{ "cells": [ { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "tlI2baZJDVIn", "outputId": "b62cdc94-811a-489b-ee63-8749887e98c5" }, "id": "tlI2baZJDVIn", "execution_count": 1, "outputs": [ { "output_type": "error", "ename": "KeyboardInterrupt", "evalue": "", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgoogle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolab\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdrive\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdrive\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/content/drive'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/google/colab/drive.py\u001b[0m in \u001b[0;36mmount\u001b[0;34m(mountpoint, force_remount, timeout_ms, readonly)\u001b[0m\n\u001b[1;32m 98\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmountpoint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforce_remount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout_ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m120000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreadonly\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[0;34m\"\"\"Mount your Google Drive at the specified mountpoint path.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 100\u001b[0;31m return _mount(\n\u001b[0m\u001b[1;32m 101\u001b[0m \u001b[0mmountpoint\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[0mforce_remount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mforce_remount\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/google/colab/drive.py\u001b[0m in \u001b[0;36m_mount\u001b[0;34m(mountpoint, force_remount, timeout_ms, ephemeral, readonly)\u001b[0m\n\u001b[1;32m 131\u001b[0m )\n\u001b[1;32m 132\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mephemeral\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 133\u001b[0;31m _message.blocking_request(\n\u001b[0m\u001b[1;32m 134\u001b[0m \u001b[0;34m'request_auth'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'authType'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'dfs_ephemeral'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout_sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 135\u001b[0m )\n", "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mblocking_request\u001b[0;34m(request_type, request, timeout_sec, parent)\u001b[0m\n\u001b[1;32m 174\u001b[0m \u001b[0mrequest_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparent\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparent\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexpect_reply\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 175\u001b[0m )\n\u001b[0;32m--> 176\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mread_reply_from_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout_sec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mread_reply_from_input\u001b[0;34m(message_id, timeout_sec)\u001b[0m\n\u001b[1;32m 94\u001b[0m \u001b[0mreply\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_read_next_input_message\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 95\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreply\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_NOT_READY\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreply\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 96\u001b[0;31m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.025\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 97\u001b[0m \u001b[0;32mcontinue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 98\u001b[0m if (\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ] }, { "cell_type": "code", "source": [ "!pip install bertopic sentence_transformers umap hdbscan" ], "metadata": { "id": "bZaB0JSA_hZL" }, "id": "bZaB0JSA_hZL", "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "id": "30d46c7e", "metadata": { "id": "30d46c7e" }, "outputs": [], "source": [ "import os # Miscellaneous operating system interfaces\n", "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"\n", "\n", "from os.path import join # path joining\n", "from pathlib import Path # path joining\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import sklearn as sk\n", "from sklearn.cluster import KMeans\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import regex as re\n", "from scipy.cluster import hierarchy as sch\n", "\n", "import datetime\n", "import time\n", "import timeit\n", "import json\n", "import pickle\n", "\n", "import copy\n", "import random\n", "from itertools import chain" ] }, { "cell_type": "code", "execution_count": null, "id": "9d2d389d", "metadata": { "id": "9d2d389d", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b4c57902-7420-4ac9-af9b-30f85a223aec" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "[nltk_data] Downloading package wordnet to /root/nltk_data...\n", "[nltk_data] Downloading package punkt to /root/nltk_data...\n", "[nltk_data] Unzipping tokenizers/punkt.zip.\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "True" ] }, "metadata": {}, "execution_count": 4 } ], "source": [ "import nltk\n", "nltk.download('wordnet')\n", "nltk.download('punkt')" ] }, { "cell_type": "code", "execution_count": null, "id": "21649155", "metadata": { "id": "21649155" }, "outputs": [], "source": [ "import textblob\n", "from textblob import TextBlob\n", "from textblob.wordnet import Synset\n", "from textblob import Word\n", "from textblob.wordnet import VERB" ] }, { "cell_type": "code", "execution_count": null, "id": "41565640", "metadata": { "id": "41565640" }, "outputs": [], "source": [ "from bertopic import BERTopic\n", "from bertopic.vectorizers import ClassTfidfTransformer\n", "from bertopic.representation import KeyBERTInspired, MaximalMarginalRelevance\n", "from sklearn.datasets import fetch_20newsgroups\n", "from sklearn.feature_extraction.text import CountVectorizer\n", "from sentence_transformers import SentenceTransformer\n", "# from cuml.manifold import UMAP\n", "from umap import UMAP\n", "from hdbscan import HDBSCAN" ] }, { "cell_type": "code", "execution_count": null, "id": "47517afa", "metadata": { "id": "47517afa" }, "outputs": [], "source": [ "# working_dir = os.path.abspath(os.getcwd()) # path to current working directory\n", "working_dir = os.path.join(os.path.abspath(os.getcwd()),\"drive/MyDrive/TopicModeling/2024_03_03\")\n", "data_dir = os.path.join(working_dir, 'data')\n", "lib_dir = os.path.join(working_dir, 'libs')\n", "outer_output_dir = os.path.join(working_dir, 'outputs')\n", "\n", "output_dir_name = time.strftime('%Y_%m_%d')\n", "output_dir = os.path.join(outer_output_dir, output_dir_name)\n", "if not os.path.exists(output_dir):\n", " os.makedirs(output_dir)\n", "\n", "stopwords_path = os.path.join(data_dir, 'vietnamese_stopwords_dash.txt')\n", "\n", "\n", "# profile_news_path = os.path.join(output_dir, \"profile_news.html\")\n", "# profile_comments_path = os.path.join(output_dir, \"profile_comments.html\")" ] }, { "cell_type": "code", "execution_count": null, "id": "c8eb5d63", "metadata": { "id": "c8eb5d63" }, "outputs": [], "source": [ "# doc_source = 'tripadvisor'\n", "# doc_time = '2023_Dec_25'\n", "doc_source = 'vntourism_merge'\n", "doc_time = '2024_Jan_15'\n", "# doc_source = 'merge'\n", "# doc_time = '2024_Jan_22'\n", "doc_type = 'reviews'\n", "doc_level = 'sentence'\n", "\n", "zeroshot_topic_list = [\"Amenity\",\"Branding\",\"Experience\",\"Facility\",\"Loyalty\",\"Service\"]\n", "# zeroshot_topic_list = [\"brand\",\"reputation\",\"expectation\",\"disappoint\",\"overated\",\n", "# \"underated\",\"underdeliver\",\"promises\"]\n", "\n", "# Limit when looping over the numbers of topics\n", "# limit=11; start=10; step=1;\n", "\n", "# Collect file df_en_review_vntourism\n", "if doc_source == 'vntourism_merge':\n", " if doc_time == '2024_Jan_15':\n", " date_col = 'Date'\n", " df_reviews_path = os.path.join(data_dir, 'df_en_review_vntourism.csv')\n", " df_reviews = pd.read_csv(df_reviews_path, lineterminator='\\n')\n", " df_reviews = df_reviews.loc[df_reviews['year']>0]\n", "# df_reviews = df_reviews.sample(n=100000,random_state=0)\n", "\n", " if doc_type == 'reviews':\n", " df_doc = df_reviews\n", " df_doc['dates'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('M').\\\n", " dt.strftime('%Y-%m-%d')\n", "# timestamps = df_doc['dates'].to_list()\n", "# df_doc = df_doc.loc[(df_doc['dates']>='2020-04-01') & (df_doc['dates']<'2022-01-01')]\n", "\n", " df_doc['dates_yearly'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('Y').\\\n", " dt.strftime('%Y')\n", "\n", " df_doc['dates_quarterly'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('d').\\\n", " dt.strftime('%YQ%q')\n", "\n", " df_doc['dates_monthly'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('M').\\\n", " dt.strftime('%Y-%m')\n", "\n", " timestamps_dict = dict()\n", " timestamps_dict['yearly'] = df_doc['dates_yearly'].to_list()\n", " timestamps_dict['quarterly'] = df_doc['dates_quarterly'].to_list()\n", " timestamps_dict['monthly'] = df_doc['dates_monthly'].to_list()\n", " timestamps_dict['date'] = df_doc['dates'].to_list()\n", "\n", " target_col = 'normalized_content'\n", " df_documents = df_doc[target_col]\n", "\n", "\n", "# Collect file merge_final\n", "elif doc_source == 'merge':\n", " if doc_time == '2024_Jan_22':\n", " date_col = 'Date'\n", " df_reviews_path = os.path.join(data_dir, 'merge_final.csv')\n", " df_reviews = pd.read_csv(df_reviews_path, lineterminator='\\n')\n", " df_reviews = df_reviews.loc[df_reviews['year']>0]\n", "# df_reviews = df_reviews.sample(n=100000,random_state=0)\n", "# df_reviews = df_reviews.loc[df_reviews['source'] == 'tripadvisor']\n", " df_reviews = df_reviews.loc[df_reviews['language'] == 'English']\n", "\n", " if doc_type == 'reviews':\n", " df_doc = df_reviews\n", " df_doc['dates'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('M').\\\n", " dt.strftime('%Y-%m-%d')\n", "# timestamps = df_doc['dates'].to_list()\n", "# df_doc = df_doc.loc[(df_doc['dates']>='2020-04-01') & (df_doc['dates']<'2022-01-01')]\n", "\n", " df_doc['dates_yearly'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('Y').\\\n", " dt.strftime('%Y')\n", "\n", " df_doc['dates_quarterly'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('d').\\\n", " dt.strftime('%YQ%q')\n", "\n", " df_doc['dates_monthly'] = pd.to_datetime(df_doc[date_col],dayfirst=False,errors='coerce').\\\n", " dt.to_period('M').\\\n", " dt.strftime('%Y-%m')\n", "\n", " timestamps_dict = dict()\n", " timestamps_dict['yearly'] = df_doc['dates_yearly'].to_list()\n", " timestamps_dict['quarterly'] = df_doc['dates_quarterly'].to_list()\n", " timestamps_dict['monthly'] = df_doc['dates_monthly'].to_list()\n", " timestamps_dict['date'] = df_doc['dates'].to_list()\n", "\n", " target_col = 'normalized_content'\n", " df_documents = df_doc[target_col]\n", "\n", "\n" ] }, { "cell_type": "code", "source": [ "df_reviews.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 776 }, "id": "rPX3jkZLG2gU", "outputId": "e72f398f-399a-4404-c5fa-e2c16909236a" }, "id": "rPX3jkZLG2gU", "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " id_url Date month year \\\n", "0 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01 1 2023 \n", "1 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07 7 2022 \n", "2 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07 7 2022 \n", "3 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-06 6 2023 \n", "4 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01 1 2023 \n", "\n", " hotel_province normalized_score \\\n", "0 Sơn La 8.0 \n", "1 Sơn La 9.0 \n", "2 Sơn La 9.0 \n", "3 Sơn La 10.0 \n", "4 Sơn La 5.0 \n", "\n", " normalized_content normalized_title \\\n", "0 bad behaviour of one of the receptionist guy a... Rất tốt \n", "1 Breakfast was excellent. The gym was big enoug... Tuyệt hảo \n", "2 A bargain 5 star hotel and a big, comfortable ... Tuyệt hảo \n", "3 Staff was friendly, room was clean, great loca... Xuất sắc \n", "4 Nice furniture and shower Loud guests, thin walls Complicated \n", "\n", " language_code language ... \\\n", "0 en English ... \n", "1 en English ... \n", "2 en English ... \n", "3 en English ... \n", "4 en English ... \n", "\n", " hotel_address source \\\n", "0 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam booking \n", "1 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam booking \n", "2 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam booking \n", "3 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam booking \n", "4 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam booking \n", "\n", " name \\\n", "0 Mường Thanh Luxury Sơn La \n", "1 Mường Thanh Luxury Sơn La \n", "2 Mường Thanh Luxury Sơn La \n", "3 Mường Thanh Luxury Sơn La \n", "4 Mường Thanh Luxury Sơn La \n", "\n", " address star \\\n", "0 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "1 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "2 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "3 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "4 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "\n", " link_tripad dates dates_yearly \\\n", "0 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01-31 2023 \n", "1 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07-31 2022 \n", "2 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07-31 2022 \n", "3 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-06-30 2023 \n", "4 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01-31 2023 \n", "\n", " dates_quarterly dates_monthly \n", "0 2023Q1 2023-01 \n", "1 2022Q3 2022-07 \n", "2 2022Q3 2022-07 \n", "3 2023Q2 2023-06 \n", "4 2023Q1 2023-01 \n", "\n", "[5 rows x 22 columns]" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
id_urlDatemonthyearhotel_provincenormalized_scorenormalized_contentnormalized_titlelanguage_codelanguage...hotel_addresssourcenameaddressstarlink_tripaddatesdates_yearlydates_quarterlydates_monthly
0https://www.booking.com/hotel/vn/muong-thanh-g...2023-0112023Sơn La8.0bad behaviour of one of the receptionist guy a...Rất tốtenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2023-01-3120232023Q12023-01
1https://www.booking.com/hotel/vn/muong-thanh-g...2022-0772022Sơn La9.0Breakfast was excellent. The gym was big enoug...Tuyệt hảoenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2022-07-3120222022Q32022-07
2https://www.booking.com/hotel/vn/muong-thanh-g...2022-0772022Sơn La9.0A bargain 5 star hotel and a big, comfortable ...Tuyệt hảoenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2022-07-3120222022Q32022-07
3https://www.booking.com/hotel/vn/muong-thanh-g...2023-0662023Sơn La10.0Staff was friendly, room was clean, great loca...Xuất sắcenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2023-06-3020232023Q22023-06
4https://www.booking.com/hotel/vn/muong-thanh-g...2023-0112023Sơn La5.0Nice furniture and shower Loud guests, thin wallsComplicatedenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2023-01-3120232023Q12023-01
\n", "

5 rows × 22 columns

\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_reviews" } }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "execution_count": null, "id": "6278f867", "metadata": { "id": "6278f867", "outputId": "fa136e80-7e67-43c9-ae95-53dc1894a180" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Unnamed: 0sentencereview_iddatemonthlyquarterlyyearly
00bad behaviour of one of the receptionist guy a...02023-01-312023-012023Q12023
11Breakfast was excellent.12022-07-312022-072022Q32022
22The gym was big enough for 20 people Restauran...12022-07-312022-072022Q32022
33A bargain 5 star hotel and a big, comfortable ...22022-07-312022-072022Q32022
44Exceptional value for money and I couldn't rec...22022-07-312022-072022Q32022
........................
4916644916643 restaurants and 24 hour room service provide...858502017-08-312017-082017Q32017
49166549166516 room Spa.858502017-08-312017-082017Q32017
4916664916668 sauna rooms, indoor pool , fitness center ma...858502017-08-312017-082017Q32017
491667491667For less than $100 per night, it's a great deal.858502017-08-312017-082017Q32017
491668491668The views of Da Nang Bay and River are nice fr...858502017-08-312017-082017Q32017
\n", "

491669 rows × 7 columns

\n", "
" ], "text/plain": [ " Unnamed: 0 sentence \\\n", "0 0 bad behaviour of one of the receptionist guy a... \n", "1 1 Breakfast was excellent. \n", "2 2 The gym was big enough for 20 people Restauran... \n", "3 3 A bargain 5 star hotel and a big, comfortable ... \n", "4 4 Exceptional value for money and I couldn't rec... \n", "... ... ... \n", "491664 491664 3 restaurants and 24 hour room service provide... \n", "491665 491665 16 room Spa. \n", "491666 491666 8 sauna rooms, indoor pool , fitness center ma... \n", "491667 491667 For less than $100 per night, it's a great deal. \n", "491668 491668 The views of Da Nang Bay and River are nice fr... \n", "\n", " review_id date monthly quarterly yearly \n", "0 0 2023-01-31 2023-01 2023Q1 2023 \n", "1 1 2022-07-31 2022-07 2022Q3 2022 \n", "2 1 2022-07-31 2022-07 2022Q3 2022 \n", "3 2 2022-07-31 2022-07 2022Q3 2022 \n", "4 2 2022-07-31 2022-07 2022Q3 2022 \n", "... ... ... ... ... ... \n", "491664 85850 2017-08-31 2017-08 2017Q3 2017 \n", "491665 85850 2017-08-31 2017-08 2017Q3 2017 \n", "491666 85850 2017-08-31 2017-08 2017Q3 2017 \n", "491667 85850 2017-08-31 2017-08 2017Q3 2017 \n", "491668 85850 2017-08-31 2017-08 2017Q3 2017 \n", "\n", "[491669 rows x 7 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_test = pd.read_csv('/home/Tung/Projects/CIRTech_Hotel_Analytics/data/df_documents_reviews_sentence_2024_Jan_15.csv')\n", "df_test" ] }, { "cell_type": "code", "execution_count": null, "id": "0e9d70da", "metadata": { "id": "0e9d70da", "outputId": "48e62c4a-d530-42d1-bc6b-39b1d719be44" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
id_urlDatemonthyearhotel_provincenormalized_scorenormalized_contentnormalized_titlelanguage_codelanguage...hotel_addresssourcenameaddressstarlink_tripaddatesdates_yearlydates_quarterlydates_monthly
0https://www.booking.com/hotel/vn/muong-thanh-g...2023-0112023Sơn La8.0bad behaviour of one of the receptionist guy a...Rất tốtenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2023-01-3120232023Q12023-01
1https://www.booking.com/hotel/vn/muong-thanh-g...2022-0772022Sơn La9.0Breakfast was excellent. The gym was big enoug...Tuyệt hảoenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2022-07-3120222022Q32022-07
2https://www.booking.com/hotel/vn/muong-thanh-g...2022-0772022Sơn La9.0A bargain 5 star hotel and a big, comfortable ...Tuyệt hảoenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2022-07-3120222022Q32022-07
3https://www.booking.com/hotel/vn/muong-thanh-g...2023-0662023Sơn La10.0Staff was friendly, room was clean, great loca...Xuất sắcenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2023-06-3020232023Q22023-06
4https://www.booking.com/hotel/vn/muong-thanh-g...2023-0112023Sơn La5.0Nice furniture and shower Loud guests, thin wallsComplicatedenEnglish...2 To Hieu Street, To Hieu Ward, Sơn La, Việt NambookingMường Thanh Luxury Sơn LaSố 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ...5https://www.booking.com/hotel/vn/muong-thanh-g...2023-01-3120232023Q12023-01
..................................................................
85846https://www.tripadvisor.com.vn/Hotel_Review-g2...2018-0112018Đà Nẵng1.0It was terrible experience. First, When I rece...The worst room of my lifeenEnglish...16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N...tripadvisorZen Diamond Suites16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải...4https://www.tripadvisor.com.vn/Hotel_Review-g2...2018-01-3120182018Q12018-01
85847https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-11112017Đà Nẵng5.0We got the 2 bedroom suite which was spacious,...New and modern hotelenEnglish...16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N...tripadvisorZen Diamond Suites16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải...4https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-11-3020172017Q42017-11
85848https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-11112017Đà Nẵng5.0On September, I have joined the Tourism Promot...Modern & Classy Function around the HotelenEnglish...16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N...tripadvisorZen Diamond Suites16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải...4https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-11-3020172017Q42017-11
85849https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-0992017Đà Nẵng5.0The staff are very friendly and helpful with s...Fanstatic!enEnglish...16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N...tripadvisorZen Diamond Suites16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải...4https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-09-3020172017Q32017-09
85850https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-0882017Đà Nẵng4.0A Riverside hotel in a nice quiet neighborhood...Great bed, big kitchen, balcony, private livin...enEnglish...16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N...tripadvisorZen Diamond Suites16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải...4https://www.tripadvisor.com.vn/Hotel_Review-g2...2017-08-3120172017Q32017-08
\n", "

85851 rows × 22 columns

\n", "
" ], "text/plain": [ " id_url Date month \\\n", "0 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01 1 \n", "1 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07 7 \n", "2 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07 7 \n", "3 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-06 6 \n", "4 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01 1 \n", "... ... ... ... \n", "85846 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2018-01 1 \n", "85847 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-11 11 \n", "85848 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-11 11 \n", "85849 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-09 9 \n", "85850 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-08 8 \n", "\n", " year hotel_province normalized_score \\\n", "0 2023 Sơn La 8.0 \n", "1 2022 Sơn La 9.0 \n", "2 2022 Sơn La 9.0 \n", "3 2023 Sơn La 10.0 \n", "4 2023 Sơn La 5.0 \n", "... ... ... ... \n", "85846 2018 Đà Nẵng 1.0 \n", "85847 2017 Đà Nẵng 5.0 \n", "85848 2017 Đà Nẵng 5.0 \n", "85849 2017 Đà Nẵng 5.0 \n", "85850 2017 Đà Nẵng 4.0 \n", "\n", " normalized_content \\\n", "0 bad behaviour of one of the receptionist guy a... \n", "1 Breakfast was excellent. The gym was big enoug... \n", "2 A bargain 5 star hotel and a big, comfortable ... \n", "3 Staff was friendly, room was clean, great loca... \n", "4 Nice furniture and shower Loud guests, thin walls \n", "... ... \n", "85846 It was terrible experience. First, When I rece... \n", "85847 We got the 2 bedroom suite which was spacious,... \n", "85848 On September, I have joined the Tourism Promot... \n", "85849 The staff are very friendly and helpful with s... \n", "85850 A Riverside hotel in a nice quiet neighborhood... \n", "\n", " normalized_title language_code \\\n", "0 Rất tốt en \n", "1 Tuyệt hảo en \n", "2 Tuyệt hảo en \n", "3 Xuất sắc en \n", "4 Complicated en \n", "... ... ... \n", "85846 The worst room of my life en \n", "85847 New and modern hotel en \n", "85848 Modern & Classy Function around the Hotel en \n", "85849 Fanstatic! en \n", "85850 Great bed, big kitchen, balcony, private livin... en \n", "\n", " language ... hotel_address \\\n", "0 English ... 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam \n", "1 English ... 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam \n", "2 English ... 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam \n", "3 English ... 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam \n", "4 English ... 2 To Hieu Street, To Hieu Ward, Sơn La, Việt Nam \n", "... ... ... ... \n", "85846 English ... 16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N... \n", "85847 English ... 16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N... \n", "85848 English ... 16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N... \n", "85849 English ... 16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N... \n", "85850 English ... 16 Lý Thường Kiệt Thạch Thang, Hải Châu, Đà N... \n", "\n", " source name \\\n", "0 booking Mường Thanh Luxury Sơn La \n", "1 booking Mường Thanh Luxury Sơn La \n", "2 booking Mường Thanh Luxury Sơn La \n", "3 booking Mường Thanh Luxury Sơn La \n", "4 booking Mường Thanh Luxury Sơn La \n", "... ... ... \n", "85846 tripadvisor Zen Diamond Suites \n", "85847 tripadvisor Zen Diamond Suites \n", "85848 tripadvisor Zen Diamond Suites \n", "85849 tripadvisor Zen Diamond Suites \n", "85850 tripadvisor Zen Diamond Suites \n", "\n", " address star \\\n", "0 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "1 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "2 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "3 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "4 Số 2 đường Tô Hiệu, Phường Tô Hiệu, Sơn La, Sơ... 5 \n", "... ... ... \n", "85846 16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải... 4 \n", "85847 16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải... 4 \n", "85848 16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải... 4 \n", "85849 16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải... 4 \n", "85850 16 Lý Thường Kiệt, Phường Thanh Bình, Quận Hải... 4 \n", "\n", " link_tripad dates \\\n", "0 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01-31 \n", "1 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07-31 \n", "2 https://www.booking.com/hotel/vn/muong-thanh-g... 2022-07-31 \n", "3 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-06-30 \n", "4 https://www.booking.com/hotel/vn/muong-thanh-g... 2023-01-31 \n", "... ... ... \n", "85846 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2018-01-31 \n", "85847 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-11-30 \n", "85848 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-11-30 \n", "85849 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-09-30 \n", "85850 https://www.tripadvisor.com.vn/Hotel_Review-g2... 2017-08-31 \n", "\n", " dates_yearly dates_quarterly dates_monthly \n", "0 2023 2023Q1 2023-01 \n", "1 2022 2022Q3 2022-07 \n", "2 2022 2022Q3 2022-07 \n", "3 2023 2023Q2 2023-06 \n", "4 2023 2023Q1 2023-01 \n", "... ... ... ... \n", "85846 2018 2018Q1 2018-01 \n", "85847 2017 2017Q4 2017-11 \n", "85848 2017 2017Q4 2017-11 \n", "85849 2017 2017Q3 2017-09 \n", "85850 2017 2017Q3 2017-08 \n", "\n", "[85851 rows x 22 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_doc" ] }, { "cell_type": "code", "execution_count": null, "id": "c281d491", "metadata": { "id": "c281d491" }, "outputs": [], "source": [ "# random.seed(1)\n", "target_col = 'normalized_content'\n", "\n", "def flatten_comprehension(matrix):\n", " return [item for row in matrix for item in row]\n", "\n", "if doc_level == 'sentence':\n", "# num_sent = [len(TextBlob(row).sentences) for row in df_doc[target_col]]\n", "# df_documents = pd.Series(flatten_comprehension([[str(sentence) for sentence in TextBlob(row).sentences] for row in df_documents]))\n", "\n", " # Split sentence which \".\"\n", " ll_sent = [[str(sent) for sent in nltk.sent_tokenize(row,language='english')] for row in df_doc[target_col]]\n", "\n", " # Count number sentence for each comment\n", " num_sent = [len(x) for x in ll_sent]\n", "\n", " # Flat m' sentence in N comment to m'*N comment\n", " df_documents = pd.Series(flatten_comprehension([x for x in ll_sent]))\n", "\n", "# timestamps = list(chain.from_iterable(n*[item] for item, n in zip(timestamps, num_sent)))\n", "\n", " # Copy timestamp features to number sentence times for each comment and flatten them adopt with new m'*N comment\n", " for key in timestamps_dict.keys():\n", " timestamps_dict[key] = list(chain.from_iterable(n*[item] for item, n in zip(timestamps_dict[key], num_sent)))\n", "# time_slice = df_doc['year'].value_counts().sort_index().tolist()\n", "# time_slice = np.diff([np.cumsum(num_sent)[n-1] for n in np.cumsum(time_slice)],prepend=0).tolist()\n", "elif doc_level == 'whole':\n", " df_documents" ] }, { "cell_type": "code", "execution_count": null, "id": "9d866f6d", "metadata": { "id": "9d866f6d", "outputId": "556d39ee-00ae-4f18-9631-6ea8a93ac77b", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0 bad behaviour of one of the receptionist guy a...\n", "1 Breakfast was excellent.\n", "2 The gym was big enough for 20 people Restauran...\n", "3 A bargain 5 star hotel and a big, comfortable ...\n", "4 Exceptional value for money and I couldn't rec...\n", " ... \n", "491664 3 restaurants and 24 hour room service provide...\n", "491665 16 room Spa.\n", "491666 8 sauna rooms, indoor pool , fitness center ma...\n", "491667 For less than $100 per night, it's a great deal.\n", "491668 The views of Da Nang Bay and River are nice fr...\n", "Length: 491669, dtype: object" ] }, "metadata": {}, "execution_count": 10 } ], "source": [ "df_documents" ] }, { "cell_type": "code", "execution_count": null, "id": "f67053f8", "metadata": { "id": "f67053f8" }, "outputs": [], "source": [ "# Copy id features to number sentence times for each comment and flatten them adopt with new m'*N comment\n", "sent_id_ll = [[j]*num_sent[i] for i,j in enumerate(df_doc.index)]\n", "sent_id = flatten_comprehension(sent_id_ll)" ] }, { "cell_type": "code", "execution_count": null, "id": "65b0288a", "metadata": { "scrolled": true, "id": "65b0288a", "outputId": "68758cfb-2bdc-4f4a-a0d8-3ff2eaf0fd60", "colab": { "base_uri": "https://localhost:8080/", "height": 597 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " sentence review_id \\\n", "0 bad behaviour of one of the receptionist guy a... 0 \n", "1 Breakfast was excellent. 1 \n", "2 The gym was big enough for 20 people Restauran... 1 \n", "3 A bargain 5 star hotel and a big, comfortable ... 2 \n", "4 Exceptional value for money and I couldn't rec... 2 \n", "... ... ... \n", "491664 3 restaurants and 24 hour room service provide... 85850 \n", "491665 16 room Spa. 85850 \n", "491666 8 sauna rooms, indoor pool , fitness center ma... 85850 \n", "491667 For less than $100 per night, it's a great deal. 85850 \n", "491668 The views of Da Nang Bay and River are nice fr... 85850 \n", "\n", " date monthly quarterly yearly \n", "0 2023-01-31 2023-01 2023Q1 2023 \n", "1 2022-07-31 2022-07 2022Q3 2022 \n", "2 2022-07-31 2022-07 2022Q3 2022 \n", "3 2022-07-31 2022-07 2022Q3 2022 \n", "4 2022-07-31 2022-07 2022Q3 2022 \n", "... ... ... ... ... \n", "491664 2017-08-31 2017-08 2017Q3 2017 \n", "491665 2017-08-31 2017-08 2017Q3 2017 \n", "491666 2017-08-31 2017-08 2017Q3 2017 \n", "491667 2017-08-31 2017-08 2017Q3 2017 \n", "491668 2017-08-31 2017-08 2017Q3 2017 \n", "\n", "[491669 rows x 6 columns]" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sentencereview_iddatemonthlyquarterlyyearly
0bad behaviour of one of the receptionist guy a...02023-01-312023-012023Q12023
1Breakfast was excellent.12022-07-312022-072022Q32022
2The gym was big enough for 20 people Restauran...12022-07-312022-072022Q32022
3A bargain 5 star hotel and a big, comfortable ...22022-07-312022-072022Q32022
4Exceptional value for money and I couldn't rec...22022-07-312022-072022Q32022
.....................
