ANALYSING_DISNEYLAND_REVIEWS_NLP_PART2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6dbcee8d",
   "metadata": {},
   "source": [
    "# Wordcloud, Frequent words, Sentiment Analysis, Emotion Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d922e8c",
   "metadata": {},
   "source": [
    "### Project Goal: \n",
    "To compare customer sentiment regarding attractions at three Disneyland locations (Anaheim, Paris, and Hong Kong) using sentiment analysis, emotion detection, and n-gram associations. To identify keywords using topic modeling that can help Disney determine visitor pain points and improve park experience.<br>\n",
    "### Dataset:\n",
    "Dataset is from [Kaggle](https://www.kaggle.com/arushchillar/disneyland-reviews) containing 42,000 reviews from TripAdvisor about three Disneyland branch locations: California, Paris, Hong Kong. here are 19,406 reviews about Anaheim, 13,630 about Paris, and 9,620 about Hong Kong. Data variables include Review_ID, Rating, Year_Month, Reviewer_Location, Review_Text, and Disneyland_Branch.<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9eeda6c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "\n",
    "from PIL import Image\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "\n",
    "from textblob import TextBlob\n",
    "import nltk\n",
    "from nltk import FreqDist\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from nltk.corpus import state_union\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "import spacy\n",
    "import string\n",
    "pd.options.mode.chained_assignment = None  # default='warn'\n",
    "#nltk.download('averaged_perceptron_tagger')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0276a422",
   "metadata": {},
   "source": [
    "import sklearn\n",
    "from sklearn import datasets\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import confusion_matrix, precision_score, precision_recall_curve, recall_score, f1_score\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.svm import SVC\n",
    "import re\n",
    "\n",
    "from PIL import Image\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "import nltk\n",
    "#nltk.download('stopwords')\n",
    "\n",
    "from nltk import FreqDist\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "from nltk.tokenize import word_tokenize\n",
    "import spacy\n",
    "import string\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f9262df0",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "sns.set_style(\"white\")\n",
    "\n",
    "class color:\n",
    "   BLUE = '\\033[94m'\n",
    "   BOLD = '\\033[1m'\n",
    "   END = '\\033[0m'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c438bff",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a0a63e76",
   "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>Review_ID</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Year_Month</th>\n",
       "      <th>Reviewer_Location</th>\n",
       "      <th>Review_Text</th>\n",
       "      <th>Branch</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>670772142</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>Australia</td>\n",
       "      <td>If you've ever been to Disneyland anywhere you...</td>\n",
       "      <td>Disneyland_HongKong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>670682799</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-5</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Its been a while since d last time we visit HK...</td>\n",
       "      <td>Disneyland_HongKong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>670623270</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>Thanks God it wasn   t too hot or too humid wh...</td>\n",
       "      <td>Disneyland_HongKong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>670607911</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>Australia</td>\n",
       "      <td>HK Disneyland is a great compact park. Unfortu...</td>\n",
       "      <td>Disneyland_HongKong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>670607296</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>the location is not in the city, took around 1...</td>\n",
       "      <td>Disneyland_HongKong</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Review_ID  Rating Year_Month     Reviewer_Location  \\\n",
       "0  670772142       4     2019-4             Australia   \n",
       "1  670682799       4     2019-5           Philippines   \n",
       "2  670623270       4     2019-4  United Arab Emirates   \n",
       "3  670607911       4     2019-4             Australia   \n",
