4_NLP_disney_park_subsets.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "240d6326",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "\n",
    "# Visualization\n",
    "import scattertext as st\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "# Preprocessing Tools\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "import spacy\n",
    "\n",
    "# Document-Term Matrix\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
    "\n",
    "# Topic Modeling\n",
    "from sklearn.decomposition import TruncatedSVD, NMF\n",
    "\n",
    "# Topic Modeling\n",
    "from corextopic import corextopic as ct\n",
    "from corextopic import vis_topic as vt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85b31692",
   "metadata": {},
   "source": [
    "# Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a725ab4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in the pickle file\n",
    "df = pd.read_pickle('df_sentiment_score_spacy_docs_cleaned_pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7044e43d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Date</th>\n",
       "      <th>Reviewer_Location</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Branch</th>\n",
       "      <th>Rating_Type</th>\n",
       "      <th>Sentiment_Score</th>\n",
       "      <th>spacy_doc</th>\n",
       "      <th>docs_clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21944</th>\n",
       "      <td>209010954</td>\n",
       "      <td>4</td>\n",
       "      <td>2013-12</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>we have been to Disneyland twice (2005 and 2008). I love anything Disney but my hubby not so much, so been able to do Disneyland Park in one day is a bonus for him. Only been to California Adventure once though. We love Buzz Lightyears astroblasters (thinking that we are 45 ad 46) and usually go on 3 or 4 times. I also love the Indiana Jones rollercoaster, which you don't get in Florida. If you can manage it go in teh first week of December when they actually film the Christmas parade   its fantastic.</td>\n",
       "      <td>California</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.9831</td>\n",
       "      <td>(we, have, been, to, Disneyland, twice, (, 2005, and, 2008, ), ., I, love, anything, Disney, but, my, hubby, not, so, much, ,, so, been, able, to, do, Disneyland, Park, in, one, day, is, a, bonus, for, him, ., Only, been, to, California, Adventure, once, though, ., We, love, Buzz, Lightyears, astroblasters, (, thinking, that, we, are, 45, ad, 46, ), and, usually, go, on, 3, or, 4, times, ., I, also, love, the, Indiana, Jones, rollercoaster, ,, which, you, do, n't, get, in, Florida, ., If, you, can, manage, it, go, in, teh, first, week, of, December, when, they, ...)</td>\n",
       "      <td>[disneyland, twice, love, disney, hubby, able, disneyland, park, day, bonus, california, adventure, love, buzz, lightyears, astroblaster, think, ad, usually, time, love, indiana, jones, rollercoaster, florida, manage, teh, week, december, actually, film, christmas, parade,   , fantastic]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33388</th>\n",
       "      <td>407599987</td>\n",
       "      <td>5</td>\n",
       "      <td>2016-8</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>We visited on a Wed pm in August with teens after visiting Studios in the morning. The kids were not interested in characters, parades or shows so we just did some rides. Space Mountain had 5 min queue all pm, no queue for single riders. Buzz Lightyear was 60 mins all the time until about 8pm but we got fast pass for this ride. We got on teacups with no queue during parade but Dumbo ride took 30 minutes even though queue looked small! We used the Disney app &amp; walked straight on to Pirates of Carribean ride when it showed no queue around 7pm. We found it really easy to get to Disneyland from CDG Airport using the TGV train. It only takes 10 minutes so you barely get time to find your seat before you're back off the train. We booked the tickets for 1.5 hours after our flight arrival time through the official scnf website about 3 months before our flight. It cost 15 euros each one way. For security &amp; safety worriers, all bags are scanned before entering the Disney complex &amp; we heard people being challenged about the contents of scanned bags. Everywhere felt normal &amp; safe. We found one day (12 hours) enough time for Studios &amp; Disneyland with teens who were just too old for the cuddly side of Disney.</td>\n",
       "      <td>Paris</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.7651</td>\n",
       "      <td>(We, visited, on, a, We, d, pm, in, August, with, teens, after, visiting, Studios, in, the, morning, ., The, kids, were, not, interested, in, characters, ,, parades, or, shows, so, we, just, did, some, rides, ., Space, Mountain, had, 5, min, queue, all, pm, ,, no, queue, for, single, riders, ., Buzz, Lightyear, was, 60, mins, all, the, time, until, about, 8, pm, but, we, got, fast, pass, for, this, ride, ., We, got, on, teacups, with, no, queue, during, parade, but, Dumbo, ride, took, 30, minutes, even, though, queue, looked, small, !, We, used, the, Disney, app, &amp;, walked, ...)</td>\n",
       "      <td>[visit, d, pm, august, teen, visit, studio, morning, kid, interested, character, parade, show, ride, space, mountain, min, queue, pm, queue, single, rider, buzz, lightyear, min, time, pm, get, fast, pass, ride, get, teacup, queue, parade, dumbo, ride, take, minute, queue, look, small, disney, app, walk, straight, pirate, carribean, ride, show, queue, pm, find, easy, disneyland, cdg, airport, tgv, train, take, minute, barely, time, find, seat, train, book, ticket, hour, flight, arrival, time, official, scnf, website, month, flight, cost, euro, way, security, safety, worrier, bag, scan, enter, disney, complex, hear, people, challenge, content, scanned, bag, feel, normal, safe, find, day, hour, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30525</th>\n",
       "      <td>574163029</td>\n",
       "      <td>4</td>\n",
