toilets, it seems all are dry toilets. i.e with Toilet rolls.\",\n",
      "            \"Need your guidance if we can find Toilets with Hand Faucet in Singapore or we need start Practicing Toilet paper.\",\n",
      "            \"Plenty of public toilets around Singapore. Disabled cubicles also exist, though if there is a Radar equivalent I havent noticed it. They are just reserved for those that need them.\",\n",
      "            \"I had to use disabled toilets on my visit to Singapore. Just go and open the door and use them. Dont need any special keys. Locals respect that they are for people with a disability and they were always quite clean\",\n",
      "            \"Pls refrain from using disabled toilets as far as possible. The disabled are deprived of the use of the toilets when they need them if non-disabled people choose to use the disabled toilets. Disabled people cannot use the normal toilets which are far greater in number. There have been people who hogged these toilets for other purposes and this was discussed in the local media.\",\n",
      "            \"I've been told off by a number of people who appear to think that you have to either limp or be in a wheelchair to use these toilets. Not all disabilities are visible, & bladder cancer certainly isn't. I agree, I only use them when I can't get to any other toilet.\",\n",
      "            \"Looks like you had the same question in mind but were shy of asking it and instead went about ridiculing OP!\",\n",
      "            \"Sure. That makes sense.\",\n",
      "            \"Folks\",\n",
      "            \"Are we done with the toilet business?\",\n",
      "            \"So what if there is no wet toilet, learn to adapt and don't be a stick in the mud. Habit or whatever reason, human is adaptable, learn something and will live longer\",\n",
      "            \"<<Stick in the mud.>>\",\n",
      "            \"Hummmm ... I wonder. Are you making fun of the OP ...?\",\n",
      "            \"We are a family planning to visit Singapore during last week of Sept 18. we have experience of using wet toilet only. Eg with Hand Faucet. While seeing the picks of Public Toilets, it seems all are dry toilets. i.e with Toilet rolls.\",\n",
      "            \"Need your guidance if we can find Toilets with Hand Faucet in Singapore or we need start Practicing Toilet paper.\",\n",
      "            \"ccC00kie\",\n",
      "            \"Not making fun, need to do with what we have rather than don't have. This way will walk farther and see more.\",\n",
      "            \"OP has posted a genuine question. I am sure this will come to other tourists' minds to but wont feel free to ask this on a public forum.\",\n",
      "            \"Run through the entire thread and you will find that neither OP nor any other poster has complained or cribbed about there not being wet public toilets in Singapore.\",\n",
      "            \"Therefore, these 2 posts on lecturing of \\\"need to do with what we have ...\\\" is out of context and completely uncalled for.\",\n",
      "            \"<<OP has posted a genuine question.>>\",\n",
      "            \"In your opinion maybe.\",\n",
      "            \"<<I am sure this will come to other tourists' minds to but wont feel free to ask this on a public forum.>>\",\n",
      "            \"Won't feel the *need* to ask you mean. Are you seriously suggesting that a tourist might not visit Singapore because of the lack of wet toilets? Or anywhere else. Gee ... I guess visiting anywhere in North America, for example, is a no go. Imagine, those poor 500 million people with their inferior toilets.\",\n",
      "            \"<Are you seriously suggesting that a tourist might not visit Singapore because of the lack of wet toilets>\",\n",
      "            \"My post not even implicitly suggests that. No person who is in his/her senses can draw that sort of inference reading my post.\",\n",
      "            \"And no person off reasonable intelligence can believe that the OP needs to \\\"practice\\\" wiping his behind.\",\n",
      "            \"\\\"OP has posted a genuine question\\\" indeed ...\",\n",
      "            \"And no doubt you're surveyed tourists and determined that this is what comes to \\\"tourists' minds.\\\"\",\n",
      "            \"\\\"I'd visit Night Safari ... but I'm not too sure about the toilets.\\\"\",\n",
      "            \"Please ...\",\n",
      "            \"I think that a couple of people here on this Forum are embarrassed about this topic and so have resorted to ridicule.\",\n",
      "            \"This is completely unnecessary and I wish the OP and his family a wonderful stay in Singapore.\",\n",
      "            \"Maybe I have been insensitive to the needs of the OP. Probably I live in the wet toilet capital of the world, and now take them for granted. Here a wet toilet, there a wet toilet, everywhere a wet toilet. I have 3 wet toilets in my flat. And two other funny looking things with a single tap ... and a more shallow 'bowl' that sit beside the wet toilets. I don't know what they are for (have I been too shy to ask? ... say, I guess some posters in this thread may have been correct! :) ) ... however, if my feet are sandy from the beach, I'll stick them in these things, one after the other, and wash them. It never occurred to me that the Singapore 'Experts' might be able to advise me on their usage. Possibly the OP knows?\",\n",
      "            \"Anyway, I haven't seen a 'dry toilet' in ages.\",\n",
      "            \"My goodness ... is it possible that *I* am out of 'practice' ? I wonder. Or do you think it is like riding a bike ... you never forget how?\",\n",
      "            \"Well, there is always this thread that I could check back on if, you know, I found that I needed a 'refresher' course. Some people have ever so kindly been pretty descriptive.\",\n",
      "            \"All is well that ends well. Have a nice day...and may your wet toilets be plentiful.\"\n",
      "        ],\n",
      "        [\n",
      "            \"I am looking for information on hotels around clark quay and little india which provides provision of water jet / spray attached with toilet along with toilet paper.\",\n",
      "            \"I booked Hotel Clover 5 HongKong Street for my upcoming trip but they informed that they dont have this provision, so looking for information on the alternatives.\",\n",
      "            \"You may refer to this thread\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"Hello Singapore Experts,\",\n",
      "            \"Sorry for this very \\\"practical\\\" question:\",\n",
      "            \"Are hawker's stalls in Singapore equipped with washroom/toilet facilities ?\",\n",
      "            \"Thank you in advance for your time and kind answers!\",\n",
      "            \"Regards, Linnen\",\n",
      "            \"Hi There, we have visited quite a few hawker stalls over a time and have always found them equipped with a washroom. For further help I did find this website\",\n",
      "            \"Hope it is of help to you\",\n",
      "            \"If U cannot find any (Which is unlikely) U can always hop into the Mall next to it Or nearby (Especially for those in Bugis, Chinatown etc) which are surrounded by Shopping Mall :D & entry are free for those in Shopping Mall. Hawker Centre will charge btw S$0.10 cents to S$0.20 (nominal charge for a clean toilet) - some provide toilet paper at Extra charge & some dun.\",\n",