       "4  670607296       4     2019-4        United Kingdom   \n",
       "\n",
       "                                         Review_Text               Branch  \n",
       "0  If you've ever been to Disneyland anywhere you...  Disneyland_HongKong  \n",
       "1  Its been a while since d last time we visit HK...  Disneyland_HongKong  \n",
       "2  Thanks God it wasn   t too hot or too humid wh...  Disneyland_HongKong  \n",
       "3  HK Disneyland is a great compact park. Unfortu...  Disneyland_HongKong  \n",
       "4  the location is not in the city, took around 1...  Disneyland_HongKong  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Disneyland = pd.read_csv ('DisneylandReviews.csv', encoding='unicode_escape')\n",
    "Disneyland.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "244d7ba9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 42656 entries, 0 to 42655\n",
      "Data columns (total 6 columns):\n",
      " #   Column             Non-Null Count  Dtype \n",
      "---  ------             --------------  ----- \n",
      " 0   Review_ID          42656 non-null  int64 \n",
      " 1   Rating             42656 non-null  int64 \n",
      " 2   Year_Month         42656 non-null  object\n",
      " 3   Reviewer_Location  42656 non-null  object\n",
      " 4   Review_Text        42656 non-null  object\n",
      " 5   Branch             42656 non-null  object\n",
      "dtypes: int64(2), object(4)\n",
      "memory usage: 2.0+ MB\n"
     ]
    }
   ],
   "source": [
    "Disneyland.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "12865b67",
   "metadata": {},
   "outputs": [],
   "source": [
    "#To select rows whose column value equals 'missing' in 'Year_Month':\n",
    "missing = Disneyland.loc[Disneyland['Year_Month'] == 'missing']\n",
    "#keep the missing rows seperate\n",
    "Disneyland = Disneyland[Disneyland.Year_Month != 'missing']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bbfa2f16",
   "metadata": {},
   "outputs": [],
   "source": [
    "#get year from the year_month\n",
    "Disneyland['Year'] = pd.to_datetime(Disneyland['Year_Month']).dt.strftime('%Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "36eb4c65",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using apply(str) method\n",
    "Disneyland['Month']=Disneyland['Year_Month'].apply(str)\n",
    "Disneyland['Month']= Disneyland['Month'].apply(lambda x: x[5:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e7c08ed7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chand\\AppData\\Local\\Temp\\ipykernel_11620\\470078404.py:2: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  Disneyland = Disneyland.append(missing)\n"
     ]
    }
   ],
   "source": [
    "#join back the missing in year_month\n",
    "Disneyland = Disneyland.append(missing)\n",
    "#Disneyland.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dcdf89d",
   "metadata": {},
   "source": [
    "#### Rename the fields in Branch column\n",
    "There are 3 fields in Branch column we will rename them for our convenience as following"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6b7479b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "Disneyland['Branch'] = Disneyland['Branch'].replace({'Disneyland_HongKong': 'HongKong', \n",
    "                                                     'Disneyland_California':'California', \n",
    "                                                     'Disneyland_Paris':'Paris'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "778c31fe",
   "metadata": {},
   "source": [
    "## Word Clouds:\n",
    "These word clouds have a general idea of what visitors talk about their visit to Disneyland in their review. Only English reviews are considered also duplicate reviews are removed. To create the word clouds, we tokenized words and removed stopwords. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0c641751",
   "metadata": {},
   "outputs": [],
   "source": [
    "#strip ascii characters\n",
    "def _removeNonAscii(s): return \"\".join(i for i in s if ord(i)<128)\n",
    "\n",
    "STOPWORDS_DICT = {lang: set(nltk.corpus.stopwords.words(lang)) for lang in nltk.corpus.stopwords.fileids()}\n",
    "\n",
    "#only interested in reviews written in English\n",
    "def get_language(text):\n",
    "    words = set(nltk.wordpunct_tokenize(text.lower()))\n",
    "    lang = max(((lang, len(words & stopwords)) for lang, stopwords in STOPWORDS_DICT.items()), key = lambda x: x[1])[0]\n",
    "    if lang == 'english':\n",
    "        return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cbfce43f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#change type to string\n",