4916643 restaurants and 24 hour room service provide...858502017-08-312017-082017Q32017
49166516 room Spa.858502017-08-312017-082017Q32017
4916668 sauna rooms, indoor pool , fitness center ma...858502017-08-312017-082017Q32017
491667For less than $100 per night, it's a great deal.858502017-08-312017-082017Q32017
491668The views of Da Nang Bay and River are nice fr...858502017-08-312017-082017Q32017
\n", "

491669 rows × 6 columns

\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "\n", "
\n", " \n", " \n", " \n", "
\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_doc_out" } }, "metadata": {}, "execution_count": 12 } ], "source": [ "# Define a new data frame with new m'*N comment\n", "df_doc_out = pd.DataFrame({'sentence':df_documents, 'review_id':sent_id, 'date':timestamps_dict['date'],\n", " 'monthly':timestamps_dict['monthly'], 'quarterly':timestamps_dict['quarterly'],\n", " 'yearly':timestamps_dict['yearly']})\n", "df_doc_out" ] }, { "cell_type": "code", "execution_count": null, "id": "29d371ae", "metadata": { "id": "29d371ae" }, "outputs": [], "source": [ "# Make new directories output of bertopic\n", "# output_subdir_name = 'bertopic_'+doc_type+'_'+doc_level+'_'+doc_time\n", "output_subdir_name = 'bertopic2_'+doc_type+'_'+doc_level+'_'+doc_time\n", "output_subdir = os.path.join(output_dir, output_subdir_name)\n", "if not os.path.exists(output_subdir):\n", " os.makedirs(output_subdir)" ] }, { "cell_type": "code", "execution_count": null, "id": "25f1aa01", "metadata": { "id": "25f1aa01", "colab": { "base_uri": "https://localhost:8080/", "height": 337, "referenced_widgets": [ "1f8366fe67124b138783181e8bdb2fc7", "609abc5c3d524aaba2078143371a7f72", "8c2c918c48d74e72985b6f21d5595bc2", "ee361030eb274f2bb5f48f669dceca4e", "c3c33ca2b4e644f88b11d9f30f99d184", "6d5c243d23194449841f2eb242d26a63", "a1eb95ecedc6421dbf3755f07b7287f1", "598cf526e0bf40af8f86dbbc715143c3", "bedcd18a84b54b67bd6d04c87b8d5a00", "7bbfa522d46044e697bbb4e9484cf22f", "3923be2681f6455fa1ceb420d7c9e0fc", "75dfb46db30244269b4dff387f6581ce", "e9e81918be214e4abb309700e51cc12b", "afcb9baa5e7942a484f9719dcf3e3044", "7b1ad42320d249cc827b50193d1e6014", "c7c67f521c5f44c594056142c65cf768", "400a4adb195b40c4b377b240c45e98c1", "081b0c10ae4a427d9b62808ddef870b1", "411078b7c7b34eae96a347250fff7fb5", "98089a328fd649e1aac43aac17874f50", "1a52b094d00349dcac270211d92de66e", "5d4a77c2971d4769824c2d94460e4e65", "04eea9d71a2f4268ab9cfae4ab045e1c", "446ad8b83f4c4da79e27e5e11c39d94a", "774b1c05754c4c549f7a600f6f9a6979", "347d2f6641134e3c8e13d48d4b4c6324", "b8625d4f5038490fb3eec996ae89637b", "2e14c09f86c940f0a038d18d0b6af62f", "4cf2c11c889348329ce6e8dc3f4fa300", "eba7deac095a4be6abefd779bba34721", "40c6e6560a1541c3948d11c520140750", "d16f61f2930842499f88e8e1bbb7416d", "6626f643e376420db1639fe58247c7c4", "4ec0239c955f429d85d10632b7c45d01", "05578110ac66410eacab842741a74360", "409b8c99f6d94c64ae641af9c19d6542", "06e886eac6474f8792d2534c0010626e", "f60a1fddd3e0498089a6f31a19f77e0a", "61cac86ecec04a39be9dc1095b665746", "a209e63408364ac9aa690f5b068458f4", "1e082a8585954fcf9d75d94a36fe1a97", "b49a305797ee42da80f9753997998d57", "9769e762390f421aba7986d309be0e74", "b52026af1c0447bbb361a7f133edfb5e", "d84898edaf524a37be78c35fed017fbc", "9149e81b8943484985445705b1fb3377", "8e587f7bf9254a3aafd6b8b8f3ad82d7", "d6a042d1ad8142698eeaef1be31a031b", "39b60f3f82b442219d23a8b298391846", "21729391f5eb4af38b2afd8c0a62cd62", "eaa05d5f0e924b12a30107d9a6f3d929", "ecaa6b34a62f4881993edf7e1262af86", "3f134c1958a842afac799a42e54eaa17", "4a2fcf13926544f5822164baaf173449", "31325e1f3d054a779e5081bf1ae3f5e9", "1b583f844a3f404ca379273e8b9a74c7", "40669ba642e740649b088ffbd4e34ab9", "52f2ab7f99a849c780953baa0527feee", "633f34bfbde4486b8267df580125b208", "c0d771439dd14b04b80f3891e6a69f9b", "ede91dc91bc4413db7708b427f0663a9", "d2f920a41ffc46e88b843b83ff3ea2fc", "3d184fea38b54e55895c205e96da3bf7", "df9c8e27a8c44f0b82e3196f3427e525", "433f003a231e4698b570256a49634a6f", "17a713f33d3743228435f2a08d809348", "caa6bd1e62b64fb7b4dd4ecf7f92dc31", "9786e8fc64894c8caa5790b4ef7c8b4b", "ef0a107a2e5540b0ad5013f0a94e11db", "27542482fc95484a8a9fca93cb6ca8a1", "9b11f476bd254780b8103fb1fcf908ef", "c9ec2ed7418748a0b717186941673bc7", "596cb21e3acd49c8995d51c5a4f80c05", "af8fd2114daf4a89bca485cf472176a6", "b5f538b251a7424c82e7ba996c01f6f2", "a41e6c7b6e5d470580f47014d4e6c251", "1fd90a7b98604bb1967d403f7e0fa1e7", "d1da3fc43f49434db39d17b4f305cecb", "3d7beec5c583488fbed8c32f8bf34067", "548332bd21714163969717c85f7a6fee", "2d3ebe2b8cb44334a2f19b1bd00e4eb4", "95fa2ddf2b984a6cbd1d279cb362c2b1", "25c692020f2a496fbd73ffd80bfd880c", "a8319e124de044298c7f6b9214b12727", "46591eff7cca40ed9465603aa0096f6d", "c51f747b38664c2ba38bc089531dc0e4", "74d7dd4870b7421abde6178fe9362b67", "003192a2f2f9494993c83613d015d876", "2f613def580847cf9ec4d2bf80c2720c", "94f33868c6cf4e488ae3813b187b90a8", "5d07fe7ad6d94f21b8156d8076c640d0", "36d8d2dcf30c40158fbdca2ad36c1397", "b3625f84a455406fb267f9534878bf73", "f948b6b57ae845d39d822f9ab0666282", "daed1819542940a48cc3cff58d728f47", "f40a768a944b4291aa27a6f191417b80", "5a703e034364456194254aea5eaff505", "3064a60178354220aa48e0466852a9f6", "ce66b381810244f38da499da94033b1c", "66766c0d26644a7e97caedf60f40992e", "9266ceeddf0f49849b6ebbc6c85402af", "87438bd8b83442f99fea09e5764ec1d4", "0cda56fb8e05470c86f630ffd4e71b8a", "cc337937969043d1905acc5df6346fab", "1578de759b3d4b919246943df903697d", "1e429886b36648daa2c44ad0b4fab69b", "a7b90af5a8884162a0a36e014ccacd9d", "d1241181156248e9932fe6e57d5dce48", "65e653be3b0948eda9131e8ef23121dd", "e814e635bae143f2b2b19e0d67b76f4d" ] }, "outputId": "2f2cf436-12e9-4e61-be84-8ae8ca136be4" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "modules.json: 0%| | 0.00/385 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TopicCountNameRepresentationRepresentative_Docs
00206051Facility[hotel, staff, great, clean, comfortable, spac...[Good location and friendly staff., It is a ni...
11100454Amenity[pool, bar, stayed, rooftop, beautiful, river,...[Rooftop pool was great., The new roof bar is ...
2287904Service[service, helpful, friendly, excellent, food, ...[Service is great…, Service at the hotel was t...
3372173Experience[experience, breakfast, stayed, great, hotel, ...[We had a really good experience staying here ...
4421874Loyalty[definitely, staying, feel, return, time, than...[I would stay there again., Would stay again.,...
553213Branding[design, breakfast, selection, business, weste...[Western breakfast style with limited food cho...
\n", "" ], "text/plain": [ " Topic Count Name \\\n", "0 0 206051 Facility \n", "1 1 100454 Amenity \n", "2 2 87904 Service \n", "3 3 72173 Experience \n", "4 4 21874 Loyalty \n", "5 5 3213 Branding \n", "\n", " Representation \\\n", "0 [hotel, staff, great, clean, comfortable, spac... \n", "1 [pool, bar, stayed, rooftop, beautiful, river,... \n", "2 [service, helpful, friendly, excellent, food, ... \n", "3 [experience, breakfast, stayed, great, hotel, ... \n", "4 [definitely, staying, feel, return, time, than... \n", "5 [design, breakfast, selection, business, weste... \n", "\n", " Representative_Docs \n", "0 [Good location and friendly staff., It is a ni... \n", "1 [Rooftop pool was great., The new roof bar is ... \n", "2 [Service is great…, Service at the hotel was t... \n", "3 [We had a really good experience staying here ... \n", "4 [I would stay there again., Would stay again.,... \n", "5 [Western breakfast style with limited food cho... " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topic_info = topic_model.get_topic_info()\n", "topic_info" ] }, { "cell_type": "code", "execution_count": null, "id": "fed97312", "metadata": { "id": "fed97312" }, "outputs": [], "source": [ "topic_info_path_out = os.path.join(output_subdir, 'topic_info_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", "topic_info.to_csv(topic_info_path_out, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "82711d71", "metadata": { "id": "82711d71", "outputId": "39d21250-57b9-4c2f-b505-2ae98362ac12" }, "outputs": [ { "data": { "text/plain": [ "[('hotel', 0.0838458775620473),\n", " ('staff', 0.048821880780026645),\n", " ('great', 0.039450933544986605),\n", " ('clean', 0.03263418268156487),\n", " ('comfortable', 0.02744848195218009),\n", " ('spacious', 0.022347819310736722),\n", " ('food', 0.021462314465938177),\n", " ('area', 0.01968593073284058),\n", " ('view', 0.018587568682767414),\n", " ('saigon', 0.01605042658141907)]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topic_model.get_topic(0)" ] }, { "cell_type": "code", "execution_count": null, "id": "b62aa0f8", "metadata": { "scrolled": true, "id": "b62aa0f8", "outputId": "69b574a9-68f1-4044-bf4c-06e3cf7808e3" }, "outputs": [ { "data": { "text/plain": [ "{'Main': {0: [('hotel', 0.0838458775620473),\n", " ('staff', 0.048821880780026645),\n", " ('great', 0.039450933544986605),\n", " ('clean', 0.03263418268156487),\n", " ('comfortable', 0.02744848195218009),\n", " ('spacious', 0.022347819310736722),\n", " ('food', 0.021462314465938177),\n", " ('area', 0.01968593073284058),\n", " ('view', 0.018587568682767414),\n", " ('saigon', 0.01605042658141907)],\n", " 1: [('pool', 0.05129978085516329),\n", " ('bar', 0.03248587833185311),\n", " ('stayed', 0.0321622658591459),\n", " ('rooftop', 0.027593646756645766),\n", " ('beautiful', 0.02134809841571478),\n", " ('river', 0.020371208796398844),\n", " ('views', 0.01854301117439136),\n", " ('really', 0.017917442128517584),\n", " ('spa', 0.017674240816959542),\n", " ('hotels', 0.01734189121491693)],\n", " 2: [('service', 0.128363277701716),\n", " ('helpful', 0.06464952230547015),\n", " ('friendly', 0.05171889493919895),\n", " ('excellent', 0.03145694944174097),\n", " ('food', 0.029773412294195636),\n", " ('hotel', 0.02172128292915427),\n", " ('taxi', 0.016974294224178076),\n", " ('staffs', 0.016321393142184837),\n", " ('concierge', 0.015027272484310314),\n", " ('mr', 0.01483219308113228)],\n", " 3: [('experience', 0.05949783412539542),\n", " ('breakfast', 0.04588658312636322),\n", " ('stayed', 0.04065079914274935),\n", " ('great', 0.027936605473351653),\n", " ('hotel', 0.026372452528469932),\n", " ('saigon', 0.023729680688287052),\n", " ('days', 0.02022374594503909),\n", " ('staff', 0.017952527743285113),\n", " ('buffet', 0.016558822004642877),\n", " ('visit', 0.016552246793435203)],\n", " 4: [('definitely', 0.07115894224127707),\n", " ('staying', 0.027848748509734764),\n", " ('feel', 0.025758918279324514),\n", " ('return', 0.02514705895623634),\n", " ('time', 0.0244640297711297),\n", " ('thank', 0.02237049613487872),\n", " ('loved', 0.02230337123098458),\n", " ('club', 0.01819841491622171),\n", " ('family', 0.017414059596575254),\n", " ('left', 0.016616761518206173)],\n", " 5: [('design', 0.06980178325167705),\n", " ('breakfast', 0.06405324320233266),\n", " ('selection', 0.031862019559792044),\n", " ('business', 0.020531279737124934),\n", " ('western', 0.01932376683302957),\n", " ('brands', 0.019215588109151777),\n", " ('wide', 0.01907242512381193),\n", " ('taste', 0.018686095935791566),\n", " ('modern', 0.016563005586550245),\n", " ('vietnamese', 0.01521904829810555)]}}" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topic_keyword_weights = topic_model.get_topics(full=True)\n", "topic_keyword_weights" ] }, { "cell_type": "code", "execution_count": null, "id": "380ec379", "metadata": { "id": "380ec379" }, "outputs": [], "source": [ "topic_keyword_weights_path_out = os.path.join(output_subdir, 'topic_keyword_weights_'+doc_type+'_'+doc_level+'_'+doc_time+'.json')\n", "with open(topic_keyword_weights_path_out, 'w', encoding=\"utf-8\") as f:\n", " f.write(json.dumps(str(topic_keyword_weights),indent=4, ensure_ascii=False))" ] }, { "cell_type": "code", "execution_count": null, "id": "2356c489", "metadata": { "id": "2356c489" }, "outputs": [], "source": [ "df_topics = topic_model.get_document_info(df_documents)" ] }, { "cell_type": "code", "execution_count": null, "id": "089368fc", "metadata": { "id": "089368fc" }, "outputs": [], "source": [ "df_doc_out = pd.concat([df_topics,df_doc_out.loc[:,\"review_id\":]],axis=1)" ] }, { "cell_type": "code", "execution_count": null, "id": "457e6c92", "metadata": { "id": "457e6c92", "outputId": "6cb80351-2e4b-4380-b9af-302da5930724" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DocumentTopicNameRepresentationRepresentative_DocsTop_n_wordsRepresentative_documentreview_iddatemonthlyquarterlyyearly
0bad behaviour of one of the receptionist guy a...1Amenity[pool, bar, stayed, rooftop, beautiful, river,...[Rooftop pool was great., The new roof bar is ...pool - bar - stayed - rooftop - beautiful - ri...False02023-01-312023-012023Q12023
1Breakfast was excellent.3Experience[experience, breakfast, stayed, great, hotel, ...[We had a really good experience staying here ...experience - breakfast - stayed - great - hote...False12022-07-312022-072022Q32022
2The gym was big enough for 20 people Restauran...0Facility[hotel, staff, great, clean, comfortable, spac...[Good location and friendly staff., It is a ni...hotel - staff - great - clean - comfortable - ...False12022-07-312022-072022Q32022
3A bargain 5 star hotel and a big, comfortable ...0Facility[hotel, staff, great, clean, comfortable, spac...[Good location and friendly staff., It is a ni...hotel - staff - great - clean - comfortable - ...False22022-07-312022-072022Q32022
4Exceptional value for money and I couldn't rec...0Facility[hotel, staff, great, clean, comfortable, spac...[Good location and friendly staff., It is a ni...hotel - staff - great - clean - comfortable - ...False22022-07-312022-072022Q32022
.......................................