      "            \"DESK29 and Me \\u00d2nly,\",\n",
      "            \"Thank you for your time and infos - excellent link by the way (never seen that ;-).\",\n",
      "            \"Very usefull info, thanks again.\",\n",
      "            \"Regards,\",\n",
      "            \"Linnen\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"Hello! Planning to travel from Singapore to Malacca by bus. Are there any coaches with toilet? travel time would be longer if we fly. Thank you.\",\n",
      "            \"there is no direct flight from Singapore to Malacca anyway. Most coach to Malacca don't have toilet attached as it's consider a short distance. but they will stop frequently at rest place.\",\n",
      "            \"There's a toilet at both the Singapore and Malaysia immigration buildings then there will be another toilet break before arriving Malacca.\",\n",
      "            \"You're welcome.\",\n",
      "            \"Even if there is a toilet in the bus, the bus operator will usually keep it locked because for them, it is a bit of pain in the neck to keep it clean and free from stink during the journey.\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"Just booked 1st class seats on the train from SIN to KK - anyone know what the toilets are like on the train ?\",\n",
      "            \"travelmalaysiaguide.com/singapore-kuala-lump\\u2026\",\n",
      "            \"Pictures may look better than the real thing, so you may have to discount them slightly. I still consider trains here as \\\"primitive\\\" compared to the TGVs, NXEC and Virgin's. ;-)\",\n",
      "            \"Singapore and Malaysia have undergone huge development over the years but unfortunately, the train link between the 2 countries remains primitive. The service is operated by the Malaysian railway company KTM and there is nothing that Singapore can do to upgrade the rail link. The trains run on old meter gauge tracks at slow speed and there seems to be no real desire to upgrade the system into a modern high speed rail system like the bullet train or TGVs.\",\n",
      "            \"If that happens, travel time from Singapore to KL will be something like 1.5 hours and the airline services between the 2 cities will take a big hit!\",\n",
      "            \"You can't expect much from this train, and it's fully owned my Malaysia Government. Have fun!\",\n",
      "            \"We used them around 5 years ago and we are fussy and I can't remember them being that bad, I had a six year old with me too and it was fine. I would take some food with you because I remember not that much on offer, we got our hotel to arrange a pack lunch for us. It is a great trip and I would definitely do it again.\"\n",
      "        ],\n",
      "        [\n",
      "            \"Hi, just watched the Lonely Planet 6 degrees series on Singapore and they visited these amazing 'themed' toilets - the ones they showed were Africa and Japan. Apparently people have wedding photos in there with them and everything!\",\n",
      "            \"The only thing is, they didn't say where you can find these toilets and I'm curious. I think the kids would find them interesting - we all would as it is certainly different!\",\n",
      "            \"Does anyone know where we could find them?\",\n",
      "            \"Great World City\",\n",
      "            \"\\u2026blogspot.com/2007/07/thematic-toilets.html\",\n",
      "            \"Something different!\",\n",
      "            \"Hi there, I can't find anything special about it. Well I guess you'll be the judge when you check it out. Located at Great World City Shopping Center, you might want to get the free coach from bus stop outside Tang Shopping Center on Orchard rd or get a cab there as the location is not convenient because there is no MRT nearby and bus mostly hard for foreigner.\"\n",
      "        ],\n",
      "        [\n",
      "            \"Are there public restrooms in Singapore? Around tourist attractions, next to food courts, etc.\",\n",
      "            \"Are they free of charge?\",\n",
      "            \"HI there, don't worry about the public restrooms. You will easily find it in the major tourist attractions, food courts, and shopping centre. Most of the buildings have restrooms facility. And most free of charge as well as clean.\",\n",
      "            \"Public restrooms are plentiful and generally free.\",\n",
      "            \"Those in shopping malls are clean and free.\",\n",
      "            \"Those in hawker centres/coffee shops are not as clean and a few may charge 10 cts per entry.\",\n",
      "            \"Agree with ShuangMT: if you can better go to the restrooms in the malls. Malls are everywhere, their restrooms are clean and free.\",\n",
      "            \"BTW I still amazed by the restrooms at Changi Airport: everywhere in the terminals, spotless, cleaned all the time!\",\n",
      "            \"Hello,\",\n",
      "            \"Singaporean bathrooms are pretty clean. Especially in touristy places. They are much better kept than U.S. public bathrooms, even those in California.\",\n",
      "            \"Just be aware that there may be squatters around. This came as a big shock to me, as I haven't seen one for ages already. :)\",\n",
      "            \"Cheers!\",\n",
      "            \"Sometimes the questions here amaze me .......\",\n",
      "            \"There are public rest rooms every where in Singapore. For cleaner ones you can go for those at shopping malls.\",\n",
      "            \"[in response to Expat-Yorkshire]\",\n",
      "            \"I know, but if you have visited any city in China (even Shanghai) you will know that public toilets can be quite daunting !!\",\n",
      "            \"Fortunately Singapore has gone way past that stage of infrastructure development.\",\n",
      "            \"The strange thing about Singapore is that the toilets that you pay to get into are normally the most disgusting and dirty\",\n",
      "            \"e.g Lau Passat\",\n",
      "            \"I find bugis (Parco junction those 2 malls) toilet dirty. Most malls are clean, especially those with less crowds. Vivocity is a nice mall with clean toilets. Takashimaya still need improvement.\",\n",
      "            \"Hawker centers really depend. Some are clean, some are dirty.\",\n",
      "            \"Food courts are normally located in shopping malls and toilets there are free of charge.\",\n",
      "            \"As mentioned by other TA, toilets are free in the Shopping Centres/food courts while sometimes you need to pay 10cts/20cts for the toilets in the hawker centres.\",\n",
      "            \"Not all hawker centres' toilets are dirty, there are cleaners doing the washing too. In fact, some shopping centres toilets are also dirty, actually it all depends on those shoppers who use the toilets. Though there are cleaners but they don't wash it every minute.\",\n",
      "            \"All tourist attractions have toilets and they are FOC.\",\n",
      "            \"Are there public restrooms in Singapore? Around tourist attractions, next to food courts, etc.\",\n",