    "reviews = Disneyland['Review_Text'].astype('str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7669b6ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "eng_rev = reviews[reviews.apply(get_language)]\n",
    "#remove duplicates if any\n",
    "eng_rev.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3ec0dfbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 29754700 words in the combination of all review.\n"
     ]
    }
   ],
   "source": [
    "text = \" \".join(review for review in eng_rev)\n",
    "print (\"There are {} words in the combination of all review.\".format(len(text)))\n",
    "text = text.lower()\n",
    "cleaned_text = re.sub('\\W', ' ', text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5203efc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem import WordNetLemmatizer\n",
    "#nltk.download('wordnet') \n",
    "#nltk.download('omw-1.4')\n",
    "\n",
    "lemmatizer = WordNetLemmatizer()\n",
    "tokenizer = RegexpTokenizer(r'\\w+')\n",
    "\n",
    "#A function which takes a sentence/corpus and gets its lemmatized version.\n",
    "def lemmatizeSentence(sentence):\n",
    "    token_words = tokenizer.tokenize(cleaned_text) \n",
    "#we need to tokenize the sentence or else lemmatizing will return the entire sentence as is.\n",
    "    lemma_sentence=[]\n",
    "    for word in token_words:\n",
    "        lemma_sentence.append(lemmatizer.lemmatize(word))\n",
    "    return lemma_sentence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5f92bf2e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "lemms = lemmatizeSentence(cleaned_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e42fd59c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['if', 'you', 've', 'ever', 'been']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemms[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "29b55169",
   "metadata": {},
   "outputs": [],
   "source": [
    "stopwords = nltk.corpus.stopwords.words(\"english\")\n",
    "stopword_text = [word for word in lemms if word not in stopwords]\n",
    "\n",
    "#remove custom stop words\n",
    "my_stopwords = ['park', 'disney', 'disneyland', 'disney land', 'disney world',  'disneyworld',\n",
    "                'tokyo','paris', 'anaheim','california', 'hong kong','kong', 'hong', 'wa']\n",
    "processed_text = [word for word in stopword_text if word not in my_stopwords]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f44a7528",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "freq = FreqDist(processed_text)\n",
    "freq.plot(20);\n",
    "\n",
    "fdist_df = pd.DataFrame.from_dict(freq, orient='index')\n",
    "fdist_df.columns = ['Frequency']\n",
    "fdist_df = fdist_df.sort_values(by='Frequency', ascending=False)[:10]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b5cad592",
   "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>Frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ride</th>\n",
       "      <td>53055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>38885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day</th>\n",
       "      <td>37755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>get</th>\n",
       "      <td>24155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>22034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>go</th>\n",
       "      <td>21063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>great</th>\n",
       "      <td>16629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kid</th>\n",
       "      <td>16267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>place</th>\n",
       "      <td>15828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>food</th>\n",
       "      <td>15067</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Frequency\n",
       "ride       53055\n",
       "time       38885\n",
       "day        37755\n",
       "get        24155\n",
       "one        22034\n",
       "go         21063\n",
       "great      16629\n",
       "kid        16267\n",
       "place      15828\n",
       "food       15067"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdist_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "eaf2baeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "text_string=(\" \").join(processed_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "19c035a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = np.array(Image.open(\"castle.png\"))\n",
    "wordcloud = WordCloud(background_color=\"white\", font_path='arial', max_words=200,\n",