       "      <td>2018-4</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>I   ll try to keep it short. If you have a kid close to three or older (or more kids), just go. Especially if you are from Europe. Children will feel the Disney magic and not the faults that adults will see. If you do not have kids, you should go for sure. I can only compare with Orlando, but if you can choose please pick that one. Disneyland Paris isn   t the same. Some advice: please note that it   ll always be busy. Off season there will be discounts hence attracting more people than usual. In peak season it   ll be busy anyways. If you think that fast passes will work, forget it. There are a few rides with fast passes, and these start late and end soon. The Magic Hours for park guests also don   t really help, as only a few rides are open early hence all hotel guests focus on those. The same for food that is included in your ticket. The availability in restaurants is limited, and getting your    free    breakfast means a crowd. Forget about all that, and try to focus on the attractions and character meetings. Because those are wonderful! For the smallest children, Fantasyland is your place. Two of the nicest attractions in Discoveryland are Buzz Lightyear and Autopa. Frontierland has a great vibe and the excellent Big Thunder Mountain (for older people). Adventureland is great as well with the Pirates boat ride and Indiana Jones (for older people). The animation show at 22:00 is wonderful! If you like photos taken on some attractions (like Buzz, Pirates and Big Thunder) and the meetings with characters, please buy a    Photopass    for about    65. All the pictures taken there are added to your pass, and you can download them at home against no extra cost in high quality. Those pictures are much better than your own smartphone photos. Finally: hey, this is France! A very proud country. Many would call it arrogant. Their English skills are ok, but books (for example) are only in French, many attraction names are in French, and a lot of attraction texts are spoken in French. I do not think that they consider this to be an European park. A compliment though that they keep it very clean. So, again, if you live close: just go! If you can chose between Orlando and Paris, always pick the US.</td>\n",
       "      <td>Paris</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.9983</td>\n",
       "      <td>(I,   , ll, try, to, keep, it, short, ., If, you, have, a, kid, close, to, three, or, older, (, or, more, kids, ), ,, just, go, ., Especially, if, you, are, from, Europe, ., Children, will, feel, the, Disney, magic, and, not, the, faults, that, adults, will, see, ., If, you, do, not, have, kids, ,, you, should, go, for, sure, ., I, can, only, compare, with, Orlando, ,, but, if, you, can, choose, please, pick, that, one, ., Disneyland, Paris, isn,   , t, the, same, ., Some, advice, :, please, note, that, it,   , ll, always, be, busy, ...)</td>\n",
       "      <td>[  , ll, try, short, kid, close, old, kid, especially, europe, child, feel, disney, magic, fault, adult, kid, sure, compare, orlando, choose, pick, disneyland, paris, isn,   , t, advice, note,   , ll, busy, season, discount, attract, people, usual, peak, season,   , ll, busy, anyways, think, fast, pass, work, forget, ride, fast, pass, start, late, end, soon, magic, hours, park, guest, don,   , t, help, ride, open, early, hotel, guest, focus, food, include, ticket, availability, restaurant, limited, get,    , free,    , breakfast, mean, crowd, forget, try, focus, attraction, character, meeting, wonderful, small, child, fantasyland, place, nice, attraction, discoveryland, buzz, lightyear, autopa, frontierland, ...]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID  Rating     Date Reviewer_Location  \\\n",
       "21944  209010954       4  2013-12    United Kingdom   \n",
       "33388  407599987       5   2016-8    United Kingdom   \n",
       "30525  574163029       4   2018-4       Netherlands   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   Reviews  \\\n",
       "21944                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           we have been to Disneyland twice (2005 and 2008). I love anything Disney but my hubby not so much, so been able to do Disneyland Park in one day is a bonus for him. Only been to California Adventure once though. We love Buzz Lightyears astroblasters (thinking that we are 45 ad 46) and usually go on 3 or 4 times. I also love the Indiana Jones rollercoaster, which you don't get in Florida. If you can manage it go in teh first week of December when they actually film the Christmas parade   its fantastic.   \n",
       "33388                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       We visited on a Wed pm in August with teens after visiting Studios in the morning. The kids were not interested in characters, parades or shows so we just did some rides. Space Mountain had 5 min queue all pm, no queue for single riders. Buzz Lightyear was 60 mins all the time until about 8pm but we got fast pass for this ride. We got on teacups with no queue during parade but Dumbo ride took 30 minutes even though queue looked small! We used the Disney app & walked straight on to Pirates of Carribean ride when it showed no queue around 7pm. We found it really easy to get to Disneyland from CDG Airport using the TGV train. It only takes 10 minutes so you barely get time to find your seat before you're back off the train. We booked the tickets for 1.5 hours after our flight arrival time through the official scnf website about 3 months before our flight. It cost 15 euros each one way. For security & safety worriers, all bags are scanned before entering the Disney complex & we heard people being challenged about the contents of scanned bags. Everywhere felt normal & safe. We found one day (12 hours) enough time for Studios & Disneyland with teens who were just too old for the cuddly side of Disney.   \n",
       "30525  I   ll try to keep it short. If you have a kid close to three or older (or more kids), just go. Especially if you are from Europe. Children will feel the Disney magic and not the faults that adults will see. If you do not have kids, you should go for sure. I can only compare with Orlando, but if you can choose please pick that one. Disneyland Paris isn   t the same. Some advice: please note that it   ll always be busy. Off season there will be discounts hence attracting more people than usual. In peak season it   ll be busy anyways. If you think that fast passes will work, forget it. There are a few rides with fast passes, and these start late and end soon. The Magic Hours for park guests also don   t really help, as only a few rides are open early hence all hotel guests focus on those. The same for food that is included in your ticket. The availability in restaurants is limited, and getting your    free    breakfast means a crowd. Forget about all that, and try to focus on the attractions and character meetings. Because