      "            \"Are they free of charge?\",\n",
      "            \"the ones at newton circus are very'zen' and lovely:)\",\n",
      "            \"pam\",\n",
      "            \"No matter which foodcourts/hawkers centre/malls you go, there are toilet around. To me the percentage of finding a place of paying 10/20cents per entry is 10% only. Not all are dirty. But when nature call, no matter gd/bad the toilet is. Having a toilet around save you! haha\",\n",
      "            \"Why are you amazed? If I were headed to an unfamilliar destination I would ask the same question. Especially since I have a partially potty trained 3yr old, and a 16 month old in diapers. Oh and have you never experienced travellers tummy? I have and it's nice info to have!\",\n",
      "            \"last wkend, i went to chinatown, one of the airconditioned shopping center next to OG shopping complex.... paid 20cents for the toilet (ladies) and then only 1 toilet is flushed. worse, first cubicle i saw have a bloody exposed sanitary pad on the sanitary container. @*(^&*@#^%@#@#!*#^(\",\n",
      "            \"This is the 2nd time i have encountered such gross stuff at public toilet. Whatever it is, please do not put yr hand into those paper dispenser if u cannot see anything (ie empty rolls or the tissue is not long enough to be seen). reason being i have actually saw one used pad (YES!!!) stuck in the toilet roll dispenser area. LUCKILY, i look up to check instead of putting my hand up to 'touch' the toilet roll. PHEW! I dont know whats wrong with those people ... very rare and the chance of seeing these are about 1-2%\",\n",
      "            \"so just bring tissue when u are outside (except changi airport).\",\n",
      "            \"with more n more foreign talents and locals mixing around, its hard to tell who didnt flush the toilet. i have seen young local girls coming out of toilet cubicle and didnt even bother to check if the automatic flushing system has done the job properly. LAZY fellows! sometimes when i'm pissed, i will ask them to flush the toilet. Shame on them.\",\n",
      "            \"IMO, public restrooms/toilets here in Singapore are generally \\\"filthy\\\". Even in nice shopping malls, I seen many a filthy toilets. The washrooms at hotels for the public are the best, they are well maintained.\",\n",
      "            \"There are still people thinking ingpaore is like China in this day and age?\",\n",
      "            \"It's not the rest rooms in Singapore, or anywhere else that are filthy, it's the people that use them that are filthy. Alan.\",\n",
      "            \"I had also come across a public toilet in the shopping centres where a piece of bloody sanitary pad was half stuff in the dustbin located inside the cubicle. I guess this type of scene only happen in 'old' shopping centres.\",\n",
      "            \"Since we are talking about the toilets, I would like to share the below news with everyone.\",\n",
      "            \"Three women in North Florida turned up at hospitals over a 5-day period, all with the same symptoms. Fever, chills, and vomiting, followed by muscular! collapse, paralysis and finally, death..\",\n",
      "            \"There were no outward signs of trauma.\",\n",
      "            \"Autopsy results showed toxicity in the blood. These women did not know each other and seemed to have nothing in common. It was discovered, however, that they had all visited the same Restaurant (Olive Garden) within days of their deaths. The Health Department descended on the restaurant , shutting it down. The food, water, and air conditioning were all inspected and tested, to no avail.\",\n",
      "            \"The big break came when a waitress at the restaurant was rushed to the hospital with similar symptoms. She told doctors that she had been on vacation, and had only went to the restaurant to pick up her check.\",\n",
      "            \"She did not eat or drink while she was there, but had used the restroom.\",\n",
      "            \"That is when one toxicologist, remembering an article he had read, drove out to the restaurant, went into the restroom and lifted the toilet seat .\",\n",
      "            \"Under the seat, out of normal view< B> , was a small spider. The spider ! was captured and brought back to the lab, where it was determined to be the Two-Striped Telamonia (Telamonia dimidiata), so named because of its reddened flesh color. This spider's venom is extremely toxic, but can take several days to take effect. They live in cold, dark, damp climates, and toilet rims provide just the right atmosphere.\",\n",
      "            \"Several days later a lawyer from Jacksonville showed up at a hospital emergency room. Before his death, he told the doctor, that he had been away on business, had taken a flight from Indonesia , changing planes in Singapore , before returning home.! He did NOT visit (Olive Garden), while there. He did (as did all of the other victims) have what was determined to be a puncture wound, on his right buttock. Investigators discovered that the flight he was on had originated in India .\",\n",
      "            \"The Civilian Aeronautics Board (CAB) ordered an immediate inspection of the toilets of all flights from India and discovered the Two-Striped Telamonia (Telamonia dimidiata) spider's nests on 4 different planes!\",\n",
      "            \"It is now believed that these spiders can be anywhere in the world .\",\n",
      "            \"So please, before you use a public toilet, lift the seat to check for spiders. It can save your life!\",\n",
      "            \"Iris, the spider stories are hoaxes that date back to 1999. It never happened.\",\n",
      "            \"See: www.snopes.com/horrors/insects/telamonia.asp\",\n",
      "            \"snopes.com is a good site to check for other \\\"urban myths\\\".\",\n",
      "            \"If you googlr \\\"Telamonia dimidiata\\\" you will find numerous reports of the hoax and variations of it.\",\n",
      "            \"Oh, my sister-in-law just email to me a few days ago. The person who created such a story must be too free, nothing to do, otherwise he won't be creating such a silly story to circulate around.\",\n",
      "            \"Are there public restrooms in Singapore? Around tourist attractions, next to food courts, etc.\",\n",
      "            \"Are they free of charge?\",\n",
      "            \"phew luckily someone mentioned abt the myth. else i will be checking the toilet cover every now and then\",\n",
      "            \"For info, there's a Restroom Association in Singapore.\",\n",
      "            \"Check their web for Star-rated Public toilets:\",\n",
      "            \"Ami\",\n",
      "            \"Yes, it sounds so real. When I received the email, there is a spider picture attached. But somehow I couldn't copy the picture across to this forum, only words appear.\",\n",
      "            \"Yup, I too believe the myth. What a joke, I even email to my family members and friends to alert them about the danger, haha.\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"Strange question , but if you don't ask you won't know :)\",\n",
      "            \"Do the buses from Singapore to Kualu Lumpur and vise versa have toilets onboard ?\",\n",