4916643 restaurants and 24 hour room service provide...2Service[service, helpful, friendly, excellent, food, ...[Service is great…, Service at the hotel was t...service - helpful - friendly - excellent - foo...False858502017-08-312017-082017Q32017
49166516 room Spa.0Facility[hotel, staff, great, clean, comfortable, spac...[Good location and friendly staff., It is a ni...hotel - staff - great - clean - comfortable - ...False858502017-08-312017-082017Q32017
4916668 sauna rooms, indoor pool , fitness center ma...0Facility[hotel, staff, great, clean, comfortable, spac...[Good location and friendly staff., It is a ni...hotel - staff - great - clean - comfortable - ...False858502017-08-312017-082017Q32017
491667For less than $100 per night, it's a great deal.0Facility[hotel, staff, great, clean, comfortable, spac...[Good location and friendly staff., It is a ni...hotel - staff - great - clean - comfortable - ...False858502017-08-312017-082017Q32017
491668The views of Da Nang Bay and River are nice fr...1Amenity[pool, bar, stayed, rooftop, beautiful, river,...[Rooftop pool was great., The new roof bar is ...pool - bar - stayed - rooftop - beautiful - ri...False858502017-08-312017-082017Q32017
\n", "

491669 rows × 12 columns

\n", "
" ], "text/plain": [ " Document Topic Name \\\n", "0 bad behaviour of one of the receptionist guy a... 1 Amenity \n", "1 Breakfast was excellent. 3 Experience \n", "2 The gym was big enough for 20 people Restauran... 0 Facility \n", "3 A bargain 5 star hotel and a big, comfortable ... 0 Facility \n", "4 Exceptional value for money and I couldn't rec... 0 Facility \n", "... ... ... ... \n", "491664 3 restaurants and 24 hour room service provide... 2 Service \n", "491665 16 room Spa. 0 Facility \n", "491666 8 sauna rooms, indoor pool , fitness center ma... 0 Facility \n", "491667 For less than $100 per night, it's a great deal. 0 Facility \n", "491668 The views of Da Nang Bay and River are nice fr... 1 Amenity \n", "\n", " Representation \\\n", "0 [pool, bar, stayed, rooftop, beautiful, river,... \n", "1 [experience, breakfast, stayed, great, hotel, ... \n", "2 [hotel, staff, great, clean, comfortable, spac... \n", "3 [hotel, staff, great, clean, comfortable, spac... \n", "4 [hotel, staff, great, clean, comfortable, spac... \n", "... ... \n", "491664 [service, helpful, friendly, excellent, food, ... \n", "491665 [hotel, staff, great, clean, comfortable, spac... \n", "491666 [hotel, staff, great, clean, comfortable, spac... \n", "491667 [hotel, staff, great, clean, comfortable, spac... \n", "491668 [pool, bar, stayed, rooftop, beautiful, river,... \n", "\n", " Representative_Docs \\\n", "0 [Rooftop pool was great., The new roof bar is ... \n", "1 [We had a really good experience staying here ... \n", "2 [Good location and friendly staff., It is a ni... \n", "3 [Good location and friendly staff., It is a ni... \n", "4 [Good location and friendly staff., It is a ni... \n", "... ... \n", "491664 [Service is great…, Service at the hotel was t... \n", "491665 [Good location and friendly staff., It is a ni... \n", "491666 [Good location and friendly staff., It is a ni... \n", "491667 [Good location and friendly staff., It is a ni... \n", "491668 [Rooftop pool was great., The new roof bar is ... \n", "\n", " Top_n_words \\\n", "0 pool - bar - stayed - rooftop - beautiful - ri... \n", "1 experience - breakfast - stayed - great - hote... \n", "2 hotel - staff - great - clean - comfortable - ... \n", "3 hotel - staff - great - clean - comfortable - ... \n", "4 hotel - staff - great - clean - comfortable - ... \n", "... ... \n", "491664 service - helpful - friendly - excellent - foo... \n", "491665 hotel - staff - great - clean - comfortable - ... \n", "491666 hotel - staff - great - clean - comfortable - ... \n", "491667 hotel - staff - great - clean - comfortable - ... \n", "491668 pool - bar - stayed - rooftop - beautiful - ri... \n", "\n", " Representative_document review_id date monthly quarterly \\\n", "0 False 0 2023-01-31 2023-01 2023Q1 \n", "1 False 1 2022-07-31 2022-07 2022Q3 \n", "2 False 1 2022-07-31 2022-07 2022Q3 \n", "3 False 2 2022-07-31 2022-07 2022Q3 \n", "4 False 2 2022-07-31 2022-07 2022Q3 \n", "... ... ... ... ... ... \n", "491664 False 85850 2017-08-31 2017-08 2017Q3 \n", "491665 False 85850 2017-08-31 2017-08 2017Q3 \n", "491666 False 85850 2017-08-31 2017-08 2017Q3 \n", "491667 False 85850 2017-08-31 2017-08 2017Q3 \n", "491668 False 85850 2017-08-31 2017-08 2017Q3 \n", "\n", " yearly \n", "0 2023 \n", "1 2022 \n", "2 2022 \n", "3 2022 \n", "4 2022 \n", "... ... \n", "491664 2017 \n", "491665 2017 \n", "491666 2017 \n", "491667 2017 \n", "491668 2017 \n", "\n", "[491669 rows x 12 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_doc_out" ] }, { "cell_type": "code", "execution_count": null, "id": "da7d05cf", "metadata": { "id": "da7d05cf" }, "outputs": [], "source": [ "df_doc_out_path = os.path.join(output_subdir, 'df_documents_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", "df_doc_out.to_csv(df_doc_out_path, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "f8c68a50", "metadata": { "id": "f8c68a50" }, "outputs": [], "source": [ "df_doc_path = os.path.join(output_subdir, 'df_docs_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", "df_doc.to_csv(df_doc_path, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "afd991b1", "metadata": { "id": "afd991b1", "outputId": "b019892e-339c-4cea-e061-53c75835e60e" }, "outputs": [ { "data": { "text/plain": [ "{'calculate_probabilities': False,\n", " 'ctfidf_model': ClassTfidfTransformer(),\n", " 'embedding_model': ,\n", " 'hdbscan_model': ,\n", " 'language': None,\n", " 'low_memory': True,\n", " 'min_topic_size': 10,\n", " 'n_gram_range': (1, 1),\n", " 'nr_topics': None,\n", " 'representation_model': MaximalMarginalRelevance(diversity=0.7),\n", " 'seed_topic_list': None,\n", " 'top_n_words': 10,\n", " 'umap_model': ,\n", " 'vectorizer_model': CountVectorizer(stop_words='english'),\n", " 'verbose': False,\n", " 'zeroshot_min_similarity': 0.7,\n", " 'zeroshot_topic_list': None}" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_params = topic_model.get_params()\n", "model_params" ] }, { "cell_type": "code", "execution_count": null, "id": "78a5687f", "metadata": { "id": "78a5687f" }, "outputs": [], "source": [ "model_params_path_txt_out = os.path.join(output_subdir, 'model_params_'+doc_type+'_'+doc_level+'_'+doc_time+'.txt')\n", "with open(model_params_path_txt_out, 'w', encoding=\"utf-8\") as f:\n", " f.write(json.dumps(str(model_params),indent=4, ensure_ascii=False))" ] }, { "cell_type": "code", "execution_count": null, "id": "942ab534", "metadata": { "id": "942ab534" }, "outputs": [], "source": [ "# model_params_path_pkl_out = os.path.join(output_subdir, 'model_params_'+doc_type+'_'+doc_level+'_'+doc_time+'.pkl')\n", "# with open(model_params_path_pkl_out, 'wb') as f:\n", "# pickle.dump(model_params,f,protocol=5)" ] }, { "cell_type": "code", "execution_count": null, "id": "ff967a02", "metadata": { "id": "ff967a02", "outputId": "59c014c5-5598-4551-baed-27c0374fd0ff" }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 0, "hotel | staff | great | clean | comfortable", 206051 ], [ 1, "pool | bar | stayed | rooftop | beautiful", 100454 ], [ 2, "service | helpful | friendly | excellent | food", 87904 ], [ 3, "experience | breakfast | stayed | great | hotel", 72173 ], [ 4, "definitely | staying | feel | return | time", 21874 ], [ 5, "design | breakfast | selection | business | western", 3213 ] ], "hovertemplate": "Topic %{customdata[0]}
%{customdata[1]}
Size: %{customdata[2]}", "legendgroup": "", "marker": { "color": "#B0BEC5", "line": { "color": "DarkSlateGrey", "width": 2 }, "size": [ 206051, 100454, 87904, 72173, 21874, 3213 ], "sizemode": "area", "sizeref": 128.781875, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 16.49807357788086, 16.12413215637207, -3.0060534477233887, -2.9860520362854004, -2.600278615951538, -3.4523913860321045 ], "xaxis": "x", "y": [ 4.380208492279053, 4.7542948722839355, 3.2474114894866943, 0.9972361922264099, 1.6145195960998535, 1.486185073852539 ], "yaxis": "y" } ], "layout": { "annotations": [ { "showarrow": false, "text": "D1", "x": -3.97025009393692, "y": 3.157544933259487, "yshift": 10 }, { "showarrow": false, "text": "D2", "x": 7.501267260313035, "xshift": 10, "y": 5.467439103126526 } ], "height": 650, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "margin": { "t": 60 }, "shapes": [ { "line": { "color": "#CFD8DC", "width": 2 }, "type": "line", "x0": 7.501267260313035, "x1": 7.501267260313035, "y0": 0.8476507633924484, "y1": 5.467439103126526 }, { "line": { "color": "#9E9E9E", "width": 2 }, "type": "line", "x0": -3.97025009393692, "x1": 18.97278461456299, "y0": 3.157544933259487, "y1": 3.157544933259487 } ], "sliders": [ { "active": 0, "pad": { "t": 50 }, "steps": [ { "args": [ { "marker.color": [ [ "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 0", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 1", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 2", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 3", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5" ] ] } ], "label": "Topic 4", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red" ] ] } ], "label": "Topic 5", "method": "update" } ] } ], "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Intertopic Distance Map", "x": 0.5, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 650, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "range": [ -3.97025009393692, 18.97278461456299 ], "title": { "text": "" }, "visible": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "range": [ 0.8476507633924484, 5.467439103126526 ], "title": { "text": "" }, "visible": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = topic_model.visualize_topics()\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "906dca95", "metadata": { "id": "906dca95" }, "outputs": [], "source": [ "vis_save_dir = os.path.join(output_subdir, 'bertopic_vis_'+doc_type+'_'+doc_level+'_'+doc_time+'.html')\n", "fig.write_html(vis_save_dir)" ] }, { "cell_type": "code", "execution_count": null, "id": "3713ef7b", "metadata": { "id": "3713ef7b" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "a07c9ea9", "metadata": { "id": "a07c9ea9" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "a3b4c541", "metadata": { "id": "a3b4c541", "outputId": "8e614d3a-3f40-42c7-b972-500c6e7136b1" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 18.11it/s]\n" ] } ], "source": [ "# Hierarchical topics\n", "# https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html\n", "linkage_function = lambda x: sch.linkage(x, 'average', optimal_ordering=True)\n", "hierarchical_topics = topic_model.hierarchical_topics(df_documents, linkage_function=linkage_function)\n", "# hierarchical_topics" ] }, { "cell_type": "code", "execution_count": null, "id": "def9cc9e", "metadata": { "id": "def9cc9e", "outputId": "4ab146ef-d40b-46ba-c2b0-d42ce8328cf5" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Parent_IDParent_NameTopicsChild_Left_IDChild_Left_NameChild_Right_IDChild_Right_NameDistance
410hotel_staff_breakfast_pool_friendly[0, 1, 2, 3, 4, 5]5design_breakfast_selection_business_western9hotel_staff_breakfast_pool_friendly0.618278
39hotel_staff_breakfast_pool_friendly[0, 1, 2, 3, 4]8hotel_staff_breakfast_friendly_clean4definitely_staying_feel_return_time0.555299
28hotel_staff_breakfast_friendly_clean[0, 1, 2, 3]2service_helpful_friendly_excellent_food7hotel_staff_pool_stayed_food0.474195
17hotel_staff_pool_stayed_food[0, 1, 3]6hotel_pool_staff_stayed_food3experience_breakfast_stayed_great_hotel0.381339
06hotel_pool_staff_stayed_food[0, 1]0hotel_staff_great_clean_comfortable1pool_bar_stayed_rooftop_beautiful0.212656
\n", "
" ], "text/plain": [ " Parent_ID Parent_Name Topics \\\n", "4 10 hotel_staff_breakfast_pool_friendly [0, 1, 2, 3, 4, 5] \n", "3 9 hotel_staff_breakfast_pool_friendly [0, 1, 2, 3, 4] \n", "2 8 hotel_staff_breakfast_friendly_clean [0, 1, 2, 3] \n", "1 7 hotel_staff_pool_stayed_food [0, 1, 3] \n", "0 6 hotel_pool_staff_stayed_food [0, 1] \n", "\n", " Child_Left_ID Child_Left_Name Child_Right_ID \\\n", "4 5 design_breakfast_selection_business_western 9 \n", "3 8 hotel_staff_breakfast_friendly_clean 4 \n", "2 2 service_helpful_friendly_excellent_food 7 \n", "1 6 hotel_pool_staff_stayed_food 3 \n", "0 0 hotel_staff_great_clean_comfortable 1 \n", "\n", " Child_Right_Name Distance \n", "4 hotel_staff_breakfast_pool_friendly 0.618278 \n", "3 definitely_staying_feel_return_time 0.555299 \n", "2 hotel_staff_pool_stayed_food 0.474195 \n", "1 experience_breakfast_stayed_great_hotel 0.381339 \n", "0 pool_bar_stayed_rooftop_beautiful 0.212656 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hierarchical_topics" ] }, { "cell_type": "code", "execution_count": null, "id": "70e2162b", "metadata": { "id": "70e2162b", "outputId": "7fbe36fa-440b-476e-fc5c-bbaa029945d0" }, "outputs": [ { "data": { "text/plain": [ "4 True\n", "3 True\n", "2 True\n", "1 True\n", "0 True\n", "Name: Topics, dtype: bool" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hierarchical_topics['Topics'].apply(len)>1" ] }, { "cell_type": "code", "execution_count": null, "id": "5ae1d59f", "metadata": { "id": "5ae1d59f", "outputId": "158d4c19-a39f-4f57-8a45-7998349e43f9" }, "outputs": [ { "data": { "text/plain": [ "4 hotel_staff_breakfast_pool_friendly\n", "3 hotel_staff_breakfast_pool_friendly\n", "2 hotel_staff_breakfast_friendly_clean\n", "1 hotel_staff_pool_stayed_food\n", "0 hotel_pool_staff_stayed_food\n", "Name: Parent_Name, dtype: object" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hierarchical_topics.loc[hierarchical_topics['Topics'].apply(len)>1].Parent_Name" ] }, { "cell_type": "code", "execution_count": null, "id": "9b14e418", "metadata": { "id": "9b14e418" }, "outputs": [], "source": [ "hierarchical_topics_path_out = os.path.join(output_subdir, 'hierarchical_topics_path_out_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", "hierarchical_topics.to_csv(hierarchical_topics_path_out, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "d4fb94d9", "metadata": { "scrolled": false, "id": "d4fb94d9", "outputId": "a7ac8a6e-5e86-4e0a-fd6d-96344dfb339d" }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "marker": { "color": "rgb(61,153,112)" }, "mode": "lines", "text": [ "hotel_staff_great_clean_comfortable", "", "", "pool_bar_stayed_rooftop_beautiful" ], "type": "scatter", "x": [ 0, 0.21265562292248497, 0.21265562292248497, 0 ], "xaxis": "x", "y": [ -25, -25, -35, -35 ], "yaxis": "y" }, { "hoverinfo": "text", "marker": { "color": "rgb(61,153,112)" }, "mode": "lines", "text": [ "hotel_pool_staff_stayed_food", "", "", "experience_breakfast_stayed_great_hotel" ], "type": "scatter", "x": [ 0.21265562292248497, 0.42537711019512864, 0.42537711019512864, 0 ], "xaxis": "x", "y": [ -30, -30, -45, -45 ], "yaxis": "y" }, { "hoverinfo": "text", "marker": { "color": "rgb(61,153,112)" }, "mode": "lines", "text": [ "service_helpful_friendly_excellent_food", "", "", "hotel_staff_pool_stayed_food" ], "type": "scatter", "x": [ 0, 0.5320575123894848, 0.5320575123894848, 0.42537711019512864 ], "xaxis": "x", "y": [ -15, -15, -37.5, -37.5 ], "yaxis": "y" }, { "hoverinfo": "text", "marker": { "color": "rgb(61,153,112)" }, "mode": "lines", "text": [ "hotel_staff_breakfast_friendly_clean", "", "", "definitely_staying_feel_return_time" ], "type": "scatter", "x": [ 0.5320575123894848, 0.6322040823830574, 0.6322040823830574, 0 ], "xaxis": "x", "y": [ -26.25, -26.25, -55, -55 ], "yaxis": "y" }, { "hoverinfo": "text", "marker": { "color": "rgb(61,153,112)" }, "mode": "lines", "text": [ "design_breakfast_selection_business_western", "", "", "hotel_staff_breakfast_pool_friendly" ], "type": "scatter", "x": [ 0, 0.6996679706018243, 0.6996679706018243, 0.6322040823830574 ], "xaxis": "x", "y": [ -5, -5, -40.625, -40.625 ], "yaxis": "y" }, { "hoverinfo": "text", "hovertext": [ "hotel_pool_staff_stayed_food", "hotel_staff_breakfast_friendly_clean" ], "marker": { "color": "black" }, "mode": "markers", "showlegend": false, "type": "scatter", "x": [ 0.21265562292248497, 0.5320575123894848 ], "y": [ -30, -26.25 ] }, { "hoverinfo": "text", "hovertext": [ "hotel_staff_pool_stayed_food", "hotel_staff_breakfast_pool_friendly" ], "marker": { "color": "black" }, "mode": "markers", "showlegend": false, "type": "scatter", "x": [ 0.42537711019512864, 0.6322040823830574 ], "y": [ -37.5, -40.625 ] } ], "layout": { "autosize": false, "height": 290, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "hovermode": "closest", "plot_bgcolor": "#ECEFF1", "showlegend": false, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "#C8D4E3", "linecolor": "#C8D4E3", "minorgridcolor": "#C8D4E3", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "#C8D4E3", "linecolor": "#C8D4E3", "minorgridcolor": "#C8D4E3", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "#C8D4E3" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "" }, "bgcolor": "white", "radialaxis": { "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "#DFE8F3", "gridwidth": 2, "linecolor": "#EBF0F8", "showbackground": true, "ticks": "", "zerolinecolor": "#EBF0F8" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "#DFE8F3", "gridwidth": 2, "linecolor": "#EBF0F8", "showbackground": true, "ticks": "", "zerolinecolor": "#EBF0F8" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "#DFE8F3", "gridwidth": 2, "linecolor": "#EBF0F8", "showbackground": true, "ticks": "", "zerolinecolor": "#EBF0F8" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "#DFE8F3", "linecolor": "#A2B1C6", "ticks": "" }, "baxis": { "gridcolor": "#DFE8F3", "linecolor": "#A2B1C6", "ticks": "" }, "bgcolor": "white", "caxis": { "gridcolor": "#DFE8F3", "linecolor": "#A2B1C6", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "#EBF0F8", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "#EBF0F8", "zerolinewidth": 2 } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Hierarchical Clustering", "x": 0.5, "xanchor": "center", "yanchor": "top" }, "width": 1000, "xaxis": { "mirror": "allticks", "rangemode": "tozero", "showgrid": false, "showline": true, "showticklabels": true, "ticks": "outside", "type": "linear", "zeroline": false }, "yaxis": { "mirror": "allticks", "range": [ -60, 0 ], "rangemode": "tozero", "showgrid": false, "showline": true, "showticklabels": true, "tickmode": "array", "ticks": "outside", "ticktext": [ "5_design_breakfast_selection", "2_service_helpful_friendly", "0_hotel_staff_great", "1_pool_bar_stayed", "3_experience_breakfast_stayed", "4_definitely_staying_feel" ], "tickvals": [ -5, -15, -25, -35, -45, -55 ], "type": "linear", "zeroline": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = topic_model.visualize_hierarchy(hierarchical_topics=hierarchical_topics)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "5fbd5f9a", "metadata": { "id": "5fbd5f9a" }, "outputs": [], "source": [ "vis_save_dir = os.path.join(output_subdir, 'bertopic_hierarchy_vis_'+doc_type+'_'+doc_level+'_'+doc_time+'.html')\n", "fig.write_html(vis_save_dir)" ] }, { "cell_type": "code", "execution_count": null, "id": "1ec932c0", "metadata": { "id": "1ec932c0" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "e0c36697", "metadata": { "id": "e0c36697" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "bdb47c7e", "metadata": { "scrolled": true, "id": "bdb47c7e", "outputId": "ad9c3b4c-aaf2-44ef-95d9-112f8dea16eb" }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, pool, friendly, food", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, great, clean, breakfast" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 31367, 36668, 34368, 30285, 25086, 6896, 2726, 16791, 21864 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: hotel, bar, nice, stayed, rooftop", "Topic 1
Words: hotel, view, nice, stayed, rooftop", "Topic 1
Words: hotel, rooftop, stayed, breakfast, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, breakfast" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 14911, 17379, 16712, 15199, 11768, 3616, 1573, 8101, 11195 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, reception", "Topic 2
Words: helpful, friendly, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: breakfast, services, reception, time, staffs", "Topic 2
Words: friendly, breakfast, ms, excellent, services", "Topic 2
Words: helpful, friendly, breakfast, reception, staffs", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 11568, 13885, 13702, 12830, 11142, 3241, 1554, 8978, 11004 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: breakfast, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 10192, 11906, 11618, 10647, 9124, 2709, 1126, 6503, 8348 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, return, welcome, time, worth", "Topic 4
Words: stay, like, really, worth, time", "Topic 4
Words: stay, definitely, time, return, feel", "Topic 4
Words: stay, definitely, return, feel, time", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: stay, definitely, family, feel, thank", "Topic 4
Words: definitely, staying, time, thank, feel", "Topic 4
Words: stay, come, definitely, thank, feel" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 2789, 3402, 3392, 3404, 3079, 839, 426, 2025, 2518 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: design, breakfast, selection, western, business", "Topic 5
Words: design, breakfast, selection, like, business", "Topic 5
Words: breakfast, selection, style, brands, western", "Topic 5
Words: design, breakfast, selection, fruit, brands", "Topic 5
Words: breakfast, selection, style, make, brands", "Topic 5
Words: design, breakfast, quality, like, corner", "Topic 5
Words: choices, brand, breakfast, lava, vegan", "Topic 5
Words: breakfast, variety, like, options, vietnamese", "Topic 5
Words: breakfast, choices, quality, like, wide" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 460, 529, 501, 460, 396, 140, 67, 295, 365 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, clean, comfortable, food", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, clean, comfortable, breakfast", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, em, covid, clean", "Topic 0
Words: hotel, staff, nice, clean, food", "Topic 0
Words: hotel, clean, friendly, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 7847, 7553, 7910, 8057, 10393, 9055, 8748, 8472, 9862, 8836, 7624, 8046, 8861, 7783, 6949, 6692, 6967, 6229, 5725, 6165, 4724, 448, 697, 1027, 1083, 885, 150, 608, 1027, 3541, 5449, 6774, 8267, 8409, 5188 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: hotel, pool, stayed, nice, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: hotel, pool, stayed, nice, city", "Topic 1
Words: hotel, pool, nice, stayed, river", "Topic 1
Words: bar, rooftop, nice, stayed, swimming", "Topic 1
Words: hotel, nice, view, rooftop, breakfast", "Topic 1
Words: hotel, pool, stayed, beautiful, rooftop", "Topic 1
Words: pool, stayed, beautiful, breakfast, bar", "Topic 1
Words: quarantine, vinpearl, resort, good, stayed", "Topic 1
Words: hotel, quarantine, water, nice, stayed", "Topic 1
Words: hotel, nice, clean, stayed, swimming", "Topic 1
Words: hotel, rooftop, stayed, shower, city", "Topic 1
Words: hotel, beach, nice, stayed, shower", "Topic 1
Words: hotel, rooftop, stayed, city, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 3813, 3623, 3638, 3837, 4970, 4292, 4217, 3900, 4585, 4370, 3780, 3977, 4447, 3987, 3361, 3404, 3372, 2844, 2667, 2885, 2345, 264, 346, 661, 603, 480, 122, 368, 466, 1727, 2561, 3347, 4254, 4165, 2776 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: breakfast, friendly, help, reception, taxi", "Topic 2
Words: friendly, breakfast, help, taxi, reception", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: breakfast, airport, time, thank, services", "Topic 2
Words: friendly, breakfast, help, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: helpful, breakfast, friendly, reception, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: helpful, friendly, breakfast, time, staffs", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: friendly, breakfast, excellent, reception, services", "Topic 2
Words: service, helpful, friendly, food, reception", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, services, reception, restaurant, ms", "Topic 2
Words: service, helpful, friendly, ms, food", "Topic 2
Words: helpful, food, ms, staffs, nice", "Topic 2
Words: service, breakfast, thanks, staffs, ms", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: breakfast, reception, services, airport, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, helpful, friendly, excellent, food" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2789, 2821, 3005, 2953, 3767, 3322, 3435, 3361, 3634, 3467, 3148, 3453, 3571, 3350, 2926, 2983, 2794, 2671, 2675, 3002, 2006, 228, 346, 661, 592, 463, 113, 386, 556, 1851, 3028, 3543, 4137, 4202, 2665 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, hotel, great", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: breakfast, vietnam, nights, great, tour", "Topic 3