those are wonderful! For the smallest children, Fantasyland is your place. Two of the nicest attractions in Discoveryland are Buzz Lightyear and Autopa. Frontierland has a great vibe and the excellent Big Thunder Mountain (for older people). Adventureland is great as well with the Pirates boat ride and Indiana Jones (for older people). The animation show at 22:00 is wonderful! If you like photos taken on some attractions (like Buzz, Pirates and Big Thunder) and the meetings with characters, please buy a    Photopass    for about    65. All the pictures taken there are added to your pass, and you can download them at home against no extra cost in high quality. Those pictures are much better than your own smartphone photos. Finally: hey, this is France! A very proud country. Many would call it arrogant. Their English skills are ok, but books (for example) are only in French, many attraction names are in French, and a lot of attraction texts are spoken in French. I do not think that they consider this to be an European park. A compliment though that they keep it very clean. So, again, if you live close: just go! If you can chose between Orlando and Paris, always pick the US.   \n",
       "\n",
       "           Branch Rating_Type  Sentiment_Score  \\\n",
       "21944  California    Positive           0.9831   \n",
       "33388       Paris    Positive           0.7651   \n",
       "30525       Paris    Positive           0.9983   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       spacy_doc  \\\n",
       "21944               (we, have, been, to, Disneyland, twice, (, 2005, and, 2008, ), ., I, love, anything, Disney, but, my, hubby, not, so, much, ,, so, been, able, to, do, Disneyland, Park, in, one, day, is, a, bonus, for, him, ., Only, been, to, California, Adventure, once, though, ., We, love, Buzz, Lightyears, astroblasters, (, thinking, that, we, are, 45, ad, 46, ), and, usually, go, on, 3, or, 4, times, ., I, also, love, the, Indiana, Jones, rollercoaster, ,, which, you, do, n't, get, in, Florida, ., If, you, can, manage, it, go, in, teh, first, week, of, December, when, they, ...)   \n",
       "33388  (We, visited, on, a, We, d, pm, in, August, with, teens, after, visiting, Studios, in, the, morning, ., The, kids, were, not, interested, in, characters, ,, parades, or, shows, so, we, just, did, some, rides, ., Space, Mountain, had, 5, min, queue, all, pm, ,, no, queue, for, single, riders, ., Buzz, Lightyear, was, 60, mins, all, the, time, until, about, 8, pm, but, we, got, fast, pass, for, this, ride, ., We, got, on, teacups, with, no, queue, during, parade, but, Dumbo, ride, took, 30, minutes, even, though, queue, looked, small, !, We, used, the, Disney, app, &, walked, ...)   \n",
       "30525                                            (I,   , ll, try, to, keep, it, short, ., If, you, have, a, kid, close, to, three, or, older, (, or, more, kids, ), ,, just, go, ., Especially, if, you, are, from, Europe, ., Children, will, feel, the, Disney, magic, and, not, the, faults, that, adults, will, see, ., If, you, do, not, have, kids, ,, you, should, go, for, sure, ., I, can, only, compare, with, Orlando, ,, but, if, you, can, choose, please, pick, that, one, ., Disneyland, Paris, isn,   , t, the, same, ., Some, advice, :, please, note, that, it,   , ll, always, be, busy, ...)   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               docs_clean  \n",
       "21944                                                                                                                                                                                                                                                                                                                                                                                                                                                    [disneyland, twice, love, disney, hubby, able, disneyland, park, day, bonus, california, adventure, love, buzz, lightyears, astroblaster, think, ad, usually, time, love, indiana, jones, rollercoaster, florida, manage, teh, week, december, actually, film, christmas, parade,   , fantastic]  \n",
       "33388                   [visit, d, pm, august, teen, visit, studio, morning, kid, interested, character, parade, show, ride, space, mountain, min, queue, pm, queue, single, rider, buzz, lightyear, min, time, pm, get, fast, pass, ride, get, teacup, queue, parade, dumbo, ride, take, minute, queue, look, small, disney, app, walk, straight, pirate, carribean, ride, show, queue, pm, find, easy, disneyland, cdg, airport, tgv, train, take, minute, barely, time, find, seat, train, book, ticket, hour, flight, arrival, time, official, scnf, website, month, flight, cost, euro, way, security, safety, worrier, bag, scan, enter, disney, complex, hear, people, challenge, content, scanned, bag, feel, normal, safe, find, day, hour, ...]  \n",
       "30525  [  , ll, try, short, kid, close, old, kid, especially, europe, child, feel, disney, magic, fault, adult, kid, sure, compare, orlando, choose, pick, disneyland, paris, isn,   , t, advice, note,   , ll, busy, season, discount, attract, people, usual, peak, season,   , ll, busy, anyways, think, fast, pass, work, forget, ride, fast, pass, start, late, end, soon, magic, hours, park, guest, don,   , t, help, ride, open, early, hotel, guest, focus, food, include, ticket, availability, restaurant, limited, get,    , free,    , breakfast, mean, crowd, forget, try, focus, attraction, character, meeting, wonderful, small, child, fantasyland, place, nice, attraction, discoveryland, buzz, lightyear, autopa, frontierland, ...]  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set the display constraints to be able to read entire reviews\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "df.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "096ca358",
   "metadata": {},
   "source": [
    "# Divide Reviews into Subsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dff14874",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17745, 10)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Disneyland - California\n",
    "calif = df[df['Branch']=='California']\n",
    "calif.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f199c8ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(11547, 10)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Disneyland - Paris\n",
    "paris = df[df['Branch']=='Paris']\n",
    "paris.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8c01ccad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8255, 10)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Disneyland - HongKong\n",