      "            \"And which Bus Company is the best ( don't mind paying for deluxe fares)\",\n",
      "            \"Two oldies travelling and we like/need lol, our comforts.\",\n",
      "            \"Also what happens at the borders , do you have to get off the bus ? I see some Bus fares say \\\"direct non stop\\\" , how does that then work at the Border etc.\",\n",
      "            \"Any help on which bus company ( and where it leaves from) is appreciated.\",\n",
      "            \"No worries about toilet on Coaches, they have regular stop along the way (Highway rest stop) for Pee,Stretch Session & snack session (Normally btw 15 - 20min). U can even get some Malaysia snack product to munch on the rest of the Journey.\",\n",
      "            \"As for at the Border:\",\n",
      "            \"At Singapore Customer, u need to Just Bring Urself up to passport control and go back down to the coach.\",\n",
      "            \"At Malaysia Side (Once U reach from SG), U need to Bring Urself AND your luggage to go thru Passport control and back to coach.\",\n",
      "            \"U can check this TA Thread for which coach company to go with:\",\n",
      "            \"A review:\",\n",
      "            \"If you need more review or tips, U can search in TA using magic word like: Coach to KL (or Kuala Lumpur)\",\n",
      "            \"Have a fun trip\",\n",
      "            \"Hi Majong77,\",\n",
      "            \"I am not sure if there`s any coach that has a toilet.\",\n",
      "            \"But I would like to suggest two alternatives -\",\n",
      "            \"BY AIR or BY TRAIN\",\n",
      "            \"Fly by tiger airways or airasia. you can always check for promotions\",\n",
      "            \"or getting to KL by night train.\",\n",
      "            \"Both these options provide a sure knowing that the toilet is in place for the elderly. Just that be aware that the train ride will be noisy and bumpy. Otherwise you can select the sleeping type on the train\",\n",
      "            \"Have a nice trip!Shawn\",\n",
      "            \"try this link for more infm on coach journey:\",\n",
      "            \"It is a long journey (5 to 6 hours on the NorthSouth Highway ) - the toilet stops are about every 2 hours. However not every stop have food/refreshment facilities. So bring titbits and water.\",\n",
      "            \"And quite monotonous scenery for most of the way.\",\n",
      "            \"Friends that I have went by the train the first time (sleeper), to see the scenery.\",\n",
      "            \"Every other time then they flew with air asia....cheap as chips and probably actually cheapest of all.\",\n",
      "            \"I believe that flying presents a better offer as it is much faster. Those budget airlines are super cheap too, perhaps just a $30 premium compared to taking an overnight or 5 hour bus ride. But the drawback is that the KL airport is far away from the KL city.\",\n",
      "            \"Hi mahjong77,\",\n",
      "            \"As far as i know>>no toilet onboard but schedule stops along the way.\",\n",
      "            \"Allow 5-hours minumim for the journey>>Singapore to Malaysia\",\n",
      "            \"you need go down personally to get your passport stamped along with your luggages for custom checked.\",\n",
      "            \"a)at Singapore custom/immigration\",\n",
      "            \"b)at Malaysian custom/immigration\",\n",
      "            \"Quite a hassle.\",\n",
      "            \"Better off>>take a budget flight>>45 minutes journey\",\n",
      "            \"1)airasia\",\n",
      "            \"2)jetstar\",\n",
      "            \"3)tigerair\",\n",
      "            \"4)malaysian airline\",\n",
      "            \"5)singapore airline\",\n",
      "            \"Thank you all for your replies , based on what you've all mentioned ,we've decided to fly , probably better suited to a pair of old fogies travelling the country side and better suited to our needs lol\",\n",
      "            \"Cheers\",\n",
      "            \"Hi mahjong77:\",\n",
      "            \"TigerAirways - Special Promo starts today - S$29 to Kuala Lumpur.\",\n",
      "            \"We have booked a luxury bus from Singapore to KL and are REALLY looking forward to it. Sounds like you may have already booked your flights but take a look at www.transtar.com.sg for future reference. 16 luxury leather seats with massage and heat settings, meals and personal DVD player. Hopefully with only 16 to cross border it won't take too long. We are travelling with 3 small children and 2 grandparents and are all looking at this as a highlight of the whole 2 weeks away. Cost was about $65 per person.\"\n",
      "        ]\n",
      "    ]\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "import json\n",
    "import copy\n",
    "\n",
    "print('reading file...')\n",
    "lines = []\n",
    "with open('tripadvisor.pkl', 'rb') as f:\n",
    "    lines = pickle.load(f)\n",
    "\n",
    "x_count = [0, 0, 0]\n",
    "for i in range(len(lines)):\n",
    "    line = lines[i]\n",
    "    for j in range(len(line)):\n",
    "        x_count[0] += len(line[j])\n",
    "        line[j] = [sent for sent in line[j] if sent != '']\n",
    "        line[j] = [sent for sent in line[j] if not sent.lower().startswith('thanks') \\\n",
    "                                    and 'dear ta expert' not in sent.lower() \\\n",
    "                                    and 'hello everyone' not in sent.lower() \\\n",
    "                                    and 'jj......' not in sent \\\n",
    "                                    and not sent.startswith('cheers') \\\n",
    "                                    and not sent.startswith('www.') \\\n",
    "                                    and not sent.startswith('http://') and not sent.startswith('https://') \\\n",
    "                                    and not 'Still waiting for a trip report' in sent \\\n",
    "                                    and not sent.startswith('tripadvisor.com')]\n",
    "        x_count[1] += len(line[j])\n",
    "        if '-:- Message from TripAdvisor staff -:-' in line[j]:\n",
    "            index = line[j].index('-:- Message from TripAdvisor staff -:-')\n",
    "            if index != -1:\n",
    "                line[j] = line[j][:index]\n",
    "        x_count[2] += len(line[j])\n",
    "\n",
    "lines = [line for line in lines if len(line) > 0]\n",
    "raw_lines = copy.deepcopy(lines)\n",
    "\n",
    "total = 0\n",
    "for line in lines:\n",
    "    for comment in line:\n",
    "        total += len(comment)\n",
    "print(total)\n",
    "\n",
    "print(json.dumps(lines, indent=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\n",
      "    [\n",
      "        [\n",
      "            \"family planning visit singapore last week sept experience using wet toilet eg hand faucet seeing picks public toilets seems dry toilets ie toilet rolls\",\n",
      "            \"need guidance find toilets hand faucet singapore need start practicing toilet paper\",\n",
      "            \"need use toilet paper\",\n",
      "            \"wow\",\n",
      "            \"first requirements mcdonalds nearby hotel\",\n",
      "            \"wet toilets\",\n",
      "            \"seeing picks public toilets\",\n",