    "                      mask=mask, contour_color='blue', contour_width=2).generate(text_string)\n",
    "image_colors = ImageColorGenerator(mask)\n",
    "\n",
    "plt.figure(figsize=(20,15))\n",
    "plt.imshow(wordcloud.recolor(),interpolation=\"bilinear\")\n",
    "#plt.imshow(wordcloud.recolor(color_func=image_colors),interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "#plt.savefig(\"Disneyland\"+\".jpg\", bbox_inches='tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6f56861",
   "metadata": {},
   "source": [
    "## Sentiment Analysis\n",
    "### TextBlob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f4f78fbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "polarity = []\n",
    "\n",
    "for sentence in Disneyland[\"Review_Text\"]:\n",
    "    polarity.append(TextBlob(sentence).polarity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "90764f86",
   "metadata": {},
   "outputs": [],
   "source": [
    "subjectivity = []\n",
    "\n",
    "for sentence in Disneyland[\"Review_Text\"]:\n",
    "    subjectivity.append(TextBlob(sentence).subjectivity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "41bb1336",
   "metadata": {},
   "outputs": [],
   "source": [
    "Disneyland[\"textblob_polarity\"], Disneyland[\"textblob_subjectivity\"] = polarity, subjectivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b1fb591d",
   "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>Review_ID</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Year_Month</th>\n",
       "      <th>Reviewer_Location</th>\n",
       "      <th>Review_Text</th>\n",
       "      <th>Branch</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>textblob_polarity</th>\n",
       "      <th>textblob_subjectivity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>670772142</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>Australia</td>\n",
       "      <td>If you've ever been to Disneyland anywhere you...</td>\n",
       "      <td>HongKong</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>0.243981</td>\n",
       "      <td>0.561481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>670682799</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-5</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Its been a while since d last time we visit HK...</td>\n",
       "      <td>HongKong</td>\n",
       "      <td>2019</td>\n",
       "      <td>5</td>\n",
       "      <td>0.236131</td>\n",
       "      <td>0.434649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>670623270</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>Thanks God it wasn   t too hot or too humid wh...</td>\n",
       "      <td>HongKong</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>0.160498</td>\n",
       "      <td>0.422944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>670607911</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>Australia</td>\n",
       "      <td>HK Disneyland is a great compact park. Unfortu...</td>\n",
       "      <td>HongKong</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>0.189286</td>\n",
       "      <td>0.512143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>670607296</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-4</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>the location is not in the city, took around 1...</td>\n",
       "      <td>HongKong</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Review_ID  Rating Year_Month     Reviewer_Location  \\\n",
       "0  670772142       4     2019-4             Australia   \n",
       "1  670682799       4     2019-5           Philippines   \n",
       "2  670623270       4     2019-4  United Arab Emirates   \n",
       "3  670607911       4     2019-4             Australia   \n",
       "4  670607296       4     2019-4        United Kingdom   \n",
       "\n",
       "                                         Review_Text    Branch  Year Month  \\\n",
       "0  If you've ever been to Disneyland anywhere you...  HongKong  2019     4   \n",
       "1  Its been a while since d last time we visit HK...  HongKong  2019     5   \n",
       "2  Thanks God it wasn   t too hot or too humid wh...  HongKong  2019     4   \n",
       "3  HK Disneyland is a great compact park. Unfortu...  HongKong  2019     4   \n",
       "4  the location is not in the city, took around 1...  HongKong  2019     4   \n",
       "\n",
       "   textblob_polarity  textblob_subjectivity  \n",
       "0           0.243981               0.561481  \n",
       "1           0.236131               0.434649  \n",
       "2           0.160498               0.422944  \n",
       "3           0.189286               0.512143  \n",