    "hkong = df[df['Branch']=='HongKong']\n",
    "hkong.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "077883c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Date</th>\n",
       "      <th>Reviewer_Location</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Branch</th>\n",
       "      <th>Rating_Type</th>\n",
       "      <th>Sentiment_Score</th>\n",
       "      <th>spacy_doc</th>\n",
       "      <th>docs_clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1553</th>\n",
       "      <td>547367670</td>\n",
       "      <td>4</td>\n",
       "      <td>2017-12</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>parks are well maintained. Staff are friendly.   In comparison with Tokyo disneyland, this park is relatively small and have less games.  if you plan properly, you can play most of the games within a day.   The toys in the shops are expensive.</td>\n",
       "      <td>HongKong</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.7717</td>\n",
       "      <td>(parks, are, well, maintained, ., Staff, are, friendly, .,   , In, comparison, with, Tokyo, disneyland, ,, this, park, is, relatively, small, and, have, less, games, .,  , if, you, plan, properly, ,, you, can, play, most, of, the, games, within, a, day, .,   , The, toys, in, the, shops, are, expensive, .)</td>\n",
       "      <td>[park, maintain, staff, friendly,   , comparison, tokyo, disneyland, park, relatively, small, game,  , plan, properly, play, game, day,   , toy, shop, expensive]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3492</th>\n",
       "      <td>415568547</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-9</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>Part of it why I didnt enjoyed was because it was raining the day I went. And I found out they charged for the raincoat at HKD 65, and some of their rides are even closed.</td>\n",
       "      <td>HongKong</td>\n",
       "      <td>Negative</td>\n",
       "      <td>-0.5426</td>\n",
       "      <td>(Part, of, it, why, I, did, nt, enjoyed, was, because, it, was, raining, the, day, I, went, ., And, I, found, out, they, charged, for, the, raincoat, at, HKD, 65, ,, and, some, of, their, rides, are, even, closed, .)</td>\n",
       "      <td>[not, enjoy, rain, day, go, find, charge, raincoat, hkd, ride, closed]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ID  Rating     Date Reviewer_Location  \\\n",
       "1553  547367670       4  2017-12          Malaysia   \n",
       "3492  415568547       2   2016-9          Malaysia   \n",
       "\n",
       "                                                                                                                                                                                                                                                  Reviews  \\\n",
       "1553  parks are well maintained. Staff are friendly.   In comparison with Tokyo disneyland, this park is relatively small and have less games.  if you plan properly, you can play most of the games within a day.   The toys in the shops are expensive.   \n",
       "3492                                                                          Part of it why I didnt enjoyed was because it was raining the day I went. And I found out they charged for the raincoat at HKD 65, and some of their rides are even closed.   \n",
       "\n",
       "        Branch Rating_Type  Sentiment_Score  \\\n",
       "1553  HongKong    Positive           0.7717   \n",
       "3492  HongKong    Negative          -0.5426   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                               spacy_doc  \\\n",
       "1553  (parks, are, well, maintained, ., Staff, are, friendly, .,   , In, comparison, with, Tokyo, disneyland, ,, this, park, is, relatively, small, and, have, less, games, .,  , if, you, plan, properly, ,, you, can, play, most, of, the, games, within, a, day, .,   , The, toys, in, the, shops, are, expensive, .)   \n",
       "3492                                                                                            (Part, of, it, why, I, did, nt, enjoyed, was, because, it, was, raining, the, day, I, went, ., And, I, found, out, they, charged, for, the, raincoat, at, HKD, 65, ,, and, some, of, their, rides, are, even, closed, .)   \n",
       "\n",
       "                                                                                                                                                             docs_clean  \n",
       "1553  [park, maintain, staff, friendly,   , comparison, tokyo, disneyland, park, relatively, small, game,  , plan, properly, play, game, day,   , toy, shop, expensive]  \n",
       "3492                                                                                             [not, enjoy, rain, day, go, find, charge, raincoat, hkd, ride, closed]  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hkong.sample(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dba261db",
   "metadata": {},
   "source": [
    "# POS by Positive Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a2a0dfa6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('great', 6936),\n",
       " ('fast', 3550),\n",
       " ('good', 3361),\n",
       " ('long', 2723),\n",
       " ('best', 2514),\n",
       " ('old', 2407),\n",
       " ('worth', 2288),\n",
       " ('little', 2278),\n",
       " ('amazing', 2259),\n",
       " ('sure', 1758),\n",
       " ('magical', 1723),\n",
       " ('fun', 1645),\n",
       " ('busy', 1644),\n",
       " ('able', 1624),\n",
       " ('expensive', 1624),\n",
       " ('better', 1441),\n",
       " ('new', 1431),\n",
       " ('wonderful', 1417),\n",
       " ('crowded', 1321),\n",
       " ('clean', 1298)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter out the positive reviews\n",
    "calif_pos_reviews = calif[calif['Rating_Type']=='Positive']\n",
    "\n",
    "# Extract the adjectives in the positive reviews\n",
    "calif_pos_adj = [token.text.lower() for doc in calif_pos_reviews.spacy_doc for token in doc if (token.pos_=='ADJ' and not token.is_stop)]\n",
    "\n",
    "# Find the 20 most common adjectives in the positive reviews\n",
    "calif_top_pos_adj = Counter(calif_pos_adj).most_common(20)\n",
    "calif_top_pos_adj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d0a58e6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize top words\n",