      "            \"lol people research night safari researched toilets\",\n",
      "            \"maybe find instructional youtube video help along practice\",\n",
      "            \"really dont see point mocking op\",\n",
      "            \"post completely unnecessary cccookie\",\n",
      "            \"washrooms singapore dry may able get cubicle hand faucet far mosques places wet washrooms\",\n",
      "            \"actually think might missing point op making jaynewcastle\",\n",
      "            \"seriously think op requires practice particular feat possibly practiced newborn say suspect used hose case\",\n",
      "            \"possibly hose also used blow nose dont think unfamiliar tissue paper would believe\",\n",
      "            \"yes good idea get used toilet paper toilets dry toilets said toilets last cubicle normally squat toilet hand spray tap alternatively may want bring disposable water bottle water toilet hope helps\",\n",
      "            \"dont take insults personally people blind others\",\n",
      "            \"public mainly dry even taps meant toilet washing purpose taps likely without turn bar turned using valve key\",\n",
      "            \"used wet toilet carry use l water purpose start learning use toilet paper\",\n",
      "            \"athif\",\n",
      "            \"alternatively may want consider getting portable bidet travel whole family use whenever wherever go google available amazon many websites qoo lazada etc\",\n",
      "            \"family planning visit singapore last week sept experience using wet toilet eg hand faucet seeing picks public toilets seems dry toilets ie toilet rolls\",\n",
      "            \"need guidance find toilets hand faucet singapore need start practicing toilet paper\",\n",
      "            \"hand spray tap last cubicle indeed washing bum washing toilet cater muslims\",\n",
      "            \"washing toilet seperate water outlet commonly near wash basins toilet\",\n",
      "            \"couple tips\",\n",
      "            \"dont look paper first wipes one wipe refers bunch papers foldedcrumpled rubbed bum replace\",\n",
      "            \"always think wash completely back room dont let discomfort tainted bum ruin day\",\n",
      "            \"fwiw muslims ones prefer washing business\",\n",
      "            \"places hand bidets mosques top head know science centre kidzania ikea installed shopping centres might find handicap stalls\",\n",
      "            \"kleenex makes moist toilet tissues well\",\n",
      "            \"travel bidet convenient works attached regular plastic bottle\",\n",
      "            \"handicap toilets use nonhandicapped\",\n",
      "            \"wet toilets places like changi airport could probably web search show throughout city\",\n",
      "            \"watch singleply toilet paper finger might go\",\n",
      "            \"watch singleply toilet paper finger might go\",\n",
      "            \"us got ts accept use toilet paper think made things worse\",\n",
      "            \"lots tourist places types toilets\",\n",
      "            \"sorry athif dont mean hijack thread seeing subject wipes good usually take holz\",\n",
      "            \"medical reasons could anyone tell please plenty toilets around call disabled toilets uk get special radar key use\",\n",
      "            \"family planning visit singapore last week sept experience using wet toilet eg hand faucet seeing picks public toilets seems dry toilets ie toilet rolls\",\n",
      "            \"need guidance find toilets hand faucet singapore need start practicing toilet paper\",\n",
      "            \"plenty public toilets around singapore disabled cubicles also exist though radar equivalent havent noticed reserved need\",\n",
      "            \"use disabled toilets visit singapore go open door use dont need special keys locals respect people disability always quite clean\",\n",
      "            \"pls refrain using disabled toilets far possible disabled deprived use toilets need nondisabled people choose use disabled toilets disabled people cannot use normal toilets far greater number people hogged toilets purposes discussed local media\",\n",
      "            \"ive told number people appear think either limp wheelchair use toilets disabilities visible bladder cancer certainly isnt agree use cant get toilet\",\n",
      "            \"looks like question mind shy asking instead went ridiculing op\",\n",
      "            \"sure makes sense\",\n",
      "            \"folks\",\n",
      "            \"done toilet business\",\n",
      "            \"wet toilet learn adapt dont stick mud habit whatever reason human adaptable learn something live longer\",\n",
      "            \"stick mud\",\n",
      "            \"hummmm wonder making fun op\",\n",
      "            \"family planning visit singapore last week sept experience using wet toilet eg hand faucet seeing picks public toilets seems dry toilets ie toilet rolls\",\n",
      "            \"need guidance find toilets hand faucet singapore need start practicing toilet paper\",\n",
      "            \"ccckie\",\n",
      "            \"making fun need rather dont way walk farther see\",\n",
      "            \"op posted genuine question sure come tourists minds wont feel free ask public forum\",\n",
      "            \"run entire thread find neither op poster complained cribbed wet public toilets singapore\",\n",
      "            \"therefore posts lecturing need context completely uncalled\",\n",
      "            \"op posted genuine question\",\n",
      "            \"opinion maybe\",\n",
      "            \"sure come tourists minds wont feel free ask public forum\",\n",
      "            \"wont feel need ask mean seriously suggesting tourist might visit singapore lack wet toilets anywhere else gee guess visiting anywhere north america example go imagine poor million people inferior toilets\",\n",
      "            \"seriously suggesting tourist might visit singapore lack wet toilets\",\n",
      "            \"post even implicitly suggests person hisher senses draw sort inference reading post\",\n",
      "            \"person reasonable intelligence believe op needs practice wiping behind\",\n",
      "            \"op posted genuine question indeed\",\n",
      "            \"doubt youre surveyed tourists determined comes tourists minds\",\n",
      "            \"id visit night safari im sure toilets\",\n",
      "            \"please\",\n",
      "            \"think couple people forum embarrassed topic resorted ridicule\",\n",
      "            \"completely unnecessary wish op family wonderful stay singapore\",\n",
      "            \"maybe insensitive needs op probably live wet toilet capital world take granted wet toilet wet toilet everywhere wet toilet wet toilets flat two funny looking things single tap shallow bowl sit beside wet toilets dont know shy ask say guess posters thread may correct however feet sandy beach ill stick things one wash never occurred singapore experts might able advise usage possibly op knows\",\n",
      "            \"anyway havent seen dry toilet ages\",\n",
      "            \"goodness possible practice wonder think like riding bike never forget\",\n",