       "4           0.266667               0.437500  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Disneyland.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7b957db1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Disneyland[\"textblob_polarity\"].plot.hist(color='skyblue');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7d506bf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Disneyland[\"textblob_subjectivity\"].plot.hist(color='skyblue');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9518d248",
   "metadata": {},
   "outputs": [],
   "source": [
    "Disneyland['tb_Sentiment_Type'] = ''\n",
    "Disneyland.loc[Disneyland[\"textblob_polarity\"]>0,'tb_Sentiment_Type']='POSITIVE'\n",
    "Disneyland.loc[Disneyland[\"textblob_polarity\"]==0,'tb_Sentiment_Type']='NEUTRAL'\n",
    "Disneyland.loc[Disneyland[\"textblob_polarity\"]<0,'tb_Sentiment_Type']='NEGATIVE'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1d54c375",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Disneyland['tb_Sentiment_Type'].value_counts().plot.bar(color='skyblue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c4384516",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sentiment type by branch\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.countplot(data=Disneyland,x='Branch',hue='tb_Sentiment_Type',palette='Blues_r');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c3de2ded",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x936 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Disneyland_ = Disneyland[Disneyland.tb_Sentiment_Type != 'NEUTRAL']\n",
    "\n",
    "# Create Figure\n",
    "fig, (ax1, ax2) = plt.subplots(nrows=2, ncols=1, figsize=(10,13))\n",
    "\n",
    "sns.histplot(Disneyland_, x=\"textblob_polarity\", hue=\"tb_Sentiment_Type\", element=\"step\",\n",
    "             stat=\"density\", common_norm=False, ax=ax1).set(title='Polarity in reviews')\n",
    "\n",
    "sns.histplot(Disneyland_, x=\"textblob_subjectivity\", hue=\"tb_Sentiment_Type\", element=\"poly\",\n",
    "             stat=\"density\", common_norm=False,ax=ax2).set(title='Subjectivity in reviews')\n",
    "\n",
    "fig.tight_layout(pad=2.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16d71f6e",
   "metadata": {},
   "source": [
    "### Vader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "67b3623e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
    "analyzer = SentimentIntensityAnalyzer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "57971fdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "vs = []\n",
    "\n",
    "for sentence in Disneyland[\"Review_Text\"]:\n",
    "    vs.append(analyzer.polarity_scores(sentence))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f5a497e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "Disneyland[\"vs_score\"] = vs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "88da1ddb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# labeling the data\n",
    "#assign sentiment based on compound score\n",
    "Disneyland['compound'] = Disneyland['vs_score'].apply(lambda score_dict: score_dict['compound'])\n",
    "\n",
    "rating = Disneyland['compound']\n",
    "\n",
    "def rating_label(rating):\n",
    "    if rating >=0.65:\n",
    "        return \"POSITIVE\"\n",
    "    elif (rating >=0.4) & (rating <= 0.65):\n",
    "        return \"NEUTRAL\"\n",
    "    else:\n",
    "        return \"NEGATIVE\"\n",
    "        \n",
    "Disneyland['vs_sentiment_type'] =Disneyland['compound'].apply(lambda x: rating_label(x))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "d8b82bc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Disneyland['vs_sentiment_type'].value_counts().plot.bar(color='green')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8dcf737c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sentiment type by branch\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.countplot(data=Disneyland,x='Branch',hue='vs_sentiment_type',palette='Greens_r');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "528a3072",
   "metadata": {},
   "source": [
    "### NLTK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bad5153a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#nltk.download('vader_lexicon')\n",
    "from nltk.sentiment import SentimentIntensityAnalyzer\n",
    "from nltk.corpus import stopwords\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "40e95810",
   "metadata": {},
   "outputs": [],
   "source": [
    "sia = SentimentIntensityAnalyzer() # based on vader lexicon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "768f2930",