Words: experience, stayed, breakfast, tour, hotel", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, breakfast, nights, tour, saigon", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, nights, stay, tour", "Topic 3
Words: experience, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, vietnam, stayed, nights, great", "Topic 3
Words: experience, time, stayed, nights, amazing", "Topic 3
Words: experience, time, vietnam, stayed, breakfast", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, saigon, nights", "Topic 3
Words: experience, stayed, saigon, food, hotel", "Topic 3
Words: experience, breakfast, amazing, like, stayed", "Topic 3
Words: experience, breakfast, stayed, hotel, saigon", "Topic 3
Words: breakfast, amazing, vietnam, stayed, felt", "Topic 3
Words: ms, covid, amazing, avinash, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, sofitel", "Topic 3
Words: experience, breakfast, great, stayed, family", "Topic 3
Words: experience, breakfast, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: breakfast, time, amazing, stayed, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, hotel", "Topic 3
Words: experience, breakfast, amazing, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2532, 2468, 2548, 2644, 3319, 2914, 2861, 2812, 3084, 2993, 2678, 2863, 3143, 2695, 2464, 2345, 2336, 2282, 2197, 2309, 1764, 223, 259, 463, 421, 347, 90, 268, 400, 1304, 2153, 2646, 3065, 3248, 2035 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: staying, return, choice, feel, don", "Topic 4
Words: definitely, return, staying, feel, time", "Topic 4
Words: stay, return, welcome, worth, choice", "Topic 4
Words: return, staying, accor, feel, really", "Topic 4
Words: stay, come, time, worth, club", "Topic 4
Words: definitely, staying, time, return, club", "Topic 4
Words: definitely, staying, feel, thank, time", "Topic 4
Words: stay, definitely, loved, feel, return", "Topic 4
Words: definitely, staying, time, return, love", "Topic 4
Words: definitely, staying, time, thank, club", "Topic 4
Words: like, return, time, staying, thank", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, staying, love, return, club", "Topic 4
Words: definitely, time, return, feel, staying", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, definitely, come, feel, time", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, feel, return, staying, thank", "Topic 4
Words: definitely, loved, return, staying, day", "Topic 4
Words: stay, cam, dalat, don, smile", "Topic 4
Words: come, really, legacy, hope, tu", "Topic 4
Words: team, staying, ll, welcome, feel", "Topic 4
Words: stay, like, ll, friends, gave", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, family, chance, thank, butcher", "Topic 4
Words: definitely, comeback, welcome, loyalty, xmas", "Topic 4
Words: legacy, family, tu, yen, months", "Topic 4
Words: come, really, staying, recommend, family", "Topic 4
Words: stay, definitely, feel, mr, time", "Topic 4
Words: definitely, staying, return, time, thank", "Topic 4
Words: definitely, thank, staying, time, family", "Topic 4
Words: stay, come, definitely, thank, feel", "Topic 4
Words: thank, like, family, return, staying" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 635, 641, 728, 785, 885, 806, 863, 848, 841, 867, 803, 881, 934, 880, 774, 816, 750, 768, 750, 811, 536, 60, 99, 144, 148, 128, 41, 109, 115, 441, 670, 799, 918, 915, 685 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: breakfast, choice, brands, yogurt, western", "Topic 5
Words: design, breakfast, business, birthday, choose", "Topic 5
Words: quality, breakfast, like, looks, corporate", "Topic 5
Words: brand, breakfast, think, modern, variety", "Topic 5
Words: breakfast, western, designer, selection, french", "Topic 5
Words: breakfast, brand, selection, good, business", "Topic 5
Words: breakfast, brands, business, selection, price", "Topic 5
Words: breakfast, selection, modern, cheese, wide", "Topic 5
Words: quality, choices, burger, like, western", "Topic 5
Words: choices, brand, style, food, western", "Topic 5
Words: design, choices, marketing, lot, fruit", "Topic 5
Words: breakfast, selection, brands, modern, just", "Topic 5
Words: breakfast, selection, vegetarian, brands, idea", "Topic 5
Words: brand, breakfast, selection, like, paint", "Topic 5
Words: breakfast, design, cheese, selection, pho", "Topic 5
Words: breakfast, like, modern, brands, selection", "Topic 5
Words: brand, breakfast, jeans, modern, selection", "Topic 5
Words: breakfast, mrs, high, make, style", "Topic 5
Words: food, choices, brand, wide, make", "Topic 5
Words: brand, breakfast, choices, french, magarita", "Topic 5
Words: choice, glass, food, squeezed, idea", "Topic 5
Words: logics, cooper, flavorful, photograph, manager", "Topic 5
Words: chicve02, celebratory, macs, duper, cupcakes", "Topic 5
Words: corner, breakfast, quality, advertised, choice", "Topic 5
Words: lava, breakfast, pisang, queenie, signatures", "Topic 5
Words: everest, brand, humility, lunch, options", "Topic 5
Words: bensley, vegan, chosen, yen, meridien", "Topic 5
Words: tan, 539, citrus, branded, consistency", "Topic 5
Words: brand, countdown, execises, real, margarine", "Topic 5
Words: breakfast, design, tbs, variety, vietnamese", "Topic 5
Words: choices, quality, straws, limited, yoghurt", "Topic 5
Words: breakfast, brands, selection, margins, great", "Topic 5
Words: design, choices, variety, mark, foods", "Topic 5
Words: breakfast, brand, wide, taste, make", "Topic 5
Words: choices, design, food, don, toilet" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 114, 101, 130, 115, 144, 134, 130, 121, 136, 131, 109, 125, 135, 118, 105, 102, 96, 106, 104, 90, 76, 13, 14, 37, 27, 21, 6, 13, 28, 68, 85, 114, 138, 133, 94 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:39:26,494 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:40:00,476 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for key in timestamps_dict.keys():\n", " topics_over_time = topic_model.topics_over_time(df_documents, timestamps_dict[key])\n", " fig = topic_model.visualize_topics_over_time(topics_over_time, top_n_topics=10)\n", " fig.show()\n", " vis_save_dir = os.path.join(output_subdir, 'bertopic_dtm_vis_'+key+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.html')\n", " fig.write_html(vis_save_dir)\n", "\n", " topic_dtm_path_out = os.path.join(output_subdir, 'topics_dtm_'+key+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", " topics_over_time.to_csv(topic_dtm_path_out, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "51f74ac6", "metadata": { "id": "51f74ac6" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "3adcc5d7", "metadata": { "scrolled": true, "id": "3adcc5d7", "outputId": "59a75ef9-b780-4a32-9558-eaed45a42d5d" }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 0, "hotel | staff | great | clean | comfortable", 206051 ], [ 1, "pool | bar | stayed | rooftop | beautiful", 100454 ], [ 2, "service | helpful | friendly | excellent | food", 87904 ], [ 3, "experience | breakfast | stayed | great | hotel", 72173 ], [ 4, "definitely | staying | feel | return | time", 21874 ], [ 5, "design | breakfast | selection | business | western", 3213 ] ], "hovertemplate": "Topic %{customdata[0]}
%{customdata[1]}
Size: %{customdata[2]}", "legendgroup": "", "marker": { "color": "#B0BEC5", "line": { "color": "DarkSlateGrey", "width": 2 }, "size": [ 206051, 100454, 87904, 72173, 21874, 3213 ], "sizemode": "area", "sizeref": 128.781875, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 14.766481399536133, 14.392464637756348, 27.969301223754883, 30.313251495361328, 29.728300094604492, 29.77839469909668 ], "xaxis": "x", "y": [ 7.868806838989258, 7.494790554046631, -2.401707649230957, -2.258195638656616, -2.7002124786376953, -1.8450661897659302 ], "yaxis": "y" } ], "layout": { "annotations": [ { "showarrow": false, "text": "D1", "x": 12.233594942092896, "y": 2.9719417572021487, "yshift": 10 }, { "showarrow": false, "text": "D2", "x": 23.54691708087921, "xshift": 10, "y": 9.049127864837647 } ], "height": 650, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "margin": { "t": 60 }, "shapes": [ { "line": { "color": "#CFD8DC", "width": 2 }, "type": "line", "x0": 23.54691708087921, "x1": 23.54691708087921, "y0": -3.10524435043335, "y1": 9.049127864837647 }, { "line": { "color": "#9E9E9E", "width": 2 }, "type": "line", "x0": 12.233594942092896, "x1": 34.86023921966553, "y0": 2.9719417572021487, "y1": 2.9719417572021487 } ], "sliders": [ { "active": 0, "pad": { "t": 50 }, "steps": [ { "args": [ { "marker.color": [ [ "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 0", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 1", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 2", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 3", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5" ] ] } ], "label": "Topic 4", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red" ] ] } ], "label": "Topic 5", "method": "update" } ] } ], "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Intertopic Distance Map", "x": 0.5, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 650, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "range": [ 12.233594942092896, 34.86023921966553 ], "title": { "text": "" }, "visible": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "range": [ -3.10524435043335, 9.049127864837647 ], "title": { "text": "" }, "visible": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, pool, friendly, food", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, great, clean, breakfast" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 31367, 36668, 34368, 30285, 25086, 6896, 2726, 16791, 21864 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: hotel, bar, nice, stayed, rooftop", "Topic 1
Words: hotel, view, nice, stayed, rooftop", "Topic 1
Words: hotel, rooftop, stayed, breakfast, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, breakfast" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 14911, 17379, 16712, 15199, 11768, 3616, 1573, 8101, 11195 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, reception", "Topic 2
Words: helpful, friendly, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: breakfast, services, reception, time, staffs", "Topic 2
Words: friendly, breakfast, ms, excellent, services", "Topic 2
Words: helpful, friendly, breakfast, reception, staffs", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 11568, 13885, 13702, 12830, 11142, 3241, 1554, 8978, 11004 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: breakfast, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 10192, 11906, 11618, 10647, 9124, 2709, 1126, 6503, 8348 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, return, welcome, time, worth", "Topic 4
Words: stay, like, really, worth, time", "Topic 4
Words: stay, definitely, time, return, feel", "Topic 4
Words: stay, definitely, return, feel, time", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: stay, definitely, family, feel, thank", "Topic 4
Words: definitely, staying, time, thank, feel", "Topic 4
Words: stay, come, definitely, thank, feel" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 2789, 3402, 3392, 3404, 3079, 839, 426, 2025, 2518 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: design, breakfast, selection, western, business", "Topic 5
Words: design, breakfast, selection, like, business", "Topic 5
Words: breakfast, selection, style, brands, western", "Topic 5
Words: design, breakfast, selection, fruit, brands", "Topic 5
Words: breakfast, selection, style, make, brands", "Topic 5
Words: design, breakfast, quality, like, corner", "Topic 5
Words: choices, brand, breakfast, lava, vegan", "Topic 5
Words: breakfast, variety, like, options, vietnamese", "Topic 5
Words: breakfast, choices, quality, like, wide" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 460, 529, 501, 460, 396, 140, 67, 295, 365 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, clean, comfortable, food", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, clean, comfortable, breakfast", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, em, covid, clean", "Topic 0
Words: hotel, staff, nice, clean, food", "Topic 0
Words: hotel, clean, friendly, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 7847, 7553, 7910, 8057, 10393, 9055, 8748, 8472, 9862, 8836, 7624, 8046, 8861, 7783, 6949, 6692, 6967, 6229, 5725, 6165, 4724, 448, 697, 1027, 1083, 885, 150, 608, 1027, 3541, 5449, 6774, 8267, 8409, 5188 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: hotel, pool, stayed, nice, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: hotel, pool, stayed, nice, city", "Topic 1
Words: hotel, pool, nice, stayed, river", "Topic 1
Words: bar, rooftop, nice, stayed, swimming", "Topic 1
Words: hotel, nice, view, rooftop, breakfast", "Topic 1
Words: hotel, pool, stayed, beautiful, rooftop", "Topic 1
Words: pool, stayed, beautiful, breakfast, bar", "Topic 1
Words: quarantine, vinpearl, resort, good, stayed", "Topic 1
Words: hotel, quarantine, water, nice, stayed", "Topic 1
Words: hotel, nice, clean, stayed, swimming", "Topic 1
Words: hotel, rooftop, stayed, shower, city", "Topic 1
Words: hotel, beach, nice, stayed, shower", "Topic 1
Words: hotel, rooftop, stayed, city, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 3813, 3623, 3638, 3837, 4970, 4292, 4217, 3900, 4585, 4370, 3780, 3977, 4447, 3987, 3361, 3404, 3372, 2844, 2667, 2885, 2345, 264, 346, 661, 603, 480, 122, 368, 466, 1727, 2561, 3347, 4254, 4165, 2776 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: breakfast, friendly, help, reception, taxi", "Topic 2
Words: friendly, breakfast, help, taxi, reception", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: breakfast, airport, time, thank, services", "Topic 2
Words: friendly, breakfast, help, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: helpful, breakfast, friendly, reception, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: helpful, friendly, breakfast, time, staffs", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: friendly, breakfast, excellent, reception, services", "Topic 2
Words: service, helpful, friendly, food, reception", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, services, reception, restaurant, ms", "Topic 2
Words: service, helpful, friendly, ms, food", "Topic 2
Words: helpful, food, ms, staffs, nice", "Topic 2
Words: service, breakfast, thanks, staffs, ms", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: breakfast, reception, services, airport, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, helpful, friendly, excellent, food" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2789, 2821, 3005, 2953, 3767, 3322, 3435, 3361, 3634, 3467, 3148, 3453, 3571, 3350, 2926, 2983, 2794, 2671, 2675, 3002, 2006, 228, 346, 661, 592, 463, 113, 386, 556, 1851, 3028, 3543, 4137, 4202, 2665 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, hotel, great", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: breakfast, vietnam, nights, great, tour", "Topic 3
Words: experience, stayed, breakfast, tour, hotel", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, breakfast, nights, tour, saigon", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, nights, stay, tour", "Topic 3
Words: experience, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, vietnam, stayed, nights, great", "Topic 3
Words: experience, time, stayed, nights, amazing", "Topic 3
Words: experience, time, vietnam, stayed, breakfast", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, saigon, nights", "Topic 3
Words: experience, stayed, saigon, food, hotel", "Topic 3
Words: experience, breakfast, amazing, like, stayed", "Topic 3
Words: experience, breakfast, stayed, hotel, saigon", "Topic 3
Words: breakfast, amazing, vietnam, stayed, felt", "Topic 3
Words: ms, covid, amazing, avinash, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, sofitel", "Topic 3
Words: experience, breakfast, great, stayed, family", "Topic 3
Words: experience, breakfast, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: breakfast, time, amazing, stayed, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, hotel", "Topic 3
Words: experience, breakfast, amazing, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2532, 2468, 2548, 2644, 3319, 2914, 2861, 2812, 3084, 2993, 2678, 2863, 3143, 2695, 2464, 2345, 2336, 2282, 2197, 2309, 1764, 223, 259, 463, 421, 347, 90, 268, 400, 1304, 2153, 2646, 3065, 3248, 2035 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: staying, return, choice, feel, don", "Topic 4
Words: definitely, return, staying, feel, time", "Topic 4
Words: stay, return, welcome, worth, choice", "Topic 4
Words: return, staying, accor, feel, really", "Topic 4
Words: stay, come, time, worth, club", "Topic 4
Words: definitely, staying, time, return, club", "Topic 4
Words: definitely, staying, feel, thank, time", "Topic 4
Words: stay, definitely, loved, feel, return", "Topic 4
Words: definitely, staying, time, return, love", "Topic 4
Words: definitely, staying, time, thank, club", "Topic 4
Words: like, return, time, staying, thank", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, staying, love, return, club", "Topic 4
Words: definitely, time, return, feel, staying", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, definitely, come, feel, time", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, feel, return, staying, thank", "Topic 4
Words: definitely, loved, return, staying, day", "Topic 4
Words: stay, cam, dalat, don, smile", "Topic 4
Words: come, really, legacy, hope, tu", "Topic 4
Words: team, staying, ll, welcome, feel", "Topic 4
Words: stay, like, ll, friends, gave", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, family, chance, thank, butcher", "Topic 4
Words: definitely, comeback, welcome, loyalty, xmas", "Topic 4
Words: legacy, family, tu, yen, months", "Topic 4
Words: come, really, staying, recommend, family", "Topic 4
Words: stay, definitely, feel, mr, time", "Topic 4
Words: definitely, staying, return, time, thank", "Topic 4
Words: definitely, thank, staying, time, family", "Topic 4
Words: stay, come, definitely, thank, feel", "Topic 4
Words: thank, like, family, return, staying" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 635, 641, 728, 785, 885, 806, 863, 848, 841, 867, 803, 881, 934, 880, 774, 816, 750, 768, 750, 811, 536, 60, 99, 144, 148, 128, 41, 109, 115, 441, 670, 799, 918, 915, 685 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: breakfast, choice, brands, yogurt, western", "Topic 5
Words: design, breakfast, business, birthday, choose", "Topic 5
Words: quality, breakfast, like, looks, corporate", "Topic 5
Words: brand, breakfast, think, modern, variety", "Topic 5
Words: breakfast, western, designer, selection, french", "Topic 5
Words: breakfast, brand, selection, good, business", "Topic 5
Words: breakfast, brands, business, selection, price", "Topic 5
Words: breakfast, selection, modern, cheese, wide", "Topic 5
Words: quality, choices, burger, like, western", "Topic 5
Words: choices, brand, style, food, western", "Topic 5
Words: design, choices, marketing, lot, fruit", "Topic 5
Words: breakfast, selection, brands, modern, just", "Topic 5
Words: breakfast, selection, vegetarian, brands, idea", "Topic 5
Words: brand, breakfast, selection, like, paint", "Topic 5
Words: breakfast, design, cheese, selection, pho", "Topic 5
Words: breakfast, like, modern, brands, selection", "Topic 5
Words: brand, breakfast, jeans, modern, selection", "Topic 5
Words: breakfast, mrs, high, make, style", "Topic 5
Words: food, choices, brand, wide, make", "Topic 5
Words: brand, breakfast, choices, french, magarita", "Topic 5
Words: choice, glass, food, squeezed, idea", "Topic 5
Words: logics, cooper, flavorful, photograph, manager", "Topic 5
Words: chicve02, celebratory, macs, duper, cupcakes", "Topic 5
Words: corner, breakfast, quality, advertised, choice", "Topic 5
Words: lava, breakfast, pisang, queenie, signatures", "Topic 5
Words: everest, brand, humility, lunch, options", "Topic 5
Words: bensley, vegan, chosen, yen, meridien", "Topic 5
Words: tan, 539, citrus, branded, consistency", "Topic 5
Words: brand, countdown, execises, real, margarine", "Topic 5
Words: breakfast, design, tbs, variety, vietnamese", "Topic 5
Words: choices, quality, straws, limited, yoghurt", "Topic 5
Words: breakfast, brands, selection, margins, great", "Topic 5
Words: design, choices, variety, mark, foods", "Topic 5
Words: breakfast, brand, wide, taste, make", "Topic 5
Words: choices, design, food, don, toilet" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 114, 101, 130, 115, 144, 134, 130, 121, 136, 131, 109, 125, 135, 118, 105, 102, 96, 106, 104, 90, 76, 13, 14, 37, 27, 21, 6, 13, 28, 68, 85, 114, 138, 133, 94 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:40:54,003 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:41:27,857 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 0, "hotel | staff | great | clean | comfortable", 206051 ], [ 1, "pool | bar | stayed | rooftop | beautiful", 100454 ], [ 2, "service | helpful | friendly | excellent | food", 87904 ], [ 3, "experience | breakfast | stayed | great | hotel", 72173 ], [ 4, "definitely | staying | feel | return | time", 21874 ], [ 5, "design | breakfast | selection | business | western", 3213 ] ], "hovertemplate": "Topic %{customdata[0]}
%{customdata[1]}
Size: %{customdata[2]}", "legendgroup": "", "marker": { "color": "#B0BEC5", "line": { "color": "DarkSlateGrey", "width": 2 }, "size": [ 206051, 100454, 87904, 72173, 21874, 3213 ], "sizemode": "area", "sizeref": 128.781875, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 39.93851852416992, 39.56447219848633, 9.442792892456055, 7.421076774597168, 7.6287946701049805, 8.105352401733398 ], "xaxis": "x", "y": [ -20.245080947875977, -19.87108612060547, 22.37912940979004, 24.163305282592773, 23.451343536376953, 24.14780616760254 ], "yaxis": "y" } ], "layout": { "annotations": [ { "showarrow": false, "text": "D1", "x": 6.307915258407593, "y": 2.2529789924621593, "yshift": 10 }, { "showarrow": false, "text": "D2", "x": 26.1186057806015, "xshift": 10, "y": 27.78780107498169 } ], "height": 650, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "margin": { "t": 60 }, "shapes": [ { "line": { "color": "#CFD8DC", "width": 2 }, "type": "line", "x0": 26.1186057806015, "x1": 26.1186057806015, "y0": -23.28184309005737, "y1": 27.78780107498169 }, { "line": { "color": "#9E9E9E", "width": 2 }, "type": "line", "x0": 6.307915258407593, "x1": 45.92929630279541, "y0": 2.2529789924621593, "y1": 2.2529789924621593 } ], "sliders": [ { "active": 0, "pad": { "t": 50 }, "steps": [ { "args": [ { "marker.color": [ [ "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 0", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 1", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 2", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 3", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5" ] ] } ], "label": "Topic 4", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red" ] ] } ], "label": "Topic 5", "method": "update" } ] } ], "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Intertopic Distance Map", "x": 0.5, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 650, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "range": [ 6.307915258407593, 45.92929630279541 ], "title": { "text": "" }, "visible": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "range": [ -23.28184309005737, 27.78780107498169 ], "title": { "text": "" }, "visible": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, pool, friendly, food", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, great, clean, breakfast" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 31367, 36668, 34368, 30285, 25086, 6896, 2726, 16791, 21864 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: hotel, bar, nice, stayed, rooftop", "Topic 1
Words: hotel, view, nice, stayed, rooftop", "Topic 1
Words: hotel, rooftop, stayed, breakfast, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, breakfast" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 14911, 17379, 16712, 15199, 11768, 3616, 1573, 8101, 11195 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, reception", "Topic 2
Words: helpful, friendly, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: breakfast, services, reception, time, staffs", "Topic 2
Words: friendly, breakfast, ms, excellent, services", "Topic 2