      "            \"well always thread could check back know found needed refresher course people ever kindly pretty descriptive\",\n",
      "            \"well ends well nice dayand may wet toilets plentiful\"\n",
      "        ],\n",
      "        [\n",
      "            \"looking information hotels around clark quay little india provides provision water jet spray attached toilet along toilet paper\",\n",
      "            \"booked hotel clover hongkong street upcoming trip informed dont provision looking information alternatives\",\n",
      "            \"may refer thread\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"hello singapore experts\",\n",
      "            \"sorry practical question\",\n",
      "            \"hawkers stalls singapore equipped washroomtoilet facilities\",\n",
      "            \"thank advance time kind answers\",\n",
      "            \"regards linnen\",\n",
      "            \"hi visited quite hawker stalls time always found equipped washroom help find website\",\n",
      "            \"hope help\",\n",
      "            \"u cannot find unlikely u always hop mall next nearby especially bugis chinatown etc surrounded shopping mall entry free shopping mall hawker centre charge btw cents nominal charge clean toilet provide toilet paper extra charge dun\",\n",
      "            \"desk nly\",\n",
      "            \"thank time infos excellent link way never seen\",\n",
      "            \"usefull info thanks\",\n",
      "            \"regards\",\n",
      "            \"linnen\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"hello planning travel singapore malacca bus coaches toilet travel time would longer fly thank\",\n",
      "            \"direct flight singapore malacca anyway coach malacca dont toilet attached consider short distance stop frequently rest place\",\n",
      "            \"theres toilet singapore malaysia immigration buildings another toilet break arriving malacca\",\n",
      "            \"youre welcome\",\n",
      "            \"even toilet bus bus operator usually keep locked bit pain neck keep clean free stink journey\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"booked st class seats train sin kk anyone know toilets like train\",\n",
      "            \"travelmalaysiaguidecomsingaporekualalump\",\n",
      "            \"pictures may look better real thing may discount slightly still consider trains primitive compared tgvs nxec virgins\",\n",
      "            \"singapore malaysia undergone huge development years unfortunately train link countries remains primitive service operated malaysian railway company ktm nothing singapore upgrade rail link trains run old meter gauge tracks slow speed seems real desire upgrade system modern high speed rail system like bullet train tgvs\",\n",
      "            \"happens travel time singapore kl something like hours airline services cities take big hit\",\n",
      "            \"cant expect much train fully owned malaysia government fun\",\n",
      "            \"used around years ago fussy cant remember bad six year old fine would take food remember much offer got hotel arrange pack lunch us great trip would definitely\"\n",
      "        ],\n",
      "        [\n",
      "            \"hi watched lonely planet degrees series singapore visited amazing themed toilets ones showed africa japan apparently people wedding photos everything\",\n",
      "            \"thing didnt say find toilets im curious think kids would find interesting would certainly different\",\n",
      "            \"anyone know could find\",\n",
      "            \"great world city\",\n",
      "            \"blogspotcomthematictoiletshtml\",\n",
      "            \"something different\",\n",
      "            \"hi cant find anything special well guess youll judge check located great world city shopping center might want get free coach bus stop outside tang shopping center orchard rd get cab location convenient mrt nearby bus mostly hard foreigner\"\n",
      "        ],\n",
      "        [\n",
      "            \"public restrooms singapore around tourist attractions next food courts etc\",\n",
      "            \"free charge\",\n",
      "            \"hi dont worry public restrooms easily find major tourist attractions food courts shopping centre buildings restrooms facility free charge well clean\",\n",
      "            \"public restrooms plentiful generally free\",\n",
      "            \"shopping malls clean free\",\n",
      "            \"hawker centrescoffee shops clean may charge cts per entry\",\n",
      "            \"agree shuangmt better go restrooms malls malls everywhere restrooms clean free\",\n",
      "            \"btw still amazed restrooms changi airport everywhere terminals spotless cleaned time\",\n",
      "            \"hello\",\n",
      "            \"singaporean bathrooms pretty clean especially touristy places much better kept us public bathrooms even california\",\n",
      "            \"aware may squatters around came big shock havent seen one ages already\",\n",
      "            \"cheers\",\n",
      "            \"sometimes questions amaze\",\n",
      "            \"public rest rooms every singapore cleaner ones go shopping malls\",\n",
      "            \"response expatyorkshire\",\n",
      "            \"know visited city china even shanghai know public toilets quite daunting\",\n",
      "            \"fortunately singapore gone way past stage infrastructure development\",\n",
      "            \"strange thing singapore toilets pay get normally disgusting dirty\",\n",
      "            \"eg lau passat\",\n",
      "            \"find bugis parco junction malls toilet dirty malls clean especially less crowds vivocity nice mall clean toilets takashimaya still need improvement\",\n",
      "            \"hawker centers really depend clean dirty\",\n",
      "            \"food courts normally located shopping malls toilets free charge\",\n",
      "            \"mentioned ta toilets free shopping centresfood courts sometimes need pay ctscts toilets hawker centres\",\n",
      "            \"hawker centres toilets dirty cleaners washing fact shopping centres toilets also dirty actually depends shoppers use toilets though cleaners dont wash every minute\",\n",
      "            \"tourist attractions toilets foc\",\n",
      "            \"public restrooms singapore around tourist attractions next food courts etc\",\n",
      "            \"free charge\",\n",
      "            \"ones newton circus veryzen lovely\",\n",
      "            \"pam\",\n",
      "            \"matter foodcourtshawkers centremalls go toilet around percentage finding place paying cents per entry dirty nature call matter gdbad toilet toilet around save haha\",\n",
      "            \"amazed headed unfamilliar destination would ask question especially since partially potty trained yr old month old diapers oh never experienced travellers tummy nice info\",\n",
      "            \"last wkend went chinatown one airconditioned shopping center next og shopping complex paid cents toilet ladies toilet flushed worse first cubicle saw bloody exposed sanitary pad sanitary container\",\n",