    "sns.barplot(x=list(dict(calif_top_pos_adj).values()), y=list(dict(calif_top_pos_adj).keys()), data=calif_pos_reviews)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top 20 Words in Positive Reviews - California\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e2fd4d89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('great', 4725),\n",
       " ('good', 4217),\n",
       " ('amazing', 2475),\n",
       " ('worth', 2248),\n",
       " ('fast', 2214),\n",
       " ('expensive', 2177),\n",
       " ('little', 2031),\n",
       " ('old', 1949),\n",
       " ('long', 1926),\n",
       " ('magical', 1897),\n",
       " ('best', 1703),\n",
       " ('busy', 1504),\n",
       " ('big', 1387),\n",
       " ('fantastic', 1364),\n",
       " ('small', 1355),\n",
       " ('sure', 1145),\n",
       " ('clean', 1121),\n",
       " ('nice', 1110),\n",
       " ('better', 1094),\n",
       " ('main', 1045)]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter out the positive reviews\n",
    "paris_pos_reviews = paris[paris['Rating_Type']=='Positive']\n",
    "\n",
    "# Extract the adjectives in the positive reviews\n",
    "paris_pos_adj = [token.text.lower() for doc in paris_pos_reviews.spacy_doc for token in doc if (token.pos_=='ADJ' and not token.is_stop)]\n",
    "\n",
    "# Find the 20 most common adjectives in the positive reviews\n",
    "paris_top_pos_adj = Counter(paris_pos_adj).most_common(20)\n",
    "paris_top_pos_adj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "75b2f751",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize top words\n",
    "sns.barplot(x=list(dict(paris_top_pos_adj).values()), y=list(dict(paris_top_pos_adj).keys()), data=paris_pos_reviews)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top 20 Words in Positive Reviews - Paris\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "20314e5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('great', 2741),\n",
       " ('good', 2320),\n",
       " ('small', 1589),\n",
       " ('worth', 1108),\n",
       " ('long', 1088),\n",
       " ('best', 1055),\n",
       " ('old', 944),\n",
       " ('nice', 927),\n",
       " ('smaller', 897),\n",
       " ('expensive', 844),\n",
       " ('big', 817),\n",
       " ('little', 807),\n",
       " ('amazing', 801),\n",
       " ('fun', 764),\n",
       " ('easy', 758),\n",
       " ('sure', 748),\n",
       " ('magical', 675),\n",
       " ('young', 652),\n",
       " ('hot', 577),\n",
       " ('different', 565)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter out the positive reviews\n",
    "hkong_pos_reviews = hkong[hkong['Rating_Type']=='Positive']\n",
    "\n",
    "# Extract the adjectives in the positive reviews\n",
    "hkong_pos_adj = [token.text.lower() for doc in hkong_pos_reviews.spacy_doc for token in doc if (token.pos_=='ADJ' and not token.is_stop)]\n",
    "\n",
    "# Find the 20 most common adjectives in the positive reviews\n",
    "hkong_top_pos_adj = Counter(hkong_pos_adj).most_common(20)\n",
    "hkong_top_pos_adj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "d9b1c1c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize top words\n",
    "sns.barplot(x=list(dict(hkong_top_pos_adj).values()), y=list(dict(hkong_top_pos_adj).keys()), data=hkong_pos_reviews)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top 20 Words in Positive Reviews - Hong Kong\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7339dbcb",
   "metadata": {},
   "source": [
    "# POS by Negative Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1c27079d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('long', 379),\n",
       " ('fast', 376),\n",
       " ('good', 284),\n",
       " ('old', 262),\n",
       " ('crowded', 217),\n",
       " ('great', 207),\n",
       " ('expensive', 195),\n",
       " ('better', 186),\n",
       " ('disappointed', 173),\n",
       " ('worth', 171),\n",
       " ('small', 158),\n",
       " ('little', 155),\n",
       " ('rude', 146),\n",
       " ('able', 135),\n",
       " ('bad', 124),\n",
       " ('sure', 114),\n",
       " ('happiest', 112),\n",
       " ('busy', 112),\n",
       " ('big', 108),\n",
       " ('new', 107)]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do the same for the negative reviews\n",
    "calif_neg_reviews = calif[calif['Rating_Type']=='Negative']\n",
    "\n",
    "calif_neg_adj = [token.text.lower() for doc in calif_neg_reviews.spacy_doc for token in doc if (token.pos_=='ADJ' and not token.is_stop)]\n",
    "\n",
    "# Top 20 common adjectives in negative reviews\n",
    "calif_neg_adj = Counter(calif_neg_adj).most_common(20)\n",
    "calif_neg_adj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f619401a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize top words\n",
    "sns.barplot(x=list(dict(calif_neg_adj).values()), y=list(dict(calif_neg_adj).keys()), data=calif_neg_reviews)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top 20 Words in Negative Reviews - California\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "65a53080",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('good', 652),\n",
       " ('fast', 514),\n",
       " ('long', 493),\n",
       " ('expensive', 467),\n",
       " ('old', 451),\n",
       " ('great', 359),\n",
       " ('better', 359),\n",
       " ('small', 347),\n",
       " ('poor', 344),\n",
       " ('open', 322),\n",
       " ('little', 308),\n",
       " ('rude', 299),\n",
       " ('bad', 272),\n",
       " ('disappointed', 271),\n",
       " ('big', 256),\n",
       " ('main', 238),\n",
       " ('worth', 230),\n",
       " ('nice', 204),\n",
       " ('huge', 203),\n",
       " ('young', 197)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do the same for the negative reviews\n",
    "paris_neg_reviews = paris[paris['Rating_Type']=='Negative']\n",
    "\n",
    "paris_neg_adj = [token.text.lower() for doc in paris_neg_reviews.spacy_doc for token in doc if (token.pos_=='ADJ' and not token.is_stop)]\n",
    "\n",
    "# Top 20 common adjectives in negative reviews\n",
    "paris_neg_adj = Counter(paris_neg_adj).most_common(20)\n",
    "paris_neg_adj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "024e834c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize top words\n",
    "sns.barplot(x=list(dict(paris_neg_adj).values()), y=list(dict(paris_neg_adj).keys()), data=paris_neg_reviews)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top 20 Words in Negative Reviews - Paris\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9d48fb98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('small', 188),\n",