Words: helpful, friendly, breakfast, reception, staffs", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 11568, 13885, 13702, 12830, 11142, 3241, 1554, 8978, 11004 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: breakfast, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 10192, 11906, 11618, 10647, 9124, 2709, 1126, 6503, 8348 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, return, welcome, time, worth", "Topic 4
Words: stay, like, really, worth, time", "Topic 4
Words: stay, definitely, time, return, feel", "Topic 4
Words: stay, definitely, return, feel, time", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: stay, definitely, family, feel, thank", "Topic 4
Words: definitely, staying, time, thank, feel", "Topic 4
Words: stay, come, definitely, thank, feel" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 2789, 3402, 3392, 3404, 3079, 839, 426, 2025, 2518 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: design, breakfast, selection, western, business", "Topic 5
Words: design, breakfast, selection, like, business", "Topic 5
Words: breakfast, selection, style, brands, western", "Topic 5
Words: design, breakfast, selection, fruit, brands", "Topic 5
Words: breakfast, selection, style, make, brands", "Topic 5
Words: design, breakfast, quality, like, corner", "Topic 5
Words: choices, brand, breakfast, lava, vegan", "Topic 5
Words: breakfast, variety, like, options, vietnamese", "Topic 5
Words: breakfast, choices, quality, like, wide" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 460, 529, 501, 460, 396, 140, 67, 295, 365 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, clean, comfortable, food", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, clean, comfortable, breakfast", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, em, covid, clean", "Topic 0
Words: hotel, staff, nice, clean, food", "Topic 0
Words: hotel, clean, friendly, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 7847, 7553, 7910, 8057, 10393, 9055, 8748, 8472, 9862, 8836, 7624, 8046, 8861, 7783, 6949, 6692, 6967, 6229, 5725, 6165, 4724, 448, 697, 1027, 1083, 885, 150, 608, 1027, 3541, 5449, 6774, 8267, 8409, 5188 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: hotel, pool, stayed, nice, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: hotel, pool, stayed, nice, city", "Topic 1
Words: hotel, pool, nice, stayed, river", "Topic 1
Words: bar, rooftop, nice, stayed, swimming", "Topic 1
Words: hotel, nice, view, rooftop, breakfast", "Topic 1
Words: hotel, pool, stayed, beautiful, rooftop", "Topic 1
Words: pool, stayed, beautiful, breakfast, bar", "Topic 1
Words: quarantine, vinpearl, resort, good, stayed", "Topic 1
Words: hotel, quarantine, water, nice, stayed", "Topic 1
Words: hotel, nice, clean, stayed, swimming", "Topic 1
Words: hotel, rooftop, stayed, shower, city", "Topic 1
Words: hotel, beach, nice, stayed, shower", "Topic 1
Words: hotel, rooftop, stayed, city, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 3813, 3623, 3638, 3837, 4970, 4292, 4217, 3900, 4585, 4370, 3780, 3977, 4447, 3987, 3361, 3404, 3372, 2844, 2667, 2885, 2345, 264, 346, 661, 603, 480, 122, 368, 466, 1727, 2561, 3347, 4254, 4165, 2776 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: breakfast, friendly, help, reception, taxi", "Topic 2
Words: friendly, breakfast, help, taxi, reception", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: breakfast, airport, time, thank, services", "Topic 2
Words: friendly, breakfast, help, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: helpful, breakfast, friendly, reception, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: helpful, friendly, breakfast, time, staffs", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: friendly, breakfast, excellent, reception, services", "Topic 2
Words: service, helpful, friendly, food, reception", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, services, reception, restaurant, ms", "Topic 2
Words: service, helpful, friendly, ms, food", "Topic 2
Words: helpful, food, ms, staffs, nice", "Topic 2
Words: service, breakfast, thanks, staffs, ms", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: breakfast, reception, services, airport, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, helpful, friendly, excellent, food" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2789, 2821, 3005, 2953, 3767, 3322, 3435, 3361, 3634, 3467, 3148, 3453, 3571, 3350, 2926, 2983, 2794, 2671, 2675, 3002, 2006, 228, 346, 661, 592, 463, 113, 386, 556, 1851, 3028, 3543, 4137, 4202, 2665 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, hotel, great", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: breakfast, vietnam, nights, great, tour", "Topic 3
Words: experience, stayed, breakfast, tour, hotel", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, breakfast, nights, tour, saigon", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, nights, stay, tour", "Topic 3
Words: experience, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, vietnam, stayed, nights, great", "Topic 3
Words: experience, time, stayed, nights, amazing", "Topic 3
Words: experience, time, vietnam, stayed, breakfast", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, saigon, nights", "Topic 3
Words: experience, stayed, saigon, food, hotel", "Topic 3
Words: experience, breakfast, amazing, like, stayed", "Topic 3
Words: experience, breakfast, stayed, hotel, saigon", "Topic 3
Words: breakfast, amazing, vietnam, stayed, felt", "Topic 3
Words: ms, covid, amazing, avinash, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, sofitel", "Topic 3
Words: experience, breakfast, great, stayed, family", "Topic 3
Words: experience, breakfast, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: breakfast, time, amazing, stayed, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, hotel", "Topic 3
Words: experience, breakfast, amazing, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2532, 2468, 2548, 2644, 3319, 2914, 2861, 2812, 3084, 2993, 2678, 2863, 3143, 2695, 2464, 2345, 2336, 2282, 2197, 2309, 1764, 223, 259, 463, 421, 347, 90, 268, 400, 1304, 2153, 2646, 3065, 3248, 2035 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: staying, return, choice, feel, don", "Topic 4
Words: definitely, return, staying, feel, time", "Topic 4
Words: stay, return, welcome, worth, choice", "Topic 4
Words: return, staying, accor, feel, really", "Topic 4
Words: stay, come, time, worth, club", "Topic 4
Words: definitely, staying, time, return, club", "Topic 4
Words: definitely, staying, feel, thank, time", "Topic 4
Words: stay, definitely, loved, feel, return", "Topic 4
Words: definitely, staying, time, return, love", "Topic 4
Words: definitely, staying, time, thank, club", "Topic 4
Words: like, return, time, staying, thank", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, staying, love, return, club", "Topic 4
Words: definitely, time, return, feel, staying", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, definitely, come, feel, time", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, feel, return, staying, thank", "Topic 4
Words: definitely, loved, return, staying, day", "Topic 4
Words: stay, cam, dalat, don, smile", "Topic 4
Words: come, really, legacy, hope, tu", "Topic 4
Words: team, staying, ll, welcome, feel", "Topic 4
Words: stay, like, ll, friends, gave", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, family, chance, thank, butcher", "Topic 4
Words: definitely, comeback, welcome, loyalty, xmas", "Topic 4
Words: legacy, family, tu, yen, months", "Topic 4
Words: come, really, staying, recommend, family", "Topic 4
Words: stay, definitely, feel, mr, time", "Topic 4
Words: definitely, staying, return, time, thank", "Topic 4
Words: definitely, thank, staying, time, family", "Topic 4
Words: stay, come, definitely, thank, feel", "Topic 4
Words: thank, like, family, return, staying" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 635, 641, 728, 785, 885, 806, 863, 848, 841, 867, 803, 881, 934, 880, 774, 816, 750, 768, 750, 811, 536, 60, 99, 144, 148, 128, 41, 109, 115, 441, 670, 799, 918, 915, 685 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: breakfast, choice, brands, yogurt, western", "Topic 5
Words: design, breakfast, business, birthday, choose", "Topic 5
Words: quality, breakfast, like, looks, corporate", "Topic 5
Words: brand, breakfast, think, modern, variety", "Topic 5
Words: breakfast, western, designer, selection, french", "Topic 5
Words: breakfast, brand, selection, good, business", "Topic 5
Words: breakfast, brands, business, selection, price", "Topic 5
Words: breakfast, selection, modern, cheese, wide", "Topic 5
Words: quality, choices, burger, like, western", "Topic 5
Words: choices, brand, style, food, western", "Topic 5
Words: design, choices, marketing, lot, fruit", "Topic 5
Words: breakfast, selection, brands, modern, just", "Topic 5
Words: breakfast, selection, vegetarian, brands, idea", "Topic 5
Words: brand, breakfast, selection, like, paint", "Topic 5
Words: breakfast, design, cheese, selection, pho", "Topic 5
Words: breakfast, like, modern, brands, selection", "Topic 5
Words: brand, breakfast, jeans, modern, selection", "Topic 5
Words: breakfast, mrs, high, make, style", "Topic 5
Words: food, choices, brand, wide, make", "Topic 5
Words: brand, breakfast, choices, french, magarita", "Topic 5
Words: choice, glass, food, squeezed, idea", "Topic 5
Words: logics, cooper, flavorful, photograph, manager", "Topic 5
Words: chicve02, celebratory, macs, duper, cupcakes", "Topic 5
Words: corner, breakfast, quality, advertised, choice", "Topic 5
Words: lava, breakfast, pisang, queenie, signatures", "Topic 5
Words: everest, brand, humility, lunch, options", "Topic 5
Words: bensley, vegan, chosen, yen, meridien", "Topic 5
Words: tan, 539, citrus, branded, consistency", "Topic 5
Words: brand, countdown, execises, real, margarine", "Topic 5
Words: breakfast, design, tbs, variety, vietnamese", "Topic 5
Words: choices, quality, straws, limited, yoghurt", "Topic 5
Words: breakfast, brands, selection, margins, great", "Topic 5
Words: design, choices, variety, mark, foods", "Topic 5
Words: breakfast, brand, wide, taste, make", "Topic 5
Words: choices, design, food, don, toilet" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 114, 101, 130, 115, 144, 134, 130, 121, 136, 131, 109, 125, 135, 118, 105, 102, 96, 106, 104, 90, 76, 13, 14, 37, 27, 21, 6, 13, 28, 68, 85, 114, 138, 133, 94 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:42:21,282 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:42:55,430 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 0, "hotel | staff | great | clean | comfortable", 206051 ], [ 1, "pool | bar | stayed | rooftop | beautiful", 100454 ], [ 2, "service | helpful | friendly | excellent | food", 87904 ], [ 3, "experience | breakfast | stayed | great | hotel", 72173 ], [ 4, "definitely | staying | feel | return | time", 21874 ], [ 5, "design | breakfast | selection | business | western", 3213 ] ], "hovertemplate": "Topic %{customdata[0]}
%{customdata[1]}
Size: %{customdata[2]}", "legendgroup": "", "marker": { "color": "#B0BEC5", "line": { "color": "DarkSlateGrey", "width": 2 }, "size": [ 206051, 100454, 87904, 72173, 21874, 3213 ], "sizemode": "area", "sizeref": 128.781875, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 18.83319664001465, 18.459169387817383, 19.827835083007812, 22.49365234375, 21.861989974975586, 21.978097915649414 ], "xaxis": "x", "y": [ -1.4090574979782104, -1.0350534915924072, -22.273588180541992, -22.355131149291992, -21.975980758666992, -22.812196731567383 ], "yaxis": "y" } ], "layout": { "annotations": [ { "showarrow": false, "text": "D1", "x": 15.690293979644775, "y": -13.55691085457802, "yshift": 10 }, { "showarrow": false, "text": "D2", "x": 20.778997087478636, "xshift": 10, "y": -0.8797954678535461 } ], "height": 650, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "margin": { "t": 60 }, "shapes": [ { "line": { "color": "#CFD8DC", "width": 2 }, "type": "line", "x0": 20.778997087478636, "x1": 20.778997087478636, "y0": -26.23402624130249, "y1": -0.8797954678535461 }, { "line": { "color": "#9E9E9E", "width": 2 }, "type": "line", "x0": 15.690293979644775, "x1": 25.8677001953125, "y0": -13.55691085457802, "y1": -13.55691085457802 } ], "sliders": [ { "active": 0, "pad": { "t": 50 }, "steps": [ { "args": [ { "marker.color": [ [ "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 0", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 1", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 2", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 3", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5" ] ] } ], "label": "Topic 4", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red" ] ] } ], "label": "Topic 5", "method": "update" } ] } ], "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Intertopic Distance Map", "x": 0.5, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 650, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "range": [ 15.690293979644775, 25.8677001953125 ], "title": { "text": "" }, "visible": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "range": [ -26.23402624130249, -0.8797954678535461 ], "title": { "text": "" }, "visible": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, pool, friendly, food", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, great, clean, breakfast" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 31367, 36668, 34368, 30285, 25086, 6896, 2726, 16791, 21864 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: hotel, bar, nice, stayed, rooftop", "Topic 1
Words: hotel, view, nice, stayed, rooftop", "Topic 1
Words: hotel, rooftop, stayed, breakfast, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, breakfast" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 14911, 17379, 16712, 15199, 11768, 3616, 1573, 8101, 11195 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, reception", "Topic 2
Words: helpful, friendly, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: breakfast, services, reception, time, staffs", "Topic 2
Words: friendly, breakfast, ms, excellent, services", "Topic 2
Words: helpful, friendly, breakfast, reception, staffs", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 11568, 13885, 13702, 12830, 11142, 3241, 1554, 8978, 11004 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: breakfast, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 10192, 11906, 11618, 10647, 9124, 2709, 1126, 6503, 8348 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, return, welcome, time, worth", "Topic 4
Words: stay, like, really, worth, time", "Topic 4
Words: stay, definitely, time, return, feel", "Topic 4
Words: stay, definitely, return, feel, time", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: stay, definitely, family, feel, thank", "Topic 4
Words: definitely, staying, time, thank, feel", "Topic 4
Words: stay, come, definitely, thank, feel" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 2789, 3402, 3392, 3404, 3079, 839, 426, 2025, 2518 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: design, breakfast, selection, western, business", "Topic 5
Words: design, breakfast, selection, like, business", "Topic 5
Words: breakfast, selection, style, brands, western", "Topic 5
Words: design, breakfast, selection, fruit, brands", "Topic 5
Words: breakfast, selection, style, make, brands", "Topic 5
Words: design, breakfast, quality, like, corner", "Topic 5
Words: choices, brand, breakfast, lava, vegan", "Topic 5
Words: breakfast, variety, like, options, vietnamese", "Topic 5
Words: breakfast, choices, quality, like, wide" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 460, 529, 501, 460, 396, 140, 67, 295, 365 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, clean, comfortable, food", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, clean, comfortable, breakfast", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, em, covid, clean", "Topic 0
Words: hotel, staff, nice, clean, food", "Topic 0
Words: hotel, clean, friendly, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 7847, 7553, 7910, 8057, 10393, 9055, 8748, 8472, 9862, 8836, 7624, 8046, 8861, 7783, 6949, 6692, 6967, 6229, 5725, 6165, 4724, 448, 697, 1027, 1083, 885, 150, 608, 1027, 3541, 5449, 6774, 8267, 8409, 5188 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: hotel, pool, stayed, nice, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: hotel, pool, stayed, nice, city", "Topic 1
Words: hotel, pool, nice, stayed, river", "Topic 1
Words: bar, rooftop, nice, stayed, swimming", "Topic 1
Words: hotel, nice, view, rooftop, breakfast", "Topic 1
Words: hotel, pool, stayed, beautiful, rooftop", "Topic 1
Words: pool, stayed, beautiful, breakfast, bar", "Topic 1
Words: quarantine, vinpearl, resort, good, stayed", "Topic 1
Words: hotel, quarantine, water, nice, stayed", "Topic 1
Words: hotel, nice, clean, stayed, swimming", "Topic 1
Words: hotel, rooftop, stayed, shower, city", "Topic 1
Words: hotel, beach, nice, stayed, shower", "Topic 1
Words: hotel, rooftop, stayed, city, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 3813, 3623, 3638, 3837, 4970, 4292, 4217, 3900, 4585, 4370, 3780, 3977, 4447, 3987, 3361, 3404, 3372, 2844, 2667, 2885, 2345, 264, 346, 661, 603, 480, 122, 368, 466, 1727, 2561, 3347, 4254, 4165, 2776 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: breakfast, friendly, help, reception, taxi", "Topic 2
Words: friendly, breakfast, help, taxi, reception", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: breakfast, airport, time, thank, services", "Topic 2
Words: friendly, breakfast, help, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: helpful, breakfast, friendly, reception, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: helpful, friendly, breakfast, time, staffs", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: friendly, breakfast, excellent, reception, services", "Topic 2
Words: service, helpful, friendly, food, reception", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, services, reception, restaurant, ms", "Topic 2
Words: service, helpful, friendly, ms, food", "Topic 2
Words: helpful, food, ms, staffs, nice", "Topic 2
Words: service, breakfast, thanks, staffs, ms", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: breakfast, reception, services, airport, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, helpful, friendly, excellent, food" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2789, 2821, 3005, 2953, 3767, 3322, 3435, 3361, 3634, 3467, 3148, 3453, 3571, 3350, 2926, 2983, 2794, 2671, 2675, 3002, 2006, 228, 346, 661, 592, 463, 113, 386, 556, 1851, 3028, 3543, 4137, 4202, 2665 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, hotel, great", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: breakfast, vietnam, nights, great, tour", "Topic 3
Words: experience, stayed, breakfast, tour, hotel", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, breakfast, nights, tour, saigon", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, nights, stay, tour", "Topic 3
Words: experience, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, vietnam, stayed, nights, great", "Topic 3
Words: experience, time, stayed, nights, amazing", "Topic 3
Words: experience, time, vietnam, stayed, breakfast", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, saigon, nights", "Topic 3
Words: experience, stayed, saigon, food, hotel", "Topic 3
Words: experience, breakfast, amazing, like, stayed", "Topic 3
Words: experience, breakfast, stayed, hotel, saigon", "Topic 3
Words: breakfast, amazing, vietnam, stayed, felt", "Topic 3
Words: ms, covid, amazing, avinash, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, sofitel", "Topic 3
Words: experience, breakfast, great, stayed, family", "Topic 3
Words: experience, breakfast, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: breakfast, time, amazing, stayed, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, hotel", "Topic 3
Words: experience, breakfast, amazing, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2532, 2468, 2548, 2644, 3319, 2914, 2861, 2812, 3084, 2993, 2678, 2863, 3143, 2695, 2464, 2345, 2336, 2282, 2197, 2309, 1764, 223, 259, 463, 421, 347, 90, 268, 400, 1304, 2153, 2646, 3065, 3248, 2035 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: staying, return, choice, feel, don", "Topic 4
Words: definitely, return, staying, feel, time", "Topic 4
Words: stay, return, welcome, worth, choice", "Topic 4
Words: return, staying, accor, feel, really", "Topic 4
Words: stay, come, time, worth, club", "Topic 4
Words: definitely, staying, time, return, club", "Topic 4
Words: definitely, staying, feel, thank, time", "Topic 4
Words: stay, definitely, loved, feel, return", "Topic 4
Words: definitely, staying, time, return, love", "Topic 4
Words: definitely, staying, time, thank, club", "Topic 4
Words: like, return, time, staying, thank", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, staying, love, return, club", "Topic 4
Words: definitely, time, return, feel, staying", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, definitely, come, feel, time", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, feel, return, staying, thank", "Topic 4
Words: definitely, loved, return, staying, day", "Topic 4
Words: stay, cam, dalat, don, smile", "Topic 4
Words: come, really, legacy, hope, tu", "Topic 4
Words: team, staying, ll, welcome, feel", "Topic 4
Words: stay, like, ll, friends, gave", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, family, chance, thank, butcher", "Topic 4
Words: definitely, comeback, welcome, loyalty, xmas", "Topic 4
Words: legacy, family, tu, yen, months", "Topic 4
Words: come, really, staying, recommend, family", "Topic 4
Words: stay, definitely, feel, mr, time", "Topic 4
Words: definitely, staying, return, time, thank", "Topic 4
Words: definitely, thank, staying, time, family", "Topic 4
Words: stay, come, definitely, thank, feel", "Topic 4
Words: thank, like, family, return, staying" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 635, 641, 728, 785, 885, 806, 863, 848, 841, 867, 803, 881, 934, 880, 774, 816, 750, 768, 750, 811, 536, 60, 99, 144, 148, 128, 41, 109, 115, 441, 670, 799, 918, 915, 685 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: breakfast, choice, brands, yogurt, western", "Topic 5
Words: design, breakfast, business, birthday, choose", "Topic 5
Words: quality, breakfast, like, looks, corporate", "Topic 5
Words: brand, breakfast, think, modern, variety", "Topic 5
Words: breakfast, western, designer, selection, french", "Topic 5
Words: breakfast, brand, selection, good, business", "Topic 5
Words: breakfast, brands, business, selection, price", "Topic 5
Words: breakfast, selection, modern, cheese, wide", "Topic 5
Words: quality, choices, burger, like, western", "Topic 5
Words: choices, brand, style, food, western", "Topic 5
Words: design, choices, marketing, lot, fruit", "Topic 5
Words: breakfast, selection, brands, modern, just", "Topic 5
Words: breakfast, selection, vegetarian, brands, idea", "Topic 5
Words: brand, breakfast, selection, like, paint", "Topic 5
Words: breakfast, design, cheese, selection, pho", "Topic 5
Words: breakfast, like, modern, brands, selection", "Topic 5
Words: brand, breakfast, jeans, modern, selection", "Topic 5
Words: breakfast, mrs, high, make, style", "Topic 5
Words: food, choices, brand, wide, make", "Topic 5
Words: brand, breakfast, choices, french, magarita", "Topic 5
Words: choice, glass, food, squeezed, idea", "Topic 5
Words: logics, cooper, flavorful, photograph, manager", "Topic 5
Words: chicve02, celebratory, macs, duper, cupcakes", "Topic 5
Words: corner, breakfast, quality, advertised, choice", "Topic 5
Words: lava, breakfast, pisang, queenie, signatures", "Topic 5
Words: everest, brand, humility, lunch, options", "Topic 5
Words: bensley, vegan, chosen, yen, meridien", "Topic 5
Words: tan, 539, citrus, branded, consistency", "Topic 5
Words: brand, countdown, execises, real, margarine", "Topic 5
Words: breakfast, design, tbs, variety, vietnamese", "Topic 5
Words: choices, quality, straws, limited, yoghurt", "Topic 5
Words: breakfast, brands, selection, margins, great", "Topic 5
Words: design, choices, variety, mark, foods", "Topic 5
Words: breakfast, brand, wide, taste, make", "Topic 5
Words: choices, design, food, don, toilet" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 114, 101, 130, 115, 144, 134, 130, 121, 136, 131, 109, 125, 135, 118, 105, 102, 96, 106, 104, 90, 76, 13, 14, 37, 27, 21, 6, 13, 28, 68, 85, 114, 138, 133, 94 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:43:49,935 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:44:23,882 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 0, "hotel | staff | great | clean | comfortable", 206051 ], [ 1, "pool | bar | stayed | rooftop | beautiful", 100454 ], [ 2, "service | helpful | friendly | excellent | food", 87904 ], [ 3, "experience | breakfast | stayed | great | hotel", 72173 ], [ 4, "definitely | staying | feel | return | time", 21874 ], [ 5, "design | breakfast | selection | business | western", 3213 ] ], "hovertemplate": "Topic %{customdata[0]}