      "            \"nd time encountered gross stuff public toilet whatever please put yr hand paper dispenser u cannot see anything ie empty rolls tissue long enough seen reason actually saw one used pad yes stuck toilet roll dispenser area luckily look check instead putting hand touch toilet roll phew dont know whats wrong people rare chance seeing\",\n",
      "            \"bring tissue u outside except changi airport\",\n",
      "            \"n foreign talents locals mixing around hard tell didnt flush toilet seen young local girls coming toilet cubicle didnt even bother check automatic flushing system done job properly lazy fellows sometimes im pissed ask flush toilet shame\",\n",
      "            \"imo public restroomstoilets singapore generally filthy even nice shopping malls seen many filthy toilets washrooms hotels public best well maintained\",\n",
      "            \"still people thinking ingpaore like china day age\",\n",
      "            \"rest rooms singapore anywhere else filthy people use filthy alan\",\n",
      "            \"also come across public toilet shopping centres piece bloody sanitary pad half stuff dustbin located inside cubicle guess type scene happen old shopping centres\",\n",
      "            \"since talking toilets would like share news everyone\",\n",
      "            \"three women north florida turned hospitals day period symptoms fever chills vomiting followed muscular collapse paralysis finally death\",\n",
      "            \"outward signs trauma\",\n",
      "            \"autopsy results showed toxicity blood women know seemed nothing common discovered however visited restaurant olive garden within days deaths health department descended restaurant shutting food water air conditioning inspected tested avail\",\n",
      "            \"big break came waitress restaurant rushed hospital similar symptoms told doctors vacation went restaurant pick check\",\n",
      "            \"eat drink used restroom\",\n",
      "            \"one toxicologist remembering article read drove restaurant went restroom lifted toilet seat\",\n",
      "            \"seat normal view b small spider spider captured brought back lab determined twostriped telamonia telamonia dimidiata named reddened flesh color spiders venom extremely toxic take several days take effect live cold dark damp climates toilet rims provide right atmosphere\",\n",
      "            \"several days later lawyer jacksonville showed hospital emergency room death told doctor away business taken flight indonesia changing planes singapore returning home visit olive garden victims determined puncture wound right buttock investigators discovered flight originated india\",\n",
      "            \"civilian aeronautics board cab ordered immediate inspection toilets flights india discovered twostriped telamonia telamonia dimidiata spiders nests different planes\",\n",
      "            \"believed spiders anywhere world\",\n",
      "            \"please use public toilet lift seat check spiders save life\",\n",
      "            \"iris spider stories hoaxes date back never happened\",\n",
      "            \"see wwwsnopescomhorrorsinsectstelamoniaasp\",\n",
      "            \"snopescom good site check urban myths\",\n",
      "            \"googlr telamonia dimidiata find numerous reports hoax variations\",\n",
      "            \"oh sisterinlaw email days ago person created story must free nothing otherwise wont creating silly story circulate around\",\n",
      "            \"public restrooms singapore around tourist attractions next food courts etc\",\n",
      "            \"free charge\",\n",
      "            \"phew luckily someone mentioned abt myth else checking toilet cover every\",\n",
      "            \"info theres restroom association singapore\",\n",
      "            \"check web starrated public toilets\",\n",
      "            \"ami\",\n",
      "            \"yes sounds real received email spider picture attached somehow couldnt copy picture across forum words appear\",\n",
      "            \"yup believe myth joke even email family members friends alert danger haha\"\n",
      "        ]\n",
      "    ],\n",
      "    [\n",
      "        [\n",
      "            \"strange question dont ask wont know\",\n",
      "            \"buses singapore kualu lumpur vise versa toilets onboard\",\n",
      "            \"bus company best dont mind paying deluxe fares\",\n",
      "            \"two oldies travelling likeneed lol comforts\",\n",
      "            \"also happens borders get bus see bus fares say direct non stop work border etc\",\n",
      "            \"help bus company leaves appreciated\",\n",
      "            \"worries toilet coaches regular stop along way highway rest stop peestretch session snack session normally btw min u even get malaysia snack product munch rest journey\",\n",
      "            \"border\",\n",
      "            \"singapore customer u need bring urself passport control go back coach\",\n",
      "            \"malaysia side u reach sg u need bring urself luggage go thru passport control back coach\",\n",
      "            \"u check ta thread coach company go\",\n",
      "            \"review\",\n",
      "            \"need review tips u search ta using magic word like coach kl kuala lumpur\",\n",
      "            \"fun trip\",\n",
      "            \"hi majong\",\n",
      "            \"sure theres coach toilet\",\n",
      "            \"would like suggest two alternatives\",\n",
      "            \"air train\",\n",
      "            \"fly tiger airways airasia always check promotions\",\n",
      "            \"getting kl night train\",\n",
      "            \"options provide sure knowing toilet place elderly aware train ride noisy bumpy otherwise select sleeping type train\",\n",
      "            \"nice tripshawn\",\n",
      "            \"try link infm coach journey\",\n",
      "            \"long journey hours northsouth highway toilet stops every hours however every stop foodrefreshment facilities bring titbits water\",\n",
      "            \"quite monotonous scenery way\",\n",
      "            \"friends went train first time sleeper see scenery\",\n",
      "            \"every time flew air asiacheap chips probably actually cheapest\",\n",
      "            \"believe flying presents better offer much faster budget airlines super cheap perhaps premium compared taking overnight hour bus ride drawback kl airport far away kl city\",\n",
      "            \"hi mahjong\",\n",
      "            \"far knowno toilet onboard schedule stops along way\",\n",
      "            \"allow hours minumim journeysingapore malaysia\",\n",
      "            \"need go personally get passport stamped along luggages custom checked\",\n",
      "            \"aat singapore customimmigration\",\n",
      "            \"bat malaysian customimmigration\",\n",
      "            \"quite hassle\",\n",
      "            \"better offtake budget flight minutes journey\",\n",
      "            \"airasia\",\n",
      "            \"jetstar\",\n",
      "            \"tigerair\",\n",
      "            \"malaysian airline\",\n",
      "            \"singapore airline\",\n",
      "            \"thank replies based youve mentioned weve decided fly probably better suited pair old fogies travelling country side better suited needs lol\",\n",
      "            \"cheers\",\n",
      "            \"hi mahjong\",\n",