   "metadata": {},
   "outputs": [],
   "source": [
    "nltk_score = []\n",
    "\n",
    "for review in Disneyland[\"Review_Text\"]:\n",
    "    nltk_score.append(sia.polarity_scores(review))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c4952c1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "Disneyland[\"nltk_score\"] = nltk_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "83e4c731",
   "metadata": {},
   "outputs": [],
   "source": [
    "Disneyland['nltk_compound'] = Disneyland['nltk_score'].apply(lambda score_dict: score_dict['compound'])\n",
    "Disneyland['nltk_sentiment_type']=''\n",
    "Disneyland.loc[Disneyland.nltk_compound>0,'nltk_sentiment_type']='POSITIVE'\n",
    "Disneyland.loc[Disneyland.nltk_compound==0,'nltk_sentiment_type']='NEUTRAL'\n",
    "Disneyland.loc[Disneyland.nltk_compound<0,'nltk_sentiment_type']='NEGATIVE'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "bbbeebe3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Disneyland['nltk_sentiment_type'].value_counts().plot.bar(color='purple')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "fbcfbfd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sentiment type by branch\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.countplot(data=Disneyland,x='Branch',hue='nltk_sentiment_type',palette='RdPu_r');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ea305439",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem.snowball import SnowballStemmer \n",
    "\n",
    "def reviewplot(sentiment):\n",
    "    # review frequent word list:\n",
    "    senti_review = Disneyland[Disneyland['nltk_sentiment_type']== sentiment][\"Review_Text\"]\n",
    "\n",
    "    senti_text = \" \".join(review for review in senti_review)\n",
    "    senti_text = senti_text.lower()\n",
    "    senti_text = re.sub('\\W', ' ', senti_text)\n",
    "\n",
    "    senti_tokens = tokenizer.tokenize(senti_text)\n",
    "    snowball_stemmer = SnowballStemmer(\"english\")\n",
    "    stemmed_word = [snowball_stemmer.stem(word) for word in senti_tokens]\n",
    "    stopwords = nltk.corpus.stopwords.words(\"english\")\n",
    "    senti_stopwords = [w for w in stemmed_word if w not in stopwords] # excluding stopwords\n",
    "\n",
    "    #remove custom stop words\n",
    "    my_stopwords = ['park', 'disney', 'disneyland', 'disney land', 'disney world', 'disneyworld',\n",
    "                    'tokyo','paris', 'anaheim','california', 'hong kong','kong', 'hong']\n",
    "    processed_text = [word for word in senti_stopwords if word not in my_stopwords]\n",
    "\n",
    "    freq = FreqDist(processed_text)\n",
    "    freq.most_common(10)\n",
    "\n",
    "    fdist_df = pd.DataFrame.from_dict(freq, orient='index')\n",
    "    fdist_df.columns = ['Frequency']\n",
    "    fdist_df = fdist_df.sort_values(by='Frequency', ascending=False)[:10]\n",
    "    \n",
    "    return fdist_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d199d32c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Positive review frequent word list:\n",
    "\n",
    "adf = reviewplot('POSITIVE')\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "plt.figure(figsize=(14,5));\n",
    "\n",
    "sns.barplot(x=adf.index,y=adf.Frequency.to_list(), alpha=0.8,palette=\"summer\");\n",
    "plt.title('Frequency of Words in Positive Reviews',fontsize=15);\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "a05aa21f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Negative review frequent word list:\n",
    "\n",
    "adf = reviewplot('NEGATIVE')\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "plt.figure(figsize=(14,5));\n",
    "\n",
    "sns.barplot(x=adf.index,y=adf.Frequency.to_list(), alpha=0.8,palette=\"rocket\");\n",
    "plt.title('Frequency of Words in in negative reviews',fontsize=15);\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b47d6b7e",
   "metadata": {},
   "source": [
    "### Assigning sentiment based on ratings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "22d9349a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# assigning sentiment using rating\n",
    "rating = Disneyland['Rating']\n",
    "def label_func(rating):\n",
    "    if rating >= 4:\n",
    "        return \"Positive\"\n",
    "    elif rating == 3:\n",
    "            return \"Neutral\"\n",
    "    else:\n",
    "        return \"Negative\"\n",
    "        \n",