%{customdata[1]}
Size: %{customdata[2]}", "legendgroup": "", "marker": { "color": "#B0BEC5", "line": { "color": "DarkSlateGrey", "width": 2 }, "size": [ 206051, 100454, 87904, 72173, 21874, 3213 ], "sizemode": "area", "sizeref": 128.781875, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ -14.421610832214355, -14.795620918273926, 1.1492741107940674, 1.4132320880889893, 0.9377425909042358, 1.7953115701675415 ], "xaxis": "x", "y": [ 32.082767486572266, 32.456783294677734, 17.859716415405273, 15.543837547302246, 16.101877212524414, 16.100013732910156 ], "yaxis": "y" } ], "layout": { "annotations": [ { "showarrow": false, "text": "D1", "x": -17.014964056015014, "y": 25.268781352043153, "yshift": 10 }, { "showarrow": false, "text": "D2", "x": -7.475177875161171, "xshift": 10, "y": 37.325300788879396 } ], "height": 650, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "margin": { "t": 60 }, "shapes": [ { "line": { "color": "#CFD8DC", "width": 2 }, "type": "line", "x0": -7.475177875161171, "x1": -7.475177875161171, "y0": 13.21226191520691, "y1": 37.325300788879396 }, { "line": { "color": "#9E9E9E", "width": 2 }, "type": "line", "x0": -17.014964056015014, "x1": 2.0646083056926727, "y0": 25.268781352043153, "y1": 25.268781352043153 } ], "sliders": [ { "active": 0, "pad": { "t": 50 }, "steps": [ { "args": [ { "marker.color": [ [ "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 0", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 1", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 2", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 3", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5" ] ] } ], "label": "Topic 4", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red" ] ] } ], "label": "Topic 5", "method": "update" } ] } ], "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Intertopic Distance Map", "x": 0.5, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 650, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "range": [ -17.014964056015014, 2.0646083056926727 ], "title": { "text": "" }, "visible": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "range": [ 13.21226191520691, 37.325300788879396 ], "title": { "text": "" }, "visible": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, pool, friendly, food", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, great, clean, breakfast" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 31367, 36668, 34368, 30285, 25086, 6896, 2726, 16791, 21864 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: hotel, bar, nice, stayed, rooftop", "Topic 1
Words: hotel, view, nice, stayed, rooftop", "Topic 1
Words: hotel, rooftop, stayed, breakfast, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, breakfast" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 14911, 17379, 16712, 15199, 11768, 3616, 1573, 8101, 11195 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, reception", "Topic 2
Words: helpful, friendly, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: breakfast, services, reception, time, staffs", "Topic 2
Words: friendly, breakfast, ms, excellent, services", "Topic 2
Words: helpful, friendly, breakfast, reception, staffs", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 11568, 13885, 13702, 12830, 11142, 3241, 1554, 8978, 11004 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: breakfast, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 10192, 11906, 11618, 10647, 9124, 2709, 1126, 6503, 8348 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, return, welcome, time, worth", "Topic 4
Words: stay, like, really, worth, time", "Topic 4
Words: stay, definitely, time, return, feel", "Topic 4
Words: stay, definitely, return, feel, time", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: stay, definitely, family, feel, thank", "Topic 4
Words: definitely, staying, time, thank, feel", "Topic 4
Words: stay, come, definitely, thank, feel" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 2789, 3402, 3392, 3404, 3079, 839, 426, 2025, 2518 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: design, breakfast, selection, western, business", "Topic 5
Words: design, breakfast, selection, like, business", "Topic 5
Words: breakfast, selection, style, brands, western", "Topic 5
Words: design, breakfast, selection, fruit, brands", "Topic 5
Words: breakfast, selection, style, make, brands", "Topic 5
Words: design, breakfast, quality, like, corner", "Topic 5
Words: choices, brand, breakfast, lava, vegan", "Topic 5
Words: breakfast, variety, like, options, vietnamese", "Topic 5
Words: breakfast, choices, quality, like, wide" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 460, 529, 501, 460, 396, 140, 67, 295, 365 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, clean, comfortable, food", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, clean, comfortable, breakfast", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, em, covid, clean", "Topic 0
Words: hotel, staff, nice, clean, food", "Topic 0
Words: hotel, clean, friendly, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 7847, 7553, 7910, 8057, 10393, 9055, 8748, 8472, 9862, 8836, 7624, 8046, 8861, 7783, 6949, 6692, 6967, 6229, 5725, 6165, 4724, 448, 697, 1027, 1083, 885, 150, 608, 1027, 3541, 5449, 6774, 8267, 8409, 5188 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: hotel, pool, stayed, nice, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: hotel, pool, stayed, nice, city", "Topic 1
Words: hotel, pool, nice, stayed, river", "Topic 1
Words: bar, rooftop, nice, stayed, swimming", "Topic 1
Words: hotel, nice, view, rooftop, breakfast", "Topic 1
Words: hotel, pool, stayed, beautiful, rooftop", "Topic 1
Words: pool, stayed, beautiful, breakfast, bar", "Topic 1
Words: quarantine, vinpearl, resort, good, stayed", "Topic 1
Words: hotel, quarantine, water, nice, stayed", "Topic 1
Words: hotel, nice, clean, stayed, swimming", "Topic 1
Words: hotel, rooftop, stayed, shower, city", "Topic 1
Words: hotel, beach, nice, stayed, shower", "Topic 1
Words: hotel, rooftop, stayed, city, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 3813, 3623, 3638, 3837, 4970, 4292, 4217, 3900, 4585, 4370, 3780, 3977, 4447, 3987, 3361, 3404, 3372, 2844, 2667, 2885, 2345, 264, 346, 661, 603, 480, 122, 368, 466, 1727, 2561, 3347, 4254, 4165, 2776 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: breakfast, friendly, help, reception, taxi", "Topic 2
Words: friendly, breakfast, help, taxi, reception", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: breakfast, airport, time, thank, services", "Topic 2
Words: friendly, breakfast, help, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: helpful, breakfast, friendly, reception, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: helpful, friendly, breakfast, time, staffs", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: friendly, breakfast, excellent, reception, services", "Topic 2
Words: service, helpful, friendly, food, reception", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, services, reception, restaurant, ms", "Topic 2
Words: service, helpful, friendly, ms, food", "Topic 2
Words: helpful, food, ms, staffs, nice", "Topic 2
Words: service, breakfast, thanks, staffs, ms", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: breakfast, reception, services, airport, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, helpful, friendly, excellent, food" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2789, 2821, 3005, 2953, 3767, 3322, 3435, 3361, 3634, 3467, 3148, 3453, 3571, 3350, 2926, 2983, 2794, 2671, 2675, 3002, 2006, 228, 346, 661, 592, 463, 113, 386, 556, 1851, 3028, 3543, 4137, 4202, 2665 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, hotel, great", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: breakfast, vietnam, nights, great, tour", "Topic 3
Words: experience, stayed, breakfast, tour, hotel", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, breakfast, nights, tour, saigon", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, nights, stay, tour", "Topic 3
Words: experience, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, vietnam, stayed, nights, great", "Topic 3
Words: experience, time, stayed, nights, amazing", "Topic 3
Words: experience, time, vietnam, stayed, breakfast", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, saigon, nights", "Topic 3
Words: experience, stayed, saigon, food, hotel", "Topic 3
Words: experience, breakfast, amazing, like, stayed", "Topic 3
Words: experience, breakfast, stayed, hotel, saigon", "Topic 3
Words: breakfast, amazing, vietnam, stayed, felt", "Topic 3
Words: ms, covid, amazing, avinash, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, sofitel", "Topic 3
Words: experience, breakfast, great, stayed, family", "Topic 3
Words: experience, breakfast, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: breakfast, time, amazing, stayed, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, hotel", "Topic 3
Words: experience, breakfast, amazing, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2532, 2468, 2548, 2644, 3319, 2914, 2861, 2812, 3084, 2993, 2678, 2863, 3143, 2695, 2464, 2345, 2336, 2282, 2197, 2309, 1764, 223, 259, 463, 421, 347, 90, 268, 400, 1304, 2153, 2646, 3065, 3248, 2035 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: staying, return, choice, feel, don", "Topic 4
Words: definitely, return, staying, feel, time", "Topic 4
Words: stay, return, welcome, worth, choice", "Topic 4
Words: return, staying, accor, feel, really", "Topic 4
Words: stay, come, time, worth, club", "Topic 4
Words: definitely, staying, time, return, club", "Topic 4
Words: definitely, staying, feel, thank, time", "Topic 4
Words: stay, definitely, loved, feel, return", "Topic 4
Words: definitely, staying, time, return, love", "Topic 4
Words: definitely, staying, time, thank, club", "Topic 4
Words: like, return, time, staying, thank", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, staying, love, return, club", "Topic 4
Words: definitely, time, return, feel, staying", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, definitely, come, feel, time", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, feel, return, staying, thank", "Topic 4
Words: definitely, loved, return, staying, day", "Topic 4
Words: stay, cam, dalat, don, smile", "Topic 4
Words: come, really, legacy, hope, tu", "Topic 4
Words: team, staying, ll, welcome, feel", "Topic 4
Words: stay, like, ll, friends, gave", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, family, chance, thank, butcher", "Topic 4
Words: definitely, comeback, welcome, loyalty, xmas", "Topic 4
Words: legacy, family, tu, yen, months", "Topic 4
Words: come, really, staying, recommend, family", "Topic 4
Words: stay, definitely, feel, mr, time", "Topic 4
Words: definitely, staying, return, time, thank", "Topic 4
Words: definitely, thank, staying, time, family", "Topic 4
Words: stay, come, definitely, thank, feel", "Topic 4
Words: thank, like, family, return, staying" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 635, 641, 728, 785, 885, 806, 863, 848, 841, 867, 803, 881, 934, 880, 774, 816, 750, 768, 750, 811, 536, 60, 99, 144, 148, 128, 41, 109, 115, 441, 670, 799, 918, 915, 685 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: breakfast, choice, brands, yogurt, western", "Topic 5
Words: design, breakfast, business, birthday, choose", "Topic 5
Words: quality, breakfast, like, looks, corporate", "Topic 5
Words: brand, breakfast, think, modern, variety", "Topic 5
Words: breakfast, western, designer, selection, french", "Topic 5
Words: breakfast, brand, selection, good, business", "Topic 5
Words: breakfast, brands, business, selection, price", "Topic 5
Words: breakfast, selection, modern, cheese, wide", "Topic 5
Words: quality, choices, burger, like, western", "Topic 5
Words: choices, brand, style, food, western", "Topic 5
Words: design, choices, marketing, lot, fruit", "Topic 5
Words: breakfast, selection, brands, modern, just", "Topic 5
Words: breakfast, selection, vegetarian, brands, idea", "Topic 5
Words: brand, breakfast, selection, like, paint", "Topic 5
Words: breakfast, design, cheese, selection, pho", "Topic 5
Words: breakfast, like, modern, brands, selection", "Topic 5
Words: brand, breakfast, jeans, modern, selection", "Topic 5
Words: breakfast, mrs, high, make, style", "Topic 5
Words: food, choices, brand, wide, make", "Topic 5
Words: brand, breakfast, choices, french, magarita", "Topic 5
Words: choice, glass, food, squeezed, idea", "Topic 5
Words: logics, cooper, flavorful, photograph, manager", "Topic 5
Words: chicve02, celebratory, macs, duper, cupcakes", "Topic 5
Words: corner, breakfast, quality, advertised, choice", "Topic 5
Words: lava, breakfast, pisang, queenie, signatures", "Topic 5
Words: everest, brand, humility, lunch, options", "Topic 5
Words: bensley, vegan, chosen, yen, meridien", "Topic 5
Words: tan, 539, citrus, branded, consistency", "Topic 5
Words: brand, countdown, execises, real, margarine", "Topic 5
Words: breakfast, design, tbs, variety, vietnamese", "Topic 5
Words: choices, quality, straws, limited, yoghurt", "Topic 5
Words: breakfast, brands, selection, margins, great", "Topic 5
Words: design, choices, variety, mark, foods", "Topic 5
Words: breakfast, brand, wide, taste, make", "Topic 5
Words: choices, design, food, don, toilet" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 114, 101, 130, 115, 144, 134, 130, 121, 136, 131, 109, 125, 135, 118, 105, 102, 96, 106, 104, 90, 76, 13, 14, 37, 27, 21, 6, 13, 28, 68, 85, 114, 138, 133, 94 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:45:17,203 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:45:51,581 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 0, "hotel | staff | great | clean | comfortable", 206051 ], [ 1, "pool | bar | stayed | rooftop | beautiful", 100454 ], [ 2, "service | helpful | friendly | excellent | food", 87904 ], [ 3, "experience | breakfast | stayed | great | hotel", 72173 ], [ 4, "definitely | staying | feel | return | time", 21874 ], [ 5, "design | breakfast | selection | business | western", 3213 ] ], "hovertemplate": "Topic %{customdata[0]}
%{customdata[1]}
Size: %{customdata[2]}", "legendgroup": "", "marker": { "color": "#B0BEC5", "line": { "color": "DarkSlateGrey", "width": 2 }, "size": [ 206051, 100454, 87904, 72173, 21874, 3213 ], "sizemode": "area", "sizeref": 128.781875, "symbol": "circle" }, "mode": "markers", "name": "", "orientation": "v", "showlegend": false, "type": "scatter", "x": [ 7.972436428070068, 7.598440170288086, -17.98796844482422, -16.33567237854004, -16.42656135559082, -17.01080894470215 ], "xaxis": "x", "y": [ 9.899982452392578, 9.525948524475098, 2.8065695762634277, 0.6868231892585754, 1.420654535293579, 0.811586856842041 ], "yaxis": "y" } ], "layout": { "annotations": [ { "showarrow": false, "text": "D1", "x": -20.686163711547852, "y": 5.984389765560627, "yshift": 10 }, { "showarrow": false, "text": "D2", "x": -5.758930909633637, "xshift": 10, "y": 11.384979820251464 } ], "height": 650, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "itemsizing": "constant", "tracegroupgap": 0 }, "margin": { "t": 60 }, "shapes": [ { "line": { "color": "#CFD8DC", "width": 2 }, "type": "line", "x0": -5.758930909633637, "x1": -5.758930909633637, "y0": 0.5837997108697891, "y1": 11.384979820251464 }, { "line": { "color": "#9E9E9E", "width": 2 }, "type": "line", "x0": -20.686163711547852, "x1": 9.168301892280578, "y0": 5.984389765560627, "y1": 5.984389765560627 } ], "sliders": [ { "active": 0, "pad": { "t": 50 }, "steps": [ { "args": [ { "marker.color": [ [ "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 0", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 1", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 2", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5", "#B0BEC5" ] ] } ], "label": "Topic 3", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red", "#B0BEC5" ] ] } ], "label": "Topic 4", "method": "update" }, { "args": [ { "marker.color": [ [ "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "#B0BEC5", "red" ] ] } ], "label": "Topic 5", "method": "update" } ] } ], "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Intertopic Distance Map", "x": 0.5, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 650, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "range": [ -20.686163711547852, 9.168301892280578 ], "title": { "text": "" }, "visible": false }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "range": [ 0.5837997108697891, 11.384979820251464 ], "title": { "text": "" }, "visible": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, pool, friendly, food", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, great, clean, breakfast" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 31367, 36668, 34368, 30285, 25086, 6896, 2726, 16791, 21864 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: hotel, bar, nice, stayed, rooftop", "Topic 1
Words: hotel, view, nice, stayed, rooftop", "Topic 1
Words: hotel, rooftop, stayed, breakfast, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, breakfast" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 14911, 17379, 16712, 15199, 11768, 3616, 1573, 8101, 11195 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, reception", "Topic 2
Words: helpful, friendly, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: breakfast, services, reception, time, staffs", "Topic 2
Words: friendly, breakfast, ms, excellent, services", "Topic 2
Words: helpful, friendly, breakfast, reception, staffs", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 11568, 13885, 13702, 12830, 11142, 3241, 1554, 8978, 11004 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: breakfast, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 10192, 11906, 11618, 10647, 9124, 2709, 1126, 6503, 8348 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, return, welcome, time, worth", "Topic 4
Words: stay, like, really, worth, time", "Topic 4
Words: stay, definitely, time, return, feel", "Topic 4
Words: stay, definitely, return, feel, time", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: stay, definitely, family, feel, thank", "Topic 4
Words: definitely, staying, time, thank, feel", "Topic 4
Words: stay, come, definitely, thank, feel" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 2789, 3402, 3392, 3404, 3079, 839, 426, 2025, 2518 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: design, breakfast, selection, western, business", "Topic 5
Words: design, breakfast, selection, like, business", "Topic 5
Words: breakfast, selection, style, brands, western", "Topic 5
Words: design, breakfast, selection, fruit, brands", "Topic 5
Words: breakfast, selection, style, make, brands", "Topic 5
Words: design, breakfast, quality, like, corner", "Topic 5
Words: choices, brand, breakfast, lava, vegan", "Topic 5
Words: breakfast, variety, like, options, vietnamese", "Topic 5
Words: breakfast, choices, quality, like, wide" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2016-01-01T00:00:00", "2017-01-01T00:00:00", "2018-01-01T00:00:00", "2019-01-01T00:00:00", "2020-01-01T00:00:00", "2021-01-01T00:00:00", "2022-01-01T00:00:00", "2023-01-01T00:00:00" ], "y": [ 460, 529, 501, 460, 396, 140, 67, 295, 365 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, clean, comfortable, food", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, clean, comfortable, breakfast", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, em, covid, clean", "Topic 0
Words: hotel, staff, nice, clean, food", "Topic 0
Words: hotel, clean, friendly, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 7847, 7553, 7910, 8057, 10393, 9055, 8748, 8472, 9862, 8836, 7624, 8046, 8861, 7783, 6949, 6692, 6967, 6229, 5725, 6165, 4724, 448, 697, 1027, 1083, 885, 150, 608, 1027, 3541, 5449, 6774, 8267, 8409, 5188 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: hotel, pool, stayed, nice, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: hotel, pool, stayed, nice, city", "Topic 1
Words: hotel, pool, nice, stayed, river", "Topic 1
Words: bar, rooftop, nice, stayed, swimming", "Topic 1
Words: hotel, nice, view, rooftop, breakfast", "Topic 1
Words: hotel, pool, stayed, beautiful, rooftop", "Topic 1
Words: pool, stayed, beautiful, breakfast, bar", "Topic 1
Words: quarantine, vinpearl, resort, good, stayed", "Topic 1
Words: hotel, quarantine, water, nice, stayed", "Topic 1
Words: hotel, nice, clean, stayed, swimming", "Topic 1
Words: hotel, rooftop, stayed, shower, city", "Topic 1
Words: hotel, beach, nice, stayed, shower", "Topic 1
Words: hotel, rooftop, stayed, city, shower", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, shower, stayed, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 3813, 3623, 3638, 3837, 4970, 4292, 4217, 3900, 4585, 4370, 3780, 3977, 4447, 3987, 3361, 3404, 3372, 2844, 2667, 2885, 2345, 264, 346, 661, 603, 480, 122, 368, 466, 1727, 2561, 3347, 4254, 4165, 2776 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: breakfast, friendly, help, reception, taxi", "Topic 2
Words: friendly, breakfast, help, taxi, reception", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: breakfast, airport, time, thank, services", "Topic 2
Words: friendly, breakfast, help, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: helpful, breakfast, friendly, reception, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: helpful, friendly, breakfast, time, staffs", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: friendly, breakfast, excellent, reception, services", "Topic 2
Words: service, helpful, friendly, food, reception", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, services, reception, restaurant, ms", "Topic 2
Words: service, helpful, friendly, ms, food", "Topic 2
Words: helpful, food, ms, staffs, nice", "Topic 2
Words: service, breakfast, thanks, staffs, ms", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, breakfast, excellent, help, reception", "Topic 2
Words: breakfast, reception, services, airport, time", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: service, helpful, friendly, excellent, food" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2789, 2821, 3005, 2953, 3767, 3322, 3435, 3361, 3634, 3467, 3148, 3453, 3571, 3350, 2926, 2983, 2794, 2671, 2675, 3002, 2006, 228, 346, 661, 592, 463, 113, 386, 556, 1851, 3028, 3543, 4137, 4202, 2665 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, hotel, great", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: breakfast, vietnam, nights, great, tour", "Topic 3
Words: experience, stayed, breakfast, tour, hotel", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, breakfast, nights, tour, saigon", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, nights, stay, tour", "Topic 3
Words: experience, stayed, vietnam, nights, great", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, vietnam, stayed, nights, great", "Topic 3
Words: experience, time, stayed, nights, amazing", "Topic 3
Words: experience, time, vietnam, stayed, breakfast", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, saigon, nights", "Topic 3
Words: experience, stayed, saigon, food, hotel", "Topic 3
Words: experience, breakfast, amazing, like, stayed", "Topic 3
Words: experience, breakfast, stayed, hotel, saigon", "Topic 3
Words: breakfast, amazing, vietnam, stayed, felt", "Topic 3
Words: ms, covid, amazing, avinash, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, sofitel", "Topic 3
Words: experience, breakfast, great, stayed, family", "Topic 3
Words: experience, breakfast, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: breakfast, time, amazing, stayed, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, saigon", "Topic 3
Words: breakfast, amazing, stayed, nights, hotel", "Topic 3
Words: experience, breakfast, amazing, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 2532, 2468, 2548, 2644, 3319, 2914, 2861, 2812, 3084, 2993, 2678, 2863, 3143, 2695, 2464, 2345, 2336, 2282, 2197, 2309, 1764, 223, 259, 463, 421, 347, 90, 268, 400, 1304, 2153, 2646, 3065, 3248, 2035 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: staying, return, choice, feel, don", "Topic 4
Words: definitely, return, staying, feel, time", "Topic 4
Words: stay, return, welcome, worth, choice", "Topic 4
Words: return, staying, accor, feel, really", "Topic 4
Words: stay, come, time, worth, club", "Topic 4
Words: definitely, staying, time, return, club", "Topic 4
Words: definitely, staying, feel, thank, time", "Topic 4
Words: stay, definitely, loved, feel, return", "Topic 4