      "            \"tigerairways special promo starts today kuala lumpur\",\n",
      "            \"booked luxury bus singapore kl really looking forward sounds like may already booked flights take look wwwtranstarcomsg future reference luxury leather seats massage heat settings meals personal dvd player hopefully cross border wont take long travelling small children grandparents looking highlight whole weeks away cost per person\"\n",
      "        ]\n",
      "    ]\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "import string\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "ENG_STOPWORDS = stopwords.words('english')\n",
    "\n",
    "for i in range(len(lines)):\n",
    "    line = lines[i]\n",
    "    for j in range(len(line)):\n",
    "        comment = line[j]\n",
    "        for k in range(len(comment)):\n",
    "            comment[k] = ''.join([ch.lower() for ch in comment[k] if ch in string.ascii_letters or ch == ' '])\n",
    "            comment[k] = ' '.join([word for word in comment[k].split() if word not in ENG_STOPWORDS])\n",
    "            \n",
    "print(json.dumps(lines, indent=4))\n",
    "# text = ' '.join(lines)\n",
    "# text = ''.join([ch.lower() for ch in text if ch in string.ascii_letters or ch == ' '])\n",
    "# text = ' '.join([word for word in text.split() if word not in ENG_STOPWORDS])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[687, 255, 223]\n"
     ]
    }
   ],
   "source": [
    "print(x_count)\n",
    "# 432 noise\n",
    "# 32 tripadvisor staff line\n",
    "# 223 clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "filters = 'toilet,toilets,dirty,pee,shit,urine,poop,cleaner,smelly,disgusting,puking,urinal,cubicle,seat cover,paper,flush'.split(',')\n",
    "my_filters = list(filters) + ['one', 'like', 'actually', 'dont', 'would', 'lol', 'thats', 'probably', 'go', 'get', 'also',\n",
    "                              'need', 'always', 'sure', 'really', 'even', 'thing', 'used', 'right', 'im', 'use', 'want',\n",
    "                              'still', 'well', 'another', 'think', 'find', 'ive', 'using', 'someone', 'water', 'clean',\n",
    "                              'singapore', 'back', 'got', 'make', 'maybe', 'look', 'come', 'might', 'yes', 'else',\n",
    "                              'quite', 'little', 'youre', 'ever', 'two', 'sg', 'much', 'around', 'could', 'hi', 'know', \n",
    "                              'etc', 'malaysia', 'may', 'op', 'thank', 'malacca', 'people', 'place', 'thread']\n",
    "\n",
    "text = []\n",
    "for line in lines:\n",
    "    for comment in line:\n",
    "        for sent in comment:\n",
    "            text.append(sent)\n",
    "text = ' '.join(text)\n",
    "\n",
    "wordcloud = WordCloud(width=1280, height=720, stopwords=my_filters).generate(text)\n",
    "plt.figure(figsize=(14, 14))\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:56: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n"
     ]
    }
   ],
   "source": [
    "import string\n",
    "from textblob import TextBlob\n",
    "from datetime import datetime\n",
    "from nltk.tokenize import sent_tokenize, word_tokenize\n",
    "\n",
    "def run_analysis(comment, source='Reddit'):\n",
    "    date = datetime.now()\n",
    "    message, date = comment, None # datetime.strptime(comment['Timestamp'], '%Y-%m-%d %H:%M:%S')\n",
    "    sentences = sent_tokenize(message)\n",
    "    words = [word_tokenize(sentence) for sentence in sentences]\n",
    "    words = [[word for word in word_sentence if word not in string.punctuation] \\\n",
    "             for word_sentence in words]\n",
    "\n",
    "    location = None #  comment['Location']\n",
    "    sentiment = TextBlob(message).sentiment.polarity\n",
    "    \n",
    "    return comment, \\\n",
    "           'Positive' if sentiment > 0 else 'Neutral' if sentiment == 0 else 'Negative', \\\n",
    "           round(sentiment, 2)\n",
    "\n",
    "results = []\n",
    "for i, line in enumerate(lines):\n",
    "    for j, comment in enumerate(line):\n",
    "        for k, sent in enumerate(comment):\n",
    "            results.append([raw_lines[i][j][k], run_my_analysis(sent)])\n",
    "results[:10]\n",
    "\n",
    "with open('tripadvisor_sentiments.txt', 'w') as f:\n",
    "    for i, result in enumerate(results):\n",
    "        f.write(f\"{result[0]},{result[1]}\")\n",
    "        f.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mp\n",
    "import numpy as np\n",
    "\n",
    "scores = np.array(results)[:, 1].astype('float')\n",
    "orig_font_size = plt.rcParams['font.size']\n",
    "plt.rcParams['font.size'] = 20\n",
    "\n",
    "positive, neutral, negative = 0, 0, 0\n",
    "for score in scores:\n",
    "    negative += score < 0\n",
    "    neutral += score == 0\n",
    "    positive += score > 0\n",
    "\n",
    "labels = ['Negative', 'Neutral', 'Positive']\n",
    "plt.figure(figsize=(10, 10))\n",
    "wedges, plt_labels, texts = plt.pie([negative, neutral, positive], wedgeprops=dict(width=0.5), startangle=-40,\n",
    "                                     autopct='%1.1f%%', pctdistance=.75, explode=(.5, .01, .125),\n",
    "                                     colors=('tomato', 'dodgerblue', 'forestgreen'))\n",
    "\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"), bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "for i, p in enumerate(wedges):\n",
    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
    "    y = np.sin(np.deg2rad(ang))\n",
    "    x = np.cos(np.deg2rad(ang))\n",
    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
    "    plt.annotate(labels[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y), horizontalalignment=horizontalalignment, **kw)\n",
    "plt.annotate(str(len(scores)), xy=(-.25, 0), weight='bold', size=50)\n",
    "plt.annotate('Sentences', xy=(-.25, -.15))\n",
    "plt.show()\n",
    "plt.rcParams['font.size'] = orig_font_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mp\n",
    "import numpy as np\n",
    "\n",
    "scores = np.array(results)[:, 1].astype('float')\n",
    "orig_font_size = plt.rcParams['font.size']\n",
    "plt.rcParams['font.size'] = 20\n",
    "\n",
    "labels = ['Noise', 'Clean Data', 'TripAdvisor Staff Messages']\n",
    "plt.figure(figsize=(10, 10))\n",
    "wedges, plt_labels, texts = plt.pie([432, 223, 32], wedgeprops=dict(width=0.5), startangle=-40,\n",
    "                                     autopct='%1.1f%%', pctdistance=.75, explode=(.01, .01, .01),\n",
    "                                     colors=('tomato', 'dodgerblue', 'forestgreen'))\n",
    "\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"), bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "for i, p in enumerate(wedges):\n",
    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
    "    y = np.sin(np.deg2rad(ang))\n",
    "    x = np.cos(np.deg2rad(ang))\n",
    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
    "    plt.annotate(labels[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y), horizontalalignment=horizontalalignment, **kw)\n",
    "plt.annotate(str(sum([432, 223, 32])), xy=(-.25, 0), weight='bold', size=50)\n",
    "plt.annotate('Sentences', xy=(-.25, -.15))\n",
    "plt.show()\n",
    "plt.rcParams['font.size'] = orig_font_size"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}