       " ('good', 114),\n",
       " ('long', 90),\n",
       " ('old', 67),\n",
       " ('better', 66),\n",
       " ('bad', 64),\n",
       " ('worth', 61),\n",
       " ('expensive', 61),\n",
       " ('little', 58),\n",
       " ('rude', 54),\n",
       " ('great', 51),\n",
       " ('hot', 49),\n",
       " ('disappointed', 46),\n",
       " ('young', 45),\n",
       " ('chinese', 43),\n",
       " ('worst', 38),\n",
       " ('best', 37),\n",
       " ('fun', 33),\n",
       " ('disappointing', 32),\n",
       " ('big', 31)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do the same for the negative reviews\n",
    "hkong_neg_reviews = hkong[hkong['Rating_Type']=='Negative']\n",
    "\n",
    "hkong_neg_adj = [token.text.lower() for doc in hkong_neg_reviews.spacy_doc for token in doc if (token.pos_=='ADJ' and not token.is_stop)]\n",
    "\n",
    "# Top 20 common adjectives in negative reviews\n",
    "hkong_neg_adj = Counter(hkong_neg_adj).most_common(20)\n",
    "hkong_neg_adj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4730880f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize top words\n",
    "sns.barplot(x=list(dict(hkong_neg_adj).values()), y=list(dict(hkong_neg_adj).keys()), data=hkong_neg_reviews)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top 20 Words in Negative Reviews - Hong Kong\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a3f8a415",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "calif_neg = dict(calif_neg_adj)\n",
    "calif_pos = dict(calif_top_pos_adj)\n",
    "\n",
    "df_calif = pd.concat([pd.Series(calif_pos, name='Positive'), pd.Series(calif_neg, name='Negative')], axis=1)\n",
    "\n",
    "# Words in Positive Reviews (pastel colors)\n",
    "sns.barplot(x=df_calif.Positive.values, y=df_calif.index, palette='pastel', alpha=1, label='High')\n",
    "# Words in Negative Reviews (dark colors)\n",
    "sns.barplot(x=df_calif.Negative.values, y=df_calif.index, palette='dark', alpha=0.7, label='Low') #bottom=df_calif.Negative.values)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top Words in Disney - California\", fontsize=15)\n",
    "\n",
    "plt.legend(labels=[\"Positive (pastel)\", \"Negative (dark)\"], frameon=False, loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eb81765",
   "metadata": {},
   "source": [
    "Words exclusively in Positive Reviews (California): **\"best\", \"amazing\", \"wonderful\", \"clean\", \"magical\", \"fun\"**\n",
    "\n",
    "Words exclusively in Negative Reviews (California): **\"disappointed\", \"small\", \"rude\", \"bad\", \"happiest\", \"big\"**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "af4ee6c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "paris_neg = dict(paris_neg_adj)\n",
    "paris_pos = dict(paris_top_pos_adj)\n",
    "\n",
    "df_paris= pd.concat([pd.Series(paris_pos, name='Positive'), pd.Series(paris_neg, name='Negative')], axis=1)\n",
    "\n",
    "# Words in Positive Reviews (pastel colors)\n",
    "sns.barplot(x=df_paris.Positive.values, y=df_paris.index, palette='pastel', alpha=1, label='High')\n",
    "# Words in Negative Reviews (dark colors)\n",
    "sns.barplot(x=df_paris.Negative.values, y=df_paris.index, palette='dark', alpha=0.7, label='Low')#, bottom=df_AB.Negative.values)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top Words in Disney - Paris\", fontsize=15)\n",
    "\n",
    "plt.legend(labels=[\"Positive (pastel)\", \"Negative (dark)\"], frameon=False, loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3c73eb7",
   "metadata": {},
   "source": [
    "Words exclusively in Positive Reviews (Paris): **\"amazing\", \"busy\", \"clean\", \"magical\", \"fun\"**\n",
    "\n",
    "Words exclusively in Negative Reviews (Paris): **\"poor\", \"open\", \"rude\", \"bad\", \"disappointed\", \"huge\"**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6cf45e10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hkong_neg = dict(hkong_neg_adj)\n",
    "hkong_pos = dict(hkong_top_pos_adj)\n",
    "\n",
    "df_hkong= pd.concat([pd.Series(hkong_pos, name='Positive'), pd.Series(hkong_neg, name='Negative')], axis=1)\n",
    "\n",
    "# Words in Positive Reviews (pastel colors)\n",
    "sns.barplot(x=df_hkong.Positive.values, y=df_hkong.index, palette='pastel', alpha=1, label='High')\n",
    "# Words in Negative Reviews (dark colors)\n",
    "sns.barplot(x=df_hkong.Negative.values, y=df_hkong.index, palette='dark', alpha=0.6, label='Low')#, bottom=df_AB.Negative.values)\n",
    "\n",
    "plt.xlabel(\"Frequency\", fontsize=12)\n",
    "plt.ylabel(\"Word\", fontsize=12)\n",
    "plt.title(\"Top Words in Disney - Hong Kong\", fontsize=15)\n",
    "\n",
    "plt.legend(labels=[\"Positive (pastel)\", \"Negative (dark)\"], frameon=False, loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9742984",
   "metadata": {},
   "source": [
    "Words exclusively in Positive Reviews (Hong Kong): **\"nice\", \"smaller\", \"amazing\", \"easy\", \"magical\", \"different\"**\n",
    "\n",
    "Words exclusively in Negative Reviews (Hong Kong): **\"bad\", \"chinese\", \"rude\", \"worst\", \"disappointed\", \"disappointing\"**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f46bf75b",
   "metadata": {},
   "source": [
    "# Scattertext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1b34a1d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Date</th>\n",
       "      <th>Reviewer_Location</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Branch</th>\n",
       "      <th>Rating_Type</th>\n",
       "      <th>Sentiment_Score</th>\n",
       "      <th>spacy_doc</th>\n",
       "      <th>docs_clean</th>\n",
       "      <th>docs_list_clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9620</th>\n",
       "      <td>670801367</td>\n",
       "      <td>5</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>United States</td>\n",
       "      <td>This place has always been and forever will be...</td>\n",
       "      <td>California</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.9008</td>\n",
       "      <td>(This, place, has, always, been, and, forever,...</td>\n",
       "      <td>[place, forever, special, feeling, enter, park...</td>\n",
       "      <td>place forever special feeling enter park see c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9621</th>\n",
       "      <td>670760708</td>\n",
       "      <td>5</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>United States</td>\n",
       "      <td>A great day of simple fun and thrills. Bring c...</td>\n",