    "Disneyland['rating_sentiment'] = Disneyland['Rating'].apply(lambda x: label_func(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "49ce698d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sentiment type by branch\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.countplot(data=Disneyland,x='Branch',hue='rating_sentiment',palette='gist_yarg');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53f23e0d",
   "metadata": {},
   "source": [
    "### Emotion Analysis\n",
    "Emotion Detection: We assigned emotions using NRCLex, which measures emotional affect based on text. The emotional affects include: positive, negative, anticipation, trust, fear, surprise, anger, sadness, joy, and disgust"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a48a84cd",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from nrclex import NRCLex\n",
    "\n",
    "emotion = []\n",
    "for i in range(len(Disneyland)):\n",
    "    emotions = NRCLex(Disneyland['Review_Text'][i])\n",
    "    emotion.append(emotions.top_emotions[0][0])\n",
    "Disneyland['emotion'] = emotion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e095f20b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "positive        27573\n",
       "anticipation     5496\n",
       "trust            3694\n",
       "negative         2354\n",
       "fear             1988\n",
       "surprise          992\n",
       "anger             494\n",
       "sadness            43\n",
       "joy                17\n",
       "disgust             5\n",
       "Name: emotion, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Disneyland['emotion'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d9d65a80",
   "metadata": {},
   "outputs": [],
   "source": [
    "def emotionbranch(branch):\n",
    "    plt.figure(figsize=(10,5))\n",
    "\n",
    "    data_ = Disneyland[Disneyland[\"Branch\"]== branch]\n",
    "\n",
    "    graph = sns.countplot(y=\"emotion\", data=data_, palette=\"Set2\");\n",
    "    graph.set(xlabel='Frequency', ylabel='Emotion', title = 'Emotion from reviews about Disneyland {}'.format(branch));\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "8b4c3bf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for branch in ['Paris', 'HongKong', 'California']:\n",
    "    emotionbranch(branch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "1275ba5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "negative_emotion = Disneyland[Disneyland['emotion'] == \"negative\"]\n",
    "negative_emotion.to_csv('negative_emotion.csv')\n",
    "fear_emotion = Disneyland[Disneyland['emotion'] == \"fear\"]\n",
    "fear_emotion.to_csv('fear_emotion.csv')\n",
    "anger_emotion = Disneyland[Disneyland['emotion'] == \"anger\"]\n",
    "anger_emotion.to_csv('anger_emotion.csv')\n",
    "disigust_emotion = Disneyland[Disneyland['emotion'] == \"disgust\"]\n",
    "disigust_emotion.to_csv('disigust_emotion.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f06fc389",
   "metadata": {},
   "source": [
    "Overall, all three parks have a high frequency of “positive” emotion. However, we have to take a closer look at reviews associated to negative emotions (anger, fear, negative, disgust, sadness) so that we can have an idea of why some visitors had an unpleasant park experience.\n",
    "\n",
    "Here are some interesting reviews where emotions were classified as “disgust” or “negative”:\n",
    "\n",
    "##### Customer service in HongKong:\n",
    "this is definitely one of the worst that we have encountered...we did met a quite a handful staff with typical arrogant attitude that we faced in explorer hotel. Not sure if the staff was train to put on such arrogant attitude or what....Will never ever visit this horrible place again.\n",
    "\n",
    "##### Rides and Park maintainance in California:\n",
    "The park is in disrepair, rides breaking down continuously..There are an unacceptable number of rides that are closed fro repairs also. There is no reason for this to happen when you are paying close to 100 per day just to enter the park.Restaurants are awful, prices are disgusting, customer service is non existent...Would never return.\n",
    "\n",
    "##### Park maintainance in Paris:\n",
    "If you enjoy queing, pushing your way through crowds and stinking toilets this is the place for you. My complaints are endless ...The park cant cope with the amount of people. ..queue for 2.. bags xrayed....check your tickets...book your lunch time..go for your meal... In this resturant serving approx 100 people there is 1 toilet and 1 sink in the ladies and gents it stinks ...floor was covered in water from the overflowing blocked toilets...4 major rides were closed ...overall the experience is stressfull and not one i would recomend, there was no magic for us as it was ruined by a park that is obviously cannot cope....\n",