Words: definitely, staying, time, return, love", "Topic 4
Words: definitely, staying, time, thank, club", "Topic 4
Words: like, return, time, staying, thank", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, staying, love, return, club", "Topic 4
Words: definitely, time, return, feel, staying", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, definitely, feel, return, time", "Topic 4
Words: stay, definitely, come, feel, time", "Topic 4
Words: stay, definitely, feel, return, club", "Topic 4
Words: definitely, feel, return, staying, thank", "Topic 4
Words: definitely, loved, return, staying, day", "Topic 4
Words: stay, cam, dalat, don, smile", "Topic 4
Words: come, really, legacy, hope, tu", "Topic 4
Words: team, staying, ll, welcome, feel", "Topic 4
Words: stay, like, ll, friends, gave", "Topic 4
Words: stay, come, definitely, thank, family", "Topic 4
Words: stay, family, chance, thank, butcher", "Topic 4
Words: definitely, comeback, welcome, loyalty, xmas", "Topic 4
Words: legacy, family, tu, yen, months", "Topic 4
Words: come, really, staying, recommend, family", "Topic 4
Words: stay, definitely, feel, mr, time", "Topic 4
Words: definitely, staying, return, time, thank", "Topic 4
Words: definitely, thank, staying, time, family", "Topic 4
Words: stay, come, definitely, thank, feel", "Topic 4
Words: thank, like, family, return, staying" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 635, 641, 728, 785, 885, 806, 863, 848, 841, 867, 803, 881, 934, 880, 774, 816, 750, 768, 750, 811, 536, 60, 99, 144, 148, 128, 41, 109, 115, 441, 670, 799, 918, 915, 685 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: breakfast, choice, brands, yogurt, western", "Topic 5
Words: design, breakfast, business, birthday, choose", "Topic 5
Words: quality, breakfast, like, looks, corporate", "Topic 5
Words: brand, breakfast, think, modern, variety", "Topic 5
Words: breakfast, western, designer, selection, french", "Topic 5
Words: breakfast, brand, selection, good, business", "Topic 5
Words: breakfast, brands, business, selection, price", "Topic 5
Words: breakfast, selection, modern, cheese, wide", "Topic 5
Words: quality, choices, burger, like, western", "Topic 5
Words: choices, brand, style, food, western", "Topic 5
Words: design, choices, marketing, lot, fruit", "Topic 5
Words: breakfast, selection, brands, modern, just", "Topic 5
Words: breakfast, selection, vegetarian, brands, idea", "Topic 5
Words: brand, breakfast, selection, like, paint", "Topic 5
Words: breakfast, design, cheese, selection, pho", "Topic 5
Words: breakfast, like, modern, brands, selection", "Topic 5
Words: brand, breakfast, jeans, modern, selection", "Topic 5
Words: breakfast, mrs, high, make, style", "Topic 5
Words: food, choices, brand, wide, make", "Topic 5
Words: brand, breakfast, choices, french, magarita", "Topic 5
Words: choice, glass, food, squeezed, idea", "Topic 5
Words: logics, cooper, flavorful, photograph, manager", "Topic 5
Words: chicve02, celebratory, macs, duper, cupcakes", "Topic 5
Words: corner, breakfast, quality, advertised, choice", "Topic 5
Words: lava, breakfast, pisang, queenie, signatures", "Topic 5
Words: everest, brand, humility, lunch, options", "Topic 5
Words: bensley, vegan, chosen, yen, meridien", "Topic 5
Words: tan, 539, citrus, branded, consistency", "Topic 5
Words: brand, countdown, execises, real, margarine", "Topic 5
Words: breakfast, design, tbs, variety, vietnamese", "Topic 5
Words: choices, quality, straws, limited, yoghurt", "Topic 5
Words: breakfast, brands, selection, margins, great", "Topic 5
Words: design, choices, variety, mark, foods", "Topic 5
Words: breakfast, brand, wide, taste, make", "Topic 5
Words: choices, design, food, don, toilet" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-04-01T00:00:00", "2015-07-01T00:00:00", "2015-10-01T00:00:00", "2016-01-01T00:00:00", "2016-04-01T00:00:00", "2016-07-01T00:00:00", "2016-10-01T00:00:00", "2017-01-01T00:00:00", "2017-04-01T00:00:00", "2017-07-01T00:00:00", "2017-10-01T00:00:00", "2018-01-01T00:00:00", "2018-04-01T00:00:00", "2018-07-01T00:00:00", "2018-10-01T00:00:00", "2019-01-01T00:00:00", "2019-04-01T00:00:00", "2019-07-01T00:00:00", "2019-10-01T00:00:00", "2020-01-01T00:00:00", "2020-04-01T00:00:00", "2020-07-01T00:00:00", "2020-10-01T00:00:00", "2021-01-01T00:00:00", "2021-04-01T00:00:00", "2021-07-01T00:00:00", "2021-10-01T00:00:00", "2022-01-01T00:00:00", "2022-04-01T00:00:00", "2022-07-01T00:00:00", "2022-10-01T00:00:00", "2023-01-01T00:00:00", "2023-04-01T00:00:00", "2023-07-01T00:00:00" ], "y": [ 114, 101, 130, 115, 144, 134, 130, 121, 136, 131, 109, 125, 135, 118, 105, 102, 96, 106, 104, 90, 76, 13, 14, 37, 27, 21, 6, 13, 28, 68, 85, 114, 138, 133, 94 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:46:45,969 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-06-01T00:00:00", "2021-07-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-01T00:00:00", "2015-02-01T00:00:00", "2015-03-01T00:00:00", "2015-04-01T00:00:00", "2015-05-01T00:00:00", "2015-06-01T00:00:00", "2015-07-01T00:00:00", "2015-08-01T00:00:00", "2015-09-01T00:00:00", "2015-10-01T00:00:00", "2015-11-01T00:00:00", "2015-12-01T00:00:00", "2016-01-01T00:00:00", "2016-02-01T00:00:00", "2016-03-01T00:00:00", "2016-04-01T00:00:00", "2016-05-01T00:00:00", "2016-06-01T00:00:00", "2016-07-01T00:00:00", "2016-08-01T00:00:00", "2016-09-01T00:00:00", "2016-10-01T00:00:00", "2016-11-01T00:00:00", "2016-12-01T00:00:00", "2017-01-01T00:00:00", "2017-02-01T00:00:00", "2017-03-01T00:00:00", "2017-04-01T00:00:00", "2017-05-01T00:00:00", "2017-06-01T00:00:00", "2017-07-01T00:00:00", "2017-08-01T00:00:00", "2017-09-01T00:00:00", "2017-10-01T00:00:00", "2017-11-01T00:00:00", "2017-12-01T00:00:00", "2018-01-01T00:00:00", "2018-02-01T00:00:00", "2018-03-01T00:00:00", "2018-04-01T00:00:00", "2018-05-01T00:00:00", "2018-06-01T00:00:00", "2018-07-01T00:00:00", "2018-08-01T00:00:00", "2018-09-01T00:00:00", "2018-10-01T00:00:00", "2018-11-01T00:00:00", "2018-12-01T00:00:00", "2019-01-01T00:00:00", "2019-02-01T00:00:00", "2019-03-01T00:00:00", "2019-04-01T00:00:00", "2019-05-01T00:00:00", "2019-06-01T00:00:00", "2019-07-01T00:00:00", "2019-08-01T00:00:00", "2019-09-01T00:00:00", "2019-10-01T00:00:00", "2019-11-01T00:00:00", "2019-12-01T00:00:00", "2020-01-01T00:00:00", "2020-02-01T00:00:00", "2020-03-01T00:00:00", "2020-04-01T00:00:00", "2020-05-01T00:00:00", "2020-06-01T00:00:00", "2020-07-01T00:00:00", "2020-08-01T00:00:00", "2020-09-01T00:00:00", "2020-10-01T00:00:00", "2020-11-01T00:00:00", "2020-12-01T00:00:00", "2021-01-01T00:00:00", "2021-02-01T00:00:00", "2021-03-01T00:00:00", "2021-04-01T00:00:00", "2021-05-01T00:00:00", "2021-08-01T00:00:00", "2021-09-01T00:00:00", "2021-10-01T00:00:00", "2021-11-01T00:00:00", "2021-12-01T00:00:00", "2022-01-01T00:00:00", "2022-02-01T00:00:00", "2022-03-01T00:00:00", "2022-04-01T00:00:00", "2022-05-01T00:00:00", "2022-06-01T00:00:00", "2022-07-01T00:00:00", "2022-08-01T00:00:00", "2022-09-01T00:00:00", "2022-10-01T00:00:00", "2022-11-01T00:00:00", "2022-12-01T00:00:00", "2023-01-01T00:00:00", "2023-02-01T00:00:00", "2023-03-01T00:00:00", "2023-04-01T00:00:00", "2023-05-01T00:00:00", "2023-06-01T00:00:00", "2023-07-01T00:00:00", "2023-08-01T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2024-03-03 17:47:19,672 - BERTopic - WARNING: There are more than 100 unique timestamps (i.e., 104) which significantly slows down the application. Consider setting `nr_bins` to a value lower than 100 to speed up calculation. \n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "hovertext": [ "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, spacious, area", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, nice, floor, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, friendly, food, area", "Topic 0
Words: hotel, staff, great, clean, food", "Topic 0
Words: hotel, staff, clean, area, friendly", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, area, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, nice, pool, area", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, spacious, food", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, clean, spacious, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, great, pool, food", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, pool, food, spacious", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, comfortable", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, nice, clean, floor", "Topic 0
Words: hotel, staff, clean, food, pool", "Topic 0
Words: hotel, staff, great, clean, spacious", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, good, pool, food", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, spacious", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, clean, nice, pool", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, clean, food, spacious", "Topic 0
Words: hotel, staff, nice, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, pool, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, nice, floor, breakfast", "Topic 0
Words: hotel, staff, area, friendly, saigon", "Topic 0
Words: hotel, staff, gym, area, comfortable", "Topic 0
Words: hotel, comfortable, spacious, saigon, place", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, nice, staff, clean, food", "Topic 0
Words: hotel, great, clean, spacious, pool", "Topic 0
Words: hotel, staff, food, friendly, view", "Topic 0
Words: hotel, staff, nice, pool, food", "Topic 0
Words: hotel, staff, clean, friendly, pool", "Topic 0
Words: hotel, staff, clean, spacious, food", "Topic 0
Words: staff, hotel, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, nice, clean, pool", "Topic 0
Words: hotel, staff, clean, view, breakfast", "Topic 0
Words: hotel, good, staff, friendly, food", "Topic 0
Words: hotel, staff, pool, nice, area", "Topic 0
Words: hotel, welcoming, phong, vancao, wfhotel", "Topic 0
Words: em, hotel, staff, great, clean", "Topic 0
Words: hotel, staff, pool, clean, nice", "Topic 0
Words: hotel, staff, nice, food, clean", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, nice, view, food, pool", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, comfortable, food, spacious", "Topic 0
Words: hotel, staff, clean, pool, friendly", "Topic 0
Words: hotel, staff, clean, breakfast, floor", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, nice, clean, view", "Topic 0
Words: hotel, staff, clean, friendly, view", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, clean, friendly, spacious", "Topic 0
Words: hotel, staff, great, clean, friendly", "Topic 0
Words: hotel, staff, breakfast, spacious, friendly", "Topic 0
Words: hotel, staff, breakfast, clean, friendly", "Topic 0
Words: hotel, staff, great, pool, friendly", "Topic 0
Words: hotel, staff, great, pool, clean", "Topic 0
Words: hotel, staff, great, clean, breakfast", "Topic 0
Words: hotel, staff, great, clean, pool", "Topic 0
Words: hotel, staff, clean, breakfast, friendly", "Topic 0
Words: hotel, staff, great, clean, friendly" ], "marker": { "color": "#E69F00" }, "mode": "lines", "name": "Facility", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 2920, 2270, 2657, 2973, 2484, 2096, 2502, 2774, 2634, 2386, 2667, 3004, 3728, 2837, 3828, 3429, 2988, 2638, 2930, 3132, 2686, 2788, 2834, 2850, 3531, 2855, 3476, 3551, 2965, 2320, 2518, 2748, 2358, 2579, 2604, 2863, 3488, 2377, 2996, 3148, 2517, 2118, 2400, 2360, 2189, 2222, 2246, 2224, 2679, 1842, 2446, 2506, 1990, 1733, 1924, 1901, 1900, 2099, 1934, 2132, 2061, 1591, 1072, 228, 107, 113, 278, 166, 253, 318, 318, 391, 427, 339, 317, 482, 353, 50, 72, 28, 50, 133, 187, 288, 280, 429, 318, 880, 1260, 1401, 1785, 1743, 1921, 1887, 2174, 2713, 2651, 2487, 3129, 3528, 2568, 2313, 2646, 2542 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: pool, stayed, bar, city, river", "Topic 1
Words: stayed, bar, river, rooftop, beach", "Topic 1
Words: pool, stayed, bar, rooftop, beautiful", "Topic 1
Words: pool, stayed, rooftop, beautiful, breakfast", "Topic 1
Words: pool, stayed, bar, beautiful, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, beautiful", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, hotels", "Topic 1
Words: hotel, pool, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, nice, city, night", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: pool, bar, stayed, rooftop, hotels", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: hotel, stayed, rooftop, city, shower", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: stayed, bar, rooftop, river, beach", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, rooftop, breakfast", "Topic 1
Words: bar, stayed, rooftop, beach, beautiful", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, stayed, nice, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, stayed, city, lovely, spa", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: hotel, pool, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, beautiful", "Topic 1
Words: hotel, stayed, rooftop, city, views", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, stayed, bar, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, river", "Topic 1
Words: pool, bar, stayed, rooftop, city", "Topic 1
Words: pool, stayed, bar, rooftop, breakfast", "Topic 1
Words: pool, bar, stayed, city, rooftop", "Topic 1
Words: bar, stayed, rooftop, beach, river", "Topic 1
Words: hotel, pool, nice, stayed, clean", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: hotel, nice, stayed, city, river", "Topic 1
Words: pool, stayed, bar, rooftop, city", "Topic 1
Words: stayed, bar, rooftop, beautiful, beach", "Topic 1
Words: hotel, pool, stayed, rooftop, lovely", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: pool, bar, rooftop, stayed, river", "Topic 1
Words: pool, stayed, bar, city, rooftop", "Topic 1
Words: hotel, stayed, rooftop, city, breakfast", "Topic 1
Words: pool, bar, stayed, river, rooftop", "Topic 1
Words: hotel, stayed, nice, city, breakfast", "Topic 1
Words: hotel, pool, nice, stayed, views", "Topic 1
Words: hotel, best, river, shower, stayed", "Topic 1
Words: hotel, best, towel, time, stayed", "Topic 1
Words: stayed, beach, hotels, rooftop, night", "Topic 1
Words: pool, hotel, rooftop, stayed, myst", "Topic 1
Words: hotel, view, nice, swimming, bathtub", "Topic 1
Words: hotel, nice, balcony, clean, breakfast", "Topic 1
Words: hotel, beach, rooftop, stayed, covid", "Topic 1
Words: room, quarantine, beach, rooftop, really", "Topic 1
Words: hotel, view, nice, stayed, city", "Topic 1
Words: pool, hotel, nice, rooftop, stayed", "Topic 1
Words: hotel, view, beach, breakfast, stayed", "Topic 1
Words: pool, night, stayed, bar, hotels", "Topic 1
Words: beach, covid, rooftop, stayed, bath", "Topic 1
Words: hotel, quarantine, bath, sala, balcony", "Topic 1
Words: covid, great, lounge, forest, swimming", "Topic 1
Words: quarantine, blue, stayed, wellness, place", "Topic 1
Words: vinpearl, quarantine, hotel, rivera, phong", "Topic 1
Words: hotel, beautiful, stayed, best, quarantine", "Topic 1
Words: quarantine, hotel, balcony, bathtub, food", "Topic 1
Words: hotel, view, rooftop, nice, water", "Topic 1
Words: hotel, nice, clean, rooftop, stayed", "Topic 1
Words: hotel, swimming, nice, rooftop, bit", "Topic 1
Words: hotel, pool, stayed, time, dirty", "Topic 1
Words: pool, hotel, breakfast, stayed, clean", "Topic 1
Words: hotel, view, beach, nice, stayed", "Topic 1
Words: hotel, rooftop, stayed, shower, views", "Topic 1
Words: pool, bar, stayed, breakfast, beautiful", "Topic 1
Words: hotel, stayed, views, clean, city", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, beach, rooftop, breakfast, stayed", "Topic 1
Words: hotel, rooftop, beach, breakfast, stayed", "Topic 1
Words: hotel, rooftop, breakfast, stayed, water", "Topic 1
Words: hotel, rooftop, stayed, shower, breakfast", "Topic 1
Words: hotel, shower, stayed, breakfast, swimming", "Topic 1
Words: hotel, rooftop, shower, beautiful, breakfast", "Topic 1
Words: hotel, nice, rooftop, shower, stayed", "Topic 1
Words: hotel, rooftop, beach, shower, beautiful", "Topic 1
Words: hotel, rooftop, stayed, shower, beautiful", "Topic 1
Words: hotel, rooftop, breakfast, stayed, shower", "Topic 1
Words: hotel, rooftop, shower, beautiful, city" ], "marker": { "color": "#56B4E9" }, "mode": "lines", "name": "Amenity", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1431, 1098, 1284, 1398, 1211, 1014, 1148, 1330, 1160, 1136, 1309, 1392, 1752, 1391, 1827, 1630, 1444, 1218, 1410, 1522, 1285, 1266, 1303, 1331, 1720, 1342, 1523, 1749, 1420, 1201, 1176, 1393, 1211, 1352, 1211, 1414, 1770, 1163, 1514, 1606, 1284, 1097, 1158, 1128, 1075, 1157, 1127, 1120, 1332, 845, 1195, 1127, 926, 791, 894, 934, 839, 985, 847, 1053, 1078, 749, 518, 127, 60, 77, 145, 67, 134, 201, 207, 253, 224, 190, 189, 238, 212, 30, 45, 29, 48, 80, 115, 173, 144, 194, 128, 448, 623, 656, 854, 817, 890, 1009, 985, 1353, 1406, 1285, 1563, 1741, 1246, 1178, 1351, 1425 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, breakfast, help, taxi, reception", "Topic 2
Words: service, staff, helpful, breakfast, great", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, friendly, taxi, time", "Topic 2
Words: friendly, breakfast, restaurant, airport, thank", "Topic 2
Words: helpful, friendly, breakfast, time, reception", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: breakfast, time, services, restaurant, concierge", "Topic 2
Words: service, helpful, breakfast, friendly, hotel", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: breakfast, time, airport, services, wifi", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, breakfast, friendly, airport", "Topic 2
Words: service, helpful, breakfast, friendly, taxi", "Topic 2
Words: friendly, breakfast, airport, services, time", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, friendly, breakfast, reception", "Topic 2
Words: service, staff, helpful, friendly, food", "Topic 2
Words: breakfast, friendly, taxi, help, reception", "Topic 2
Words: helpful, breakfast, taxi, time, reception", "Topic 2
Words: service, staff, friendly, breakfast, hotel", "Topic 2
Words: service, breakfast, friendly, help, taxi", "Topic 2
Words: service, helpful, food, hotel, day", "Topic 2
Words: service, helpful, friendly, breakfast, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: friendly, breakfast, excellent, reception, taxi", "Topic 2
Words: service, helpful, friendly, breakfast, time", "Topic 2
Words: helpful, breakfast, friendly, taxi, day", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, breakfast, help, reception, nice", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: staff, helpful, breakfast, reception, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: breakfast, thank, airport, restaurant, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, breakfast, friendly, airport, help", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: staff, helpful, friendly, breakfast, excellent", "Topic 2
Words: breakfast, hotel, services, staffs, time", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, food, hotel, staffs", "Topic 2
Words: helpful, friendly, breakfast, reception, time", "Topic 2
Words: breakfast, hotel, thank, time, taxi", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, staff, helpful, friendly, excellent", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: helpful, friendly, breakfast, reception, ms", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, breakfast, help, concierge, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, food, hotel", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: service, staff, helpful, friendly, breakfast", "Topic 2
Words: services, breakfast, reception, kind, hotel", "Topic 2
Words: breakfast, staffs, reception, ms, minutes", "Topic 2
Words: service, mr, food, help, hotel", "Topic 2
Words: helpful, friendly, staffs, ngồi, tại", "Topic 2
Words: helpful, friendly, reception, staffs, hotel", "Topic 2
Words: service, friendly, breakfast, excellent, reception", "Topic 2
Words: service, helpful, friendly, breakfast, ms", "Topic 2
Words: service, helpful, friendly, breakfast, mr", "Topic 2
Words: helpful, friendly, breakfast, ms, restaurant", "Topic 2
Words: helpful, breakfast, friendly, restaurant, time", "Topic 2
Words: friendly, breakfast, excellent, reception, receptionist", "Topic 2
Words: helpful, breakfast, friendly, staffs, ms", "Topic 2
Words: breakfast, friendly, help, excellent, customers", "Topic 2
Words: service, mr, sono, daang, trang", "Topic 2
Words: breakfast, amazing, generous, covid, recyclable", "Topic 2
Words: service, staff, immediately, chef, friendly", "Topic 2
Words: friendly, helped, breakfast, requests, manager", "Topic 2
Words: service, helpful, slow, friendly, breakfast", "Topic 2
Words: service, excellent, breakfast, staffs, mr", "Topic 2
Words: service, helpful, friendly, breakfast, excellent", "Topic 2
Words: service, friendly, breakfast, staffs, manager", "Topic 2
Words: friendly, breakfast, mr, staffs, help", "Topic 2
Words: service, helpful, breakfast, friendly, excellent", "Topic 2
Words: service, helpful, friendly, food, excellent", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: friendly, food, mr, staffs, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, staffs", "Topic 2
Words: service, helpful, breakfast, friendly, reception", "Topic 2
Words: breakfast, staffs, services, ms, reception", "Topic 2
Words: service, helpful, friendly, excellent, food", "Topic 2
Words: friendly, food, services, ms, reception", "Topic 2
Words: breakfast, friendly, help, reception, hotel", "Topic 2
Words: breakfast, friendly, reception, airport, staffs", "Topic 2
Words: service, staff, helpful, breakfast, friendly", "Topic 2
Words: service, helpful, friendly, food, staffs", "Topic 2
Words: helpful, friendly, breakfast, time, airport", "Topic 2
Words: helpful, breakfast, friendly, staffs, time", "Topic 2
Words: breakfast, thank, ms, services, attentive", "Topic 2
Words: friendly, food, reception, customer, services", "Topic 2
Words: helpful, friendly, breakfast, excellent, reception" ], "marker": { "color": "#009E73" }, "mode": "lines", "name": "Service", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 1024, 852, 913, 1018, 959, 844, 961, 1091, 953, 904, 970, 1079, 1363, 1007, 1397, 1319, 1064, 939, 1103, 1254, 1078, 1133, 1071, 1157, 1326, 1062, 1246, 1278, 1192, 997, 1015, 1143, 990, 1166, 1025, 1262, 1376, 988, 1207, 1224, 1081, 1045, 1017, 964, 945, 934, 988, 1061, 1085, 726, 983, 989, 944, 738, 905, 877, 893, 996, 904, 1102, 912, 653, 441, 85, 50, 93, 158, 82, 106, 224, 204, 233, 206, 178, 208, 245, 170, 48, 41, 30, 42, 91, 109, 186, 150, 225, 181, 472, 611, 768, 960, 1056, 1012, 1017, 1046, 1480, 1335, 1207, 1595, 1667, 1305, 1230, 1339, 1326 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: vietnam, breakfast, stayed, time, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: vietnam, stayed, breakfast, nights, tour", "Topic 3
Words: stayed, nights, tour, food, amazing", "Topic 3
Words: experience, stayed, breakfast, hotel, tour", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: stayed, breakfast, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, tour, hotel", "Topic 3
Words: breakfast, nights, tour, stay, saigon", "Topic 3
Words: vietnam, experience, stayed, breakfast, nights", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: stayed, nights, saigon, like, chi", "Topic 3
Words: stayed, breakfast, nights, tour, did", "Topic 3
Words: breakfast, vietnam, stayed, nights, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, saigon", "Topic 3
Words: breakfast, stayed, nights, amazing, saigon", "Topic 3
Words: vietnam, breakfast, stayed, nights, great", "Topic 3
Words: experience, breakfast, stayed, nights, hotel", "Topic 3
Words: stayed, vietnam, breakfast, nights, great", "Topic 3
Words: experience, breakfast, stayed, great, hotel", "Topic 3
Words: breakfast, tour, nights, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, nights, stay, did, saigon", "Topic 3
Words: experience, nights, tour, saigon, stay", "Topic 3
Words: experience, breakfast, stayed, vietnam, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, trip", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: breakfast, stayed, nights, saigon, tour", "Topic 3
Words: stayed, nights, vietnam, great, food", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: breakfast, stayed, nights, tour, saigon", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, breakfast, nights, tour", "Topic 3
Words: experience, breakfast, stayed, hotel, great", "Topic 3
Words: experience, vietnam, breakfast, stayed, nights", "Topic 3
Words: experience, stayed, breakfast, nights, great", "Topic 3
Words: experience, breakfast, time, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, nights, amazing", "Topic 3
Words: breakfast, stayed, nights, amazing, tour", "Topic 3