       "      <td>California</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.9595</td>\n",
       "      <td>(A, great, day, of, simple, fun, and, thrills,...</td>\n",
       "      <td>[great, day, simple, fun, thrill, bring, cash,...</td>\n",
       "      <td>great day simple fun thrill bring cash cheap k...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ID  Rating    Date Reviewer_Location  \\\n",
       "9620  670801367       5  2019-4     United States   \n",
       "9621  670760708       5  2019-4     United States   \n",
       "\n",
       "                                                Reviews      Branch  \\\n",
       "9620  This place has always been and forever will be...  California   \n",
       "9621  A great day of simple fun and thrills. Bring c...  California   \n",
       "\n",
       "     Rating_Type  Sentiment_Score  \\\n",
       "9620    Positive           0.9008   \n",
       "9621    Positive           0.9595   \n",
       "\n",
       "                                              spacy_doc  \\\n",
       "9620  (This, place, has, always, been, and, forever,...   \n",
       "9621  (A, great, day, of, simple, fun, and, thrills,...   \n",
       "\n",
       "                                             docs_clean  \\\n",
       "9620  [place, forever, special, feeling, enter, park...   \n",
       "9621  [great, day, simple, fun, thrill, bring, cash,...   \n",
       "\n",
       "                                        docs_list_clean  \n",
       "9620  place forever special feeling enter park see c...  \n",
       "9621  great day simple fun thrill bring cash cheap k...  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calif2 = calif.copy()\n",
    "calif2['docs_list_clean'] = calif_docs_list_clean\n",
    "calif2.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7910802c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# nlp = spacy.load('en_core_web_sm')\n",
    "\n",
    "# Scattertext of Disney - California\n",
    "corpus = st.CorpusFromPandas(\n",
    "            calif2,\n",
    "            category_col = 'Rating_Type',\n",
    "            text_col = 'docs_list_clean',\n",
    "            nlp = st.whitespace_nlp_with_sentences).build()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "905a7a5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6754048"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "html = st.produce_scattertext_explorer(\n",
    "        corpus,\n",
    "        category='Positive',\n",
    "        category_name='Positive',\n",
    "        not_category_name='Negative',\n",
    "        minimum_term_frequency=20,\n",
    "        pmi_threshold_coefficient=5,\n",
    "        width_in_pixels=1000)\n",
    "\n",
    "open('calif_reviews_html.html', 'wb').write(html.encode('utf-8'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47831c52",
   "metadata": {},
   "source": [
    "Note: calif_reviews_html file saved in local folder.  Click to open in browser."
   ]
  },
  {
   "attachments": {
    "scattertext_disney_reviews.jpg": {
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   },
   "cell_type": "markdown",
   "id": "c9730e76",
   "metadata": {},
   "source": [
    "![scattertext_disney_reviews.jpg](attachment:scattertext_disney_reviews.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc645102",
   "metadata": {},
   "source": [
    "# Topic Modeling - LSA with TfidfVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "15d874e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge all tokens together and build Vectorizer with cleaned text data\n",
    "calif_docs_list_clean = [' '.join(doc) for doc in calif.docs_clean]\n",
    "paris_docs_list_clean = [' '.join(doc) for doc in paris.docs_clean]\n",
    "hkong_docs_list_clean = [' '.join(doc) for doc in hkong.docs_clean]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "20951c15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to display top words for each topic\n",
    "def display_topics(model, feature_names, no_top_words, topic_names=None):\n",
    "    for ix, topic in enumerate(model.components_):\n",
    "        if not topic_names or not topic_names[ix]:\n",
    "            print(\"\\nTopic \", ix)\n",
    "        else:\n",
    "            print(\"\\nTopic: '\",topic_names[ix],\"'\")\n",
    "        print(\", \".join([feature_names[i]\n",
    "                        for i in topic.argsort()[:-no_top_words - 1:-1]]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e8969a7",
   "metadata": {},
   "source": [
    "### Vectorize, Fit the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "80227bb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Disney - California\n",
    "# Convert documents to document-term matrix using TfidfVectorizer, remove English stop words\n",
    "tfv = TfidfVectorizer(stop_words='english')\n",
    "X = tfv.fit_transform(calif_docs_list_clean)\n",
    "\n",
    "df_X = pd.DataFrame(X.toarray(), columns=tfv.get_feature_names_out())\n",
    "\n",
    "# Fit the model\n",
    "num_topics=4\n",
    "\n",
    "calif_lsa_topics = TruncatedSVD(num_topics)\n",
    "calif_lsa_doc_topic = calif_lsa_topics.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "dcc76fa5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Disney - Paris\n",
    "# Convert documents to document-term matrix using TdifVectorizer, remove English stop words\n",
    "tfv = TfidfVectorizer(stop_words='english')\n",
    "X2 = tfv.fit_transform(paris_docs_list_clean)\n",
    "\n",
    "df_X2 = pd.DataFrame(X2.toarray(), columns=tfv.get_feature_names_out())\n",
    "\n",
    "# Fit the model\n",
    "paris_lsa_topics = TruncatedSVD(num_topics)\n",
    "paris_lsa_doc_topic = paris_lsa_topics.fit(X2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "7c4a135f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Disney - HongKong\n",
    "# Convert documents to document-term matrix using TdifVectorizer, remove English stop words\n",
    "tfv = TfidfVectorizer(stop_words='english')\n",
    "X3 = tfv.fit_transform(hkong_docs_list_clean)\n",
    "\n",
    "df_X3 = pd.DataFrame(X3.toarray(), columns=tfv.get_feature_names_out())\n",
    "\n",
    "# Fit the model\n",
    "hkong_lsa_topics = TruncatedSVD(num_topics)\n",
    "hkong_lsa_doc_topic = hkong_lsa_topics.fit(X3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3c97dbb",
   "metadata": {},
   "source": [
    "### Display Topics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a02538fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  0\n",