    "\n",
    "##### Hotel Stay in Paris:\n",
    "I would strongly advise against staying at Disneyland Hotels. Spent a week at tge Seqouia Lodge. The smell of cannabis was overwhelming. After several complaints and threats to announce it to other guests, the security staff and manager begrudgingly attended and agreed, but said there was nothing they could do. Was offered same room elsewhere rather than them tackling a noticeable drug issue. Very poor service and staff were far from satisfactory.The park itself was tired to say the least.\n",
    "\n",
    "Using sentiment and emotion together can help Disney find areas of customer dissatisfaction and why they are dissatisfied. Then, this information can be used to make the appropriate changes necessary to enhance visitor experience."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a8aac34",
   "metadata": {},
   "source": [
    "### Concordance & Collocations\n",
    "In the context of NLP, a concordance is a collection of word locations along with their context. \n",
    "You can use concordances to find:\n",
    "\n",
    "How many times a word appears?\n",
    "\n",
    "Where each occurrence appears?\n",
    "\n",
    "What words surround each occurrence?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "84bff106",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Displaying 10 of 53055 matches:\n",
      "alk main street ha familiar feel one ride small world absolutely fabulous wort\n",
      "ng time felt bit underwhelmed choice ride attraction quite small really expect\n",
      "orld feel really small called ha way ride attraction souvenir food even entran\n",
      "le rude pushing shoving cutting line ride gift shop food stand much take forge\n",
      "signage terrible staff want rainning ride working could find map place priced \n",
      "great time seems kid never tire many ride state great one le haunted house cat\n",
      "raight back lineup child got go many ride twice row suitable young child 7 6 5\n",
      "ble young child 7 6 5 4 3 1 could go ride disappointing castle closed nightly \n",
      "hild aged 11 9 6 loved great variety ride attraction age food option fantastic\n",
      "ed altered weekday aprox 30 min wait ride le would recommend weekend holiday h\n"
     ]
    }
   ],
   "source": [
    "#ride\n",
    "text_ = nltk.Text(processed_text)\n",
    "text_.concordance(\"ride\", lines=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f77494a",
   "metadata": {},
   "source": [
    "Collocations are series of words that frequently appear together in a given text. \n",
    "\n",
    "In the State of the Union corpus, for example, you’d expect to find the words United and States appearing next to each other very often. Those two words appearing together is a collocation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "31f17e10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(('happiest', 'place', 'earth'), 1597),\n",
       " (('big', 'thunder', 'mountain'), 988),\n",
       " (('fast', 'pas', 'system'), 611),\n",
       " (('get', 'fast', 'pas'), 610),\n",
       " (('use', 'fast', 'pas'), 553),\n",
       " (('year', 'old', 'daughter'), 517),\n",
       " (('4', 'year', 'old'), 512),\n",
       " (('5', 'year', 'old'), 477),\n",
       " (('lion', 'king', 'show'), 459),\n",
       " (('indiana', 'jones', 'ride'), 450)]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#ride\n",
    "finder = nltk.collocations.TrigramCollocationFinder.from_words(text_)\n",
    "finder.ngram_fd.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "e8743d1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('use', 'fast', 'pas'),\n",
       " ('fast', 'pas', 'system'),\n",
       " ('get', 'fast', 'pas'),\n",
       " ('fast', 'pas', 'holder'),\n",
       " ('fast', 'pas', 'ticket'),\n",
       " ('2', 'fast', 'pas'),\n",
       " ('advantage', 'fast', 'pas'),\n",
       " ('using', 'fast', 'pas'),\n",
       " ('used', 'fast', 'pas'),\n",
       " ('fast', 'pas', 'machine'),\n",
       " ('fast', 'pas', 'option'),\n",
       " ('day', 'fast', 'pas'),\n",
       " ('two', 'fast', 'pas'),\n",
       " ('fast', 'pas', 'available'),\n",
       " ('3', 'fast', 'pas')]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from nltk.metrics import TrigramAssocMeasures\n",
    "\n",
    "finder.nbest(TrigramAssocMeasures.likelihood_ratio, 15)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b744936",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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