      "ride, park, time, day, disneyland, disney, great, line, pass, love\n",
      "\n",
      "Topic  1\n",
      "place, love, disneyland, happy, earth, disney, year, visit, kid, family\n",
      "\n",
      "Topic  2\n",
      "disney, park, world, florida, small, california, adventure, visit, original, walt\n",
      "\n",
      "Topic  3\n",
      "day, place, park, earth, happy, pass, hopper, ticket, spend, california\n"
     ]
    }
   ],
   "source": [
    "# Disney - California\n",
    "display_topics(calif_lsa_topics, tfv.get_feature_names_out(), 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "5b87ce8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  0\n",
      "ride, park, day, disneyland, disney, time, visit, kid, good, great\n",
      "\n",
      "Topic  1\n",
      "place, kid, enjoy, visit, family, parade, adult, love, firework, fun\n",
      "\n",
      "Topic  2\n",
      "kong, hong, disneyland, visit, disney, small, world, compare, paris, place\n",
      "\n",
      "Topic  3\n",
      "disney, park, small, great, kid, fun, love, place, child, world\n"
     ]
    }
   ],
   "source": [
    "# Disney- Paris\n",
    "display_topics(paris_lsa_topics, tfv.get_feature_names_out(), 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1c179f27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Topic  0\n",
      "ride, park, day, disneyland, disney, time, visit, kid, good, great\n",
      "\n",
      "Topic  1\n",
      "place, kid, enjoy, visit, family, parade, adult, love, happy, firework\n",
      "\n",
      "Topic  2\n",
      "kong, hong, disneyland, visit, disney, small, world, compare, place, paris\n",
      "\n",
      "Topic  3\n",
      "disney, park, kid, great, small, place, fun, love, like, world\n"
     ]
    }
   ],
   "source": [
    "# Disney - Hong Kong\n",
    "display_topics(hkong_lsa_topics, tfv.get_feature_names_out(), 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dca374b",
   "metadata": {},
   "source": [
    "# Topic Modeling with CorEx \n",
    "### Unsupervised, No Anchor Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c9a8658d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vectorize the document\n",
    "vectorizer = CountVectorizer(max_features=2500,\n",
    "                             stop_words='english', \n",
    "                             token_pattern=\"\\\\b[a-z][a-z]+\\\\b\",\n",
    "                             binary=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b170b04e",
   "metadata": {},
   "outputs": [],
   "source": [
    "calif_word = vectorizer.fit_transform(calif_docs_list_clean)\n",
    "calif_words = list(np.asarray(vectorizer.get_feature_names_out()))\n",
    "\n",
    "paris_word = vectorizer.fit_transform(paris_docs_list_clean)\n",
    "paris_words = list(np.asarray(vectorizer.get_feature_names_out()))\n",
    "\n",
    "hkong_word = vectorizer.fit_transform(hkong_docs_list_clean)\n",
    "hkong_words = list(np.asarray(vectorizer.get_feature_names_out()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "fbde390e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: people, disney, like, disneyland, way, think, know, tell, thing, try\n",
      "1: day, park, pass, fast, ticket, early, california, adventure, hotel, use\n",
      "2: main, parade, street, firework, walk, character, night, mickey, area, sit\n",
      "3: wait, ride, line, hour, time, long, minute, want, crowd, open\n",
      "4: mountain, space, jones, indiana, haunted, mansion, thunder, splash, caribbean, star\n"
     ]
    }
   ],
   "source": [
    "# Disney - California\n",
    "calif_topic_model = ct.Corex(n_hidden= 5,\n",
    "                       words=calif_words, \n",
    "                       seed=1)\n",
    "\n",
    "calif_topic_model.fit(calif_word,         \n",
    "                words= calif_words,     \n",
    "                docs= calif.docs_clean)\n",
    "\n",
    "# Topics without anchored words\n",
    "calif_topics = calif_topic_model.get_topics()\n",
    "for n,topic in enumerate(calif_topics):\n",
    "    topic_words,_,_ = zip(*topic)\n",
    "    print(f'{n}: {\", \".join(topic_words)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "2ea23982",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: hotel, food, stay, queue, eat, day, meal, hour, book, time\n",
      "1: people, staff, leave, tell, say, way, pay, ask, service, need\n",
      "2: disney, park, paris, disneyland, like, think, small, minute, look, train\n",
      "3: character, parade, meet, mickey, castle, princess, little, old, year, night\n",
      "4: mountain, thunder, space, jones, indiana, peter, buzz, pan, caribbean, coaster\n"
     ]
    }
   ],
   "source": [
    "# Disney - Paris\n",
    "paris_topic_model = ct.Corex(n_hidden= 5,\n",
    "                       words=paris_words, \n",
    "                       seed=1)\n",
    "\n",
    "paris_topic_model.fit(paris_word,         \n",
    "                words= paris_words,     \n",
    "                docs= paris.docs_clean)\n",
    "\n",
    "# Topics without anchored words\n",
    "paris_topics = paris_topic_model.get_topics()\n",
    "for n,topic in enumerate(paris_topics):\n",
    "    topic_words,_,_ = zip(*topic)\n",
    "    print(f'{n}: {\", \".join(topic_words)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "ab6e63e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: food, main, street, english, chinese, restaurant, lunch, people, way, good\n",
      "1: mountain, grizzly, mystic, space, manor, gulch, toy, story, lion, king\n",
      "2: ticket, wait, buy, long, time, line, minute, day, queue, pass\n",
      "3: mickey, parade, firework, character, night, water, pm, bring, photo, watch\n",
      "4: park, disney, hong, kong, small, world, disneyland, think, like, year\n"
     ]
    }
   ],
   "source": [
    "# Disney - Hong Kong\n",
    "hkong_topic_model = ct.Corex(n_hidden= 5,\n",
    "                       words=hkong_words, \n",
    "                       seed=1)\n",
    "\n",
    "hkong_topic_model.fit(hkong_word,         \n",
    "                words= hkong_words,     \n",
    "                docs= hkong.docs_clean)\n",
    "\n",
    "# Topics without anchored words\n",
    "hkong_topics = hkong_topic_model.get_topics()\n",
    "for n,topic in enumerate(hkong_topics):\n",
    "    topic_words,_,_ = zip(*topic)\n",
    "    print(f'{n}: {\", \".join(topic_words)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b11025d0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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