Words: vietnam, time, breakfast, stayed, nights", "Topic 3
Words: breakfast, time, stayed, nights, saigon", "Topic 3
Words: experience, breakfast, stayed, saigon, great", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, amazing", "Topic 3
Words: experience, breakfast, stayed, nights, great", "Topic 3
Words: experience, stayed, breakfast, nights, vietnam", "Topic 3
Words: experience, breakfast, stayed, nights, tour", "Topic 3
Words: experience, stayed, nights, amazing, food", "Topic 3
Words: experience, stayed, breakfast, nights, saigon", "Topic 3
Words: experience, breakfast, vietnam, stayed, nights", "Topic 3
Words: experience, vietnam, stayed, breakfast, nights", "Topic 3
Words: experience, time, stayed, breakfast, nights", "Topic 3
Words: breakfast, time, vietnam, stayed, nights", "Topic 3
Words: breakfast, experience, nights, stayed, amazing", "Topic 3
Words: breakfast, stayed, nights, tour, great", "Topic 3
Words: vietnam, stayed, nights, le, times", "Topic 3
Words: experience, vietnam, days, lockdown, breakfast", "Topic 3
Words: trip, anniversary, saigon, breakfast, nights", "Topic 3
Words: experience, stayed, breakfast, saigon, hotel", "Topic 3
Words: saigon, did, weekend, incredble, food", "Topic 3
Words: experience, food, wonderful, did, staycation", "Topic 3
Words: time, breakfast, great, hotel, stayed", "Topic 3
Words: experience, breakfast, amazing, vietnam, days", "Topic 3
Words: breakfast, time, team, vietnam, great", "Topic 3
Words: experience, saigon, stayed, food, like", "Topic 3
Words: experience, amazing, food, omelette, asked", "Topic 3
Words: amazing, stay, felt, buffet, sheraton", "Topic 3
Words: experience, amazing, kids, stayed, vietnam", "Topic 3
Words: breakfast, amazing, birthday, night, stayed", "Topic 3
Words: time, perfetta, stayed, vietnam, leaves", "Topic 3
Words: stay, great, birthday, kids, visist", "Topic 3
Words: avinash, dr, lucia, mecure, zalo", "Topic 3
Words: experience, saigon, meridien, meals, villa", "Topic 3
Words: breakfast, saigon, staff, stayed, feel", "Topic 3
Words: time, lockdown, great, breakfast, stayed", "Topic 3
Words: experience, breakfast, christmas, stayed, sofitel", "Topic 3
Words: food, amazing, trip, stayed, team", "Topic 3
Words: breakfast, time, stayed, sheraton, tet", "Topic 3
Words: breakfast, experience, amazing, stayed, staff", "Topic 3
Words: breakfast, vietnam, stayed, amazing, feel", "Topic 3
Words: experience, breakfast, stayed, saigon, hotel", "Topic 3
Words: experience, breakfast, vietnam, stayed, trip", "Topic 3
Words: experience, breakfast, stayed, hotel, sheraton", "Topic 3
Words: breakfast, amazing, vietnam, stayed, feel", "Topic 3
Words: experience, vietnam, food, stayed, sheraton", "Topic 3
Words: breakfast, stayed, nights, saigon, best", "Topic 3
Words: experience, breakfast, great, stayed, saigon", "Topic 3
Words: experience, breakfast, stayed, like, hotel", "Topic 3
Words: experience, breakfast, great, stayed, trip", "Topic 3
Words: breakfast, time, vietnam, stayed, great", "Topic 3
Words: experience, breakfast, stayed, saigon, like", "Topic 3
Words: breakfast, vietnam, amazing, stayed, nights", "Topic 3
Words: experience, breakfast, stayed, great, trip", "Topic 3
Words: breakfast, great, vietnam, stayed, nights", "Topic 3
Words: experience, time, vietnam, stayed, nights", "Topic 3
Words: experience, breakfast, great, stayed, saigon" ], "marker": { "color": "#F0E442" }, "mode": "lines", "name": "Experience", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 965, 731, 836, 945, 820, 703, 796, 962, 790, 776, 895, 973, 1222, 831, 1266, 1161, 968, 785, 978, 974, 909, 934, 972, 906, 1159, 817, 1108, 1186, 957, 850, 855, 1015, 808, 954, 849, 1060, 1242, 845, 1056, 1010, 842, 843, 881, 872, 711, 759, 759, 827, 864, 620, 852, 899, 746, 637, 736, 709, 752, 791, 679, 839, 815, 570, 379, 88, 58, 77, 106, 65, 88, 151, 140, 172, 165, 135, 121, 174, 138, 35, 25, 24, 41, 63, 76, 129, 126, 174, 100, 292, 447, 565, 699, 716, 738, 738, 792, 1116, 1034, 894, 1137, 1267, 1034, 947, 1022, 1013 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 4
Words: stay, don, member, day, worth", "Topic 4
Words: come, staying, choice, good, don", "Topic 4
Words: stay, ll, day, loved, club", "Topic 4
Words: stay, return, like, club, welcome", "Topic 4
Words: left, day, staying, money, welcome", "Topic 4
Words: come, staying, time, special, didn", "Topic 4
Words: definitely, feel, choice, welcome, return", "Topic 4
Words: really, staying, make, love, welcome", "Topic 4
Words: stayed, like, special, welcome, club", "Topic 4
Words: definitely, come, points, staying, platinum", "Topic 4
Words: staying, accor, loved, feel, club", "Topic 4
Words: stay, come, like, ll, year", "Topic 4
Words: stay, time, don, worth, club", "Topic 4
Words: stay, come, like, loved, club", "Topic 4
Words: definitely, come, stayed, friends, feel", "Topic 4
Words: really, feel, staying, welcome, second", "Topic 4
Words: definitely, staying, time, thank, want", "Topic 4
Words: come, definitely, staying, accor, attitude", "Topic 4
Words: staying, highly, feel, make, welcome", "Topic 4
Words: stay, worth, member, thank, left", "Topic 4
Words: definitely, staying, feel, friends, time", "Topic 4
Words: stay, come, worth, recommend, day", "Topic 4
Words: staying, like, worth, don, left", "Topic 4
Words: stay, platinum, accor, great, members", "Topic 4
Words: stay, definitely, return, thank, club", "Topic 4
Words: stay, don, platinum, left, money", "Topic 4
Words: definitely, staying, time, return, feel", "Topic 4
Words: stay, thank, left, day, worth", "Topic 4
Words: stay, come, thank, day, don", "Topic 4
Words: return, staying, sure, feel, times", "Topic 4
Words: definitely, return, staying, time, feel", "Topic 4
Words: like, worth, return, member, didn", "Topic 4
Words: stay, definitely, come, feel, thank", "Topic 4
Words: staying, feel, club, welcome, don", "Topic 4
Words: stay, club, welcome, platinum, don", "Topic 4
Words: stay, definitely, feel, return, day", "Topic 4
Words: stay, definitely, people, return, thank", "Topic 4
Words: stay, return, club, like, time", "Topic 4
Words: stay, definitely, return, time, club", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: definitely, time, ll, staff, thank", "Topic 4
Words: definitely, time, return, staying, feel", "Topic 4
Words: stay, really, worth, return, time", "Topic 4
Words: stay, definitely, feel, return, member", "Topic 4
Words: return, staying, love, loyal, day", "Topic 4
Words: stay, definitely, hope, accor, thanks", "Topic 4
Words: definitely, return, family, staying, thank", "Topic 4
Words: come, family, staying, time, kind", "Topic 4
Words: stay, definitely, feel, return, thank", "Topic 4
Words: stayed, platinum, accor, days, best", "Topic 4
Words: stay, definitely, return, day, thank", "Topic 4
Words: stay, definitely, left, feel, marriott", "Topic 4
Words: definitely, time, thank, don, visit", "Topic 4
Words: definitely, staying, feel, return, thank", "Topic 4
Words: stay, thank, people, return, really", "Topic 4
Words: stay, definitely, feel, members, return", "Topic 4
Words: stay, definitely, feel, thank, return", "Topic 4
Words: definitely, feel, make, like, return", "Topic 4
Words: stay, definitely, thank, team, return", "Topic 4
Words: time, feel, member, welcome, great", "Topic 4
Words: definitely, ll, return, family, loved", "Topic 4
Words: definitely, loved, thank, staying, return", "Topic 4
Words: stay, definitely, return, time, endorse", "Topic 4
Words: stay, shenanigans, nytraveling, kittens, romana", "Topic 4
Words: liberace, versace, community, tinh, pack", "Topic 4
Words: dalat, icnt, smile, costumers, silverland", "Topic 4
Words: hope, bowls, legacy, caravelle, stayed", "Topic 4
Words: stay, una, kylie, akira, behave", "Topic 4
Words: coming, quoc, phu, disrespectful, hotel", "Topic 4
Words: stay, ylang, accor, customers, disappointed", "Topic 4
Words: team, salathank, 1010, coriander, chien", "Topic 4
Words: stay, team, times, like, holiday", "Topic 4
Words: stay, horses, phong, hai, chance", "Topic 4
Words: leave, time, discount, guys, cigreet", "Topic 4
Words: stay, lool, stollen, misunderstand, canh", "Topic 4
Words: stay, rachel, times, deserved, million", "Topic 4
Words: accor, loyalty, marriot, diamond, team", "Topic 4
Words: xi, stayed, greetings, haiphong, quarantine", "Topic 4
Words: tot, refill, luck, vin, lam", "Topic 4
Words: period, protective, feel, tempted, thier", "Topic 4
Words: butcher, dolf, cured, african, rivera", "Topic 4
Words: staying, manchurian, gobi, mendis, xin", "Topic 4
Words: hope, taxed, panini, dimsum, flaw", "Topic 4
Words: loyalty, xmas, vinpearl, tot, ambassadors", "Topic 4
Words: yen, family, months, celebrate, staying", "Topic 4
Words: stay, vinpearl, pearson, cerebrate, dalgona", "Topic 4
Words: flavorsome, hussein, 5days, percent, tiramisu", "Topic 4
Words: come, feel, card, staying, loved", "Topic 4
Words: definitely, mr, feel, family, quoc", "Topic 4
Words: staying, team, really, time, feel", "Topic 4
Words: definitely, thank, make, feel, loved", "Topic 4
Words: come, staying, ll, letter, staff", "Topic 4
Words: stay, definitely, feel, thank, time", "Topic 4
Words: definitely, mr, time, return, family", "Topic 4
Words: staying, return, aiden, friends, really", "Topic 4
Words: definitely, staying, time, loved, member", "Topic 4
Words: stay, definitely, thank, loved, day", "Topic 4
Words: stay, definitely, feel, family, comeback", "Topic 4
Words: thank, staying, want, time, family", "Topic 4
Words: feel, time, staying, return, family", "Topic 4
Words: definitely, thank, staying, feel, time", "Topic 4
Words: stay, definitely, love, thank, coming", "Topic 4
Words: family, thank, feel, staying, comeback", "Topic 4
Words: definitely, thank, staying, staff, return" ], "marker": { "color": "#D55E00" }, "mode": "lines", "name": "Loyalty", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-06-30T00:00:00", "2021-07-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 239, 189, 207, 259, 205, 177, 234, 264, 230, 244, 268, 273, 350, 234, 301, 286, 270, 250, 292, 308, 263, 289, 283, 276, 304, 241, 296, 320, 294, 253, 287, 274, 242, 264, 273, 344, 364, 249, 321, 315, 279, 286, 294, 263, 217, 254, 282, 280, 277, 206, 267, 300, 255, 213, 261, 228, 261, 279, 247, 285, 221, 194, 121, 23, 8, 29, 46, 28, 25, 55, 39, 50, 56, 57, 35, 62, 48, 18, 11, 8, 22, 18, 23, 68, 44, 38, 33, 103, 157, 181, 220, 232, 218, 242, 229, 328, 284, 274, 360, 342, 287, 286, 330, 355 ] }, { "hoverinfo": "text", "hovertext": [ "Topic 5
Words: selection, burger, good, western, mockup", "Topic 5
Words: brand, breakfast, dilmah, glaringly, choices", "Topic 5
Words: breakfast, selection, metaphor, centralises, needlessly", "Topic 5
Words: breakfast, signage, western, clink, nikko", "Topic 5
Words: birthday, breakfast, choices, style, taxicab", "Topic 5
Words: breakfast, glittery, business, pretend, variations", "Topic 5
Words: design, breakfast, selection, stands, western", "Topic 5
Words: selection, food, japanese, louis, product", "Topic 5
Words: breakfast, brand, bo, selection, hilton", "Topic 5
Words: brand, choices, fashioned, western, romaine", "Topic 5
Words: choice, branded, montreal, trendier, ganesh", "Topic 5
Words: quality, choices, breakfast, sommeliers, everyroom", "Topic 5
Words: brand, choices, modern, toast, little", "Topic 5
Words: suit, asian, trike, dishes, menu", "Topic 5
Words: brands, breakfast, french, decor, chef", "Topic 5
Words: standards, brand, food, executive, pricey", "Topic 5
Words: waffeling, juggernaut, bệnh, wiener, flyers", "Topic 5
Words: helmet, breakfast, think, ohter, cosier", "Topic 5
Words: brands, breakfast, descriptor, cartoccio, talbot", "Topic 5
Words: breakfast, variety, design, cheese, business", "Topic 5
Words: style, western, cacophony, brands, donuts", "Topic 5
Words: food, choices, brand, italian, lacquers", "Topic 5
Words: brand, abundantly, mongolian, don, exuberant", "Topic 5
Words: cheese, choice, style, french, business", "Topic 5
Words: burger, design, yum, frenchness, fellini", "Topic 5
Words: breakfast, lady, expensive, dish, mattress", "Topic 5
Words: quality, choices, designers, western, cereal", "Topic 5
Words: breakfast, chorizo, think, western, ice", "Topic 5
Words: map, deco, choices, style, vietnamese", "Topic 5
Words: breakfast, japanese, brands, selection, employee", "Topic 5
Words: breakfast, choices, barrel, 102, stamps", "Topic 5
Words: design, selection, brands, japanese, huge", "Topic 5
Words: marketing, myst, thought, nestlé, artichokes", "Topic 5
Words: breakfast, bottle, signature, tiny, 140lbs", "Topic 5
Words: yogurt, choices, brand, ricola, evidenve", "Topic 5
Words: breakfast, rice, style, brands, choice", "Topic 5
Words: design, breakfast, ott, mango, photos", "Topic 5
Words: vegetarian, design, coffee, manderin, omeletts", "Topic 5
Words: quality, breakfast, choices, sign, like", "Topic 5
Words: brand, breakfast, amada, nguyen, bufffet", "Topic 5
Words: think, standards, danang, roomcoats, unnamed", "Topic 5
Words: breakfast, selection, suits, business, thought", "Topic 5
Words: brand, breakfast, pho, hilton, westernize", "Topic 5
Words: breakfast, nota, haring, mạnh, whitewashed", "Topic 5
Words: brand, breakfast, suggestions, cater, asian", "Topic 5
Words: breakfast, choice, miller, colorwise, herman", "Topic 5
Words: baked, italian, meridien, pittas, ibus", "Topic 5
Words: brand, modern, breakfast, dalat, asian", "Topic 5
Words: jeans, design, chocolate, dimensional, deliscious", "Topic 5
Words: modern, asian, devastating, blouse, rocket", "Topic 5
Words: clever, lobsters, range, business, grape", "Topic 5
Words: breakfast, letter, good, stylings, imaginatively", "Topic 5
Words: brand, breakfast, omu, nic3, expressionless", "Topic 5
Words: mrs, breakfast, lụa, saucisson, copycat", "Topic 5
Words: choices, brand, plastic, shows, gnocchis", "Topic 5
Words: food, design, pouch, new, pho", "Topic 5
Words: brands, breakfast, liberty, wrong, french", "Topic 5
Words: choices, breakfast, quality, winners, flaky", "Topic 5
Words: breakfast, haw, flake, 1800, tastebuds", "Topic 5
Words: magarita, markup, pho, breakfast, don", "Topic 5
Words: choices, brand, juice, looks, 席克偉", "Topic 5
Words: breakfast, fatter, puree, ketchup, disagree", "Topic 5
Words: shandy, chokolad, omlet, breakky, cutleries", "Topic 5
Words: brand, exclusive, jw, marriott, shops", "Topic 5
Words: logics, gaudy, btw, breakfast, selection", "Topic 5
Words: cooper, flavorful, photograph, manager, timber", "Topic 5
Words: chicvé, macs, ig, google, trouble", "Topic 5
Words: celebratory, canape, images, engagement, lobsters", "Topic 5
Words: duper, cupcakes, giao, bedside, shape", "Topic 5
Words: brand, refillable, breakfast, ups, extreme", "Topic 5
Words: design, blue, pretending, marina, festive", "Topic 5
Words: corner, gluck, breakfast, jelly, artist", "Topic 5
Words: lava, vegatables, queenie, thoai, worsened", "Topic 5
Words: banana, choux, goreng, flan, mocktails", "Topic 5
Words: royal, signatures, marshmallows, palettes, toaster", "Topic 5
Words: everest, lunch, things, straws, claims", "Topic 5
Words: humility, options, empathy, vegan, brand", "Topic 5
Words: bensley, legacy, vegan, tu, yen", "Topic 5
Words: chosen, contemporary, decoration, meridien, le", "Topic 5
Words: beverages, professionalism, mention, enjoyable, efficient", "Topic 5
Words: 539, facebook, aesthetics, scam, tuan", "Topic 5
Words: tan, fickle, citrus, phat, huynh", "Topic 5
Words: countdown, execises, sorely, olives, creative", "Topic 5
Words: choice, real, margarine, napkin, westerners", "Topic 5
Words: banned, vietnamese, advertising, effective, com", "Topic 5
Words: tbs, breakfast, assets, workers, strong", "Topic 5
Words: breakfast, design, onoins, nineties, rambutan", "Topic 5
Words: bruno, mention, nhoc, gristle, bleeping", "Topic 5
Words: smoked, markéta, honza, brand, dmc", "Topic 5
Words: food, wide, drinkwhite, passionfruit, vibrancy", "Topic 5
Words: choices, straws, cake, limited, sushi", "Topic 5
Words: margins, breakfast, wildfire, swelling, muji", "Topic 5
Words: breakfast, perfecting, capsicum, derrick, brands", "Topic 5
Words: breakfast, choices, quality, italy, annoying", "Topic 5
Words: choice, foods, western, satisft, explosion", "Topic 5
Words: breakfast, brand, sprrad, qb, jing", "Topic 5
Words: breakfast, choices, cups, brand, asian", "Topic 5
Words: brand, choices, starbucks, changed, lanmack", "Topic 5
Words: food, noodle, pho, besten, options", "Topic 5
Words: brand, choices, like, wider, milk", "Topic 5
Words: breakfast, choices, weird, brand, gracefulness", "Topic 5
Words: choices, breakfast, don, brand, instagram" ], "marker": { "color": "#0072B2" }, "mode": "lines", "name": "Branding", "type": "scatter", "x": [ "2015-01-31T00:00:00", "2015-02-28T00:00:00", "2015-03-31T00:00:00", "2015-04-30T00:00:00", "2015-05-31T00:00:00", "2015-06-30T00:00:00", "2015-07-31T00:00:00", "2015-08-31T00:00:00", "2015-09-30T00:00:00", "2015-10-31T00:00:00", "2015-11-30T00:00:00", "2015-12-31T00:00:00", "2016-01-31T00:00:00", "2016-02-29T00:00:00", "2016-03-31T00:00:00", "2016-04-30T00:00:00", "2016-05-31T00:00:00", "2016-06-30T00:00:00", "2016-07-31T00:00:00", "2016-08-31T00:00:00", "2016-09-30T00:00:00", "2016-10-31T00:00:00", "2016-11-30T00:00:00", "2016-12-31T00:00:00", "2017-01-31T00:00:00", "2017-02-28T00:00:00", "2017-03-31T00:00:00", "2017-04-30T00:00:00", "2017-05-31T00:00:00", "2017-06-30T00:00:00", "2017-07-31T00:00:00", "2017-08-31T00:00:00", "2017-09-30T00:00:00", "2017-10-31T00:00:00", "2017-11-30T00:00:00", "2017-12-31T00:00:00", "2018-01-31T00:00:00", "2018-02-28T00:00:00", "2018-03-31T00:00:00", "2018-04-30T00:00:00", "2018-05-31T00:00:00", "2018-06-30T00:00:00", "2018-07-31T00:00:00", "2018-08-31T00:00:00", "2018-09-30T00:00:00", "2018-10-31T00:00:00", "2018-11-30T00:00:00", "2018-12-31T00:00:00", "2019-01-31T00:00:00", "2019-02-28T00:00:00", "2019-03-31T00:00:00", "2019-04-30T00:00:00", "2019-05-31T00:00:00", "2019-06-30T00:00:00", "2019-07-31T00:00:00", "2019-08-31T00:00:00", "2019-09-30T00:00:00", "2019-10-31T00:00:00", "2019-11-30T00:00:00", "2019-12-31T00:00:00", "2020-01-31T00:00:00", "2020-02-29T00:00:00", "2020-03-31T00:00:00", "2020-04-30T00:00:00", "2020-05-31T00:00:00", "2020-06-30T00:00:00", "2020-07-31T00:00:00", "2020-08-31T00:00:00", "2020-09-30T00:00:00", "2020-10-31T00:00:00", "2020-11-30T00:00:00", "2020-12-31T00:00:00", "2021-01-31T00:00:00", "2021-02-28T00:00:00", "2021-03-31T00:00:00", "2021-04-30T00:00:00", "2021-05-31T00:00:00", "2021-08-31T00:00:00", "2021-09-30T00:00:00", "2021-10-31T00:00:00", "2021-11-30T00:00:00", "2021-12-31T00:00:00", "2022-01-31T00:00:00", "2022-02-28T00:00:00", "2022-03-31T00:00:00", "2022-04-30T00:00:00", "2022-05-31T00:00:00", "2022-06-30T00:00:00", "2022-07-31T00:00:00", "2022-08-31T00:00:00", "2022-09-30T00:00:00", "2022-10-31T00:00:00", "2022-11-30T00:00:00", "2022-12-31T00:00:00", "2023-01-31T00:00:00", "2023-02-28T00:00:00", "2023-03-31T00:00:00", "2023-04-30T00:00:00", "2023-05-31T00:00:00", "2023-06-30T00:00:00", "2023-07-31T00:00:00", "2023-08-31T00:00:00" ], "y": [ 46, 25, 43, 43, 36, 22, 52, 40, 38, 30, 38, 47, 60, 36, 48, 52, 38, 44, 42, 55, 33, 46, 36, 39, 38, 37, 61, 54, 36, 41, 26, 51, 32, 41, 31, 53, 60, 29, 46, 43, 37, 38, 31, 38, 36, 35, 40, 27, 41, 24, 31, 45, 32, 29, 31, 44, 29, 28, 24, 38, 38, 24, 14, 4, 3, 6, 6, 4, 4, 12, 9, 16, 11, 7, 9, 14, 7, 4, 2, 2, 4, 7, 9, 13, 6, 18, 26, 24, 27, 21, 37, 25, 34, 55, 41, 36, 61, 46, 40, 47, 40, 54 ] } ], "layout": { "height": 450, "hoverlabel": { "bgcolor": "white", "font": { "family": "Rockwell", "size": 16 } }, "legend": { "title": { "text": "Global Topic Representation" } }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "line": { "color": "white", "width": 0.6 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "rgb(237,237,237)" }, "line": { "color": "white" } }, "header": { "fill": { "color": "rgb(217,217,217)" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 1, "tickcolor": "rgb(36,36,36)", "ticks": "outside" } }, "colorscale": { "diverging": [ [ 0, "rgb(103,0,31)" ], [ 0.1, "rgb(178,24,43)" ], [ 0.2, "rgb(214,96,77)" ], [ 0.3, "rgb(244,165,130)" ], [ 0.4, "rgb(253,219,199)" ], [ 0.5, "rgb(247,247,247)" ], [ 0.6, "rgb(209,229,240)" ], [ 0.7, "rgb(146,197,222)" ], [ 0.8, "rgb(67,147,195)" ], [ 0.9, "rgb(33,102,172)" ], [ 1, "rgb(5,48,97)" ] ], "sequential": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "sequentialminus": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ] }, "colorway": [ "#1F77B4", "#FF7F0E", "#2CA02C", "#D62728", "#9467BD", "#8C564B", "#E377C2", "#7F7F7F", "#BCBD22", "#17BECF" ], "font": { "color": "rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "radialaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "rgb(232,232,232)", "gridwidth": 2, "linecolor": "rgb(36,36,36)", "showbackground": true, "showgrid": false, "showline": true, "ticks": "outside", "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } }, "shapedefaults": { "fillcolor": "black", "line": { "width": 0 }, "opacity": 0.3 }, "ternary": { "aaxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "baxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" }, "bgcolor": "white", "caxis": { "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" }, "yaxis": { "automargin": true, "gridcolor": "rgb(232,232,232)", "linecolor": "rgb(36,36,36)", "showgrid": false, "showline": true, "ticks": "outside", "title": { "standoff": 15 }, "zeroline": false, "zerolinecolor": "rgb(36,36,36)" } } }, "title": { "font": { "color": "Black", "size": 22 }, "text": "Topics over Time", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "width": 1250, "xaxis": { "showgrid": true }, "yaxis": { "showgrid": true, "title": { "text": "Frequency" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for n_topics in [10,20,30,40,50]:\n", " topic_model_copy = copy.deepcopy(topic_model)\n", " topic_model_copy.reduce_topics(df_documents, nr_topics=n_topics)\n", " fig = topic_model_copy.visualize_topics()\n", " fig.show()\n", " vis_save_dir = os.path.join(output_subdir, 'bertopic_reduce_vis_'+str(n_topics)+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.html')\n", " fig.write_html(vis_save_dir)\n", "\n", " topic_info = topic_model_copy.get_topic_info()\n", " topic_info\n", " topic_info_path_out = os.path.join(output_subdir, 'topic_reduce_info_'+str(n_topics)+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", " topic_info.to_csv(topic_info_path_out, encoding='utf-8')\n", "\n", " for key in timestamps_dict.keys():\n", " topics_over_time_ = topic_model_copy.topics_over_time(df_documents, timestamps_dict[key])\n", " fig = topic_model_copy.visualize_topics_over_time(topics_over_time_, top_n_topics=10)\n", " fig.show()\n", " vis_save_dir = os.path.join(output_subdir, 'bertopic_reduce_dtm_vis_'+str(n_topics)+'_'+key+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.html')\n", " fig.write_html(vis_save_dir)\n", "\n", " topic_dtm_path_out = os.path.join(output_subdir, 'topics_reduce_dtm_'+str(n_topics)+'_'+key+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", " topics_over_time_.to_csv(topic_dtm_path_out, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "8adf2d95", "metadata": { "id": "8adf2d95" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "f714f757", "metadata": { "id": "f714f757" }, "outputs": [], "source": [ "# topic_info = topic_model_copy.get_topic_info()\n", "# topic_info" ] }, { "cell_type": "code", "execution_count": null, "id": "7b11b645", "metadata": { "id": "7b11b645" }, "outputs": [], "source": [ "# topic_info_path_out = os.path.join(output_subdir, 'topic_reduce_info_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", "# topic_info.to_csv(topic_info_path_out, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "f2007b2d", "metadata": { "id": "f2007b2d" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "9f142543", "metadata": { "id": "9f142543" }, "outputs": [], "source": [ "# for key in timestamps_dict.keys():\n", "# topics_over_time_ = topic_model_copy.topics_over_time(df_documents, timestamps_dict[key])\n", "# fig = topic_model_copy.visualize_topics_over_time(topics_over_time_, top_n_topics=10)\n", "# fig.show()\n", "# vis_save_dir = os.path.join(output_subdir, 'bertopic_reduce_dtm_vis_'+key+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.html')\n", "# fig.write_html(vis_save_dir)\n", "\n", "# topic_dtm_path_out = os.path.join(output_subdir, 'topics_reduce_dtm_'+key+'_'+doc_type+'_'+doc_level+'_'+doc_time+'.csv')\n", "# topics_over_time_.to_csv(topic_dtm_path_out, encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": null, "id": "02a067cf", "metadata": { "id": "02a067cf" }, "outputs": [], "source": [ "# params = {\"num_topics\": [(i+1)*10 for i in range(5)], \"random_state\": 42}\n", "# params" ] }, { "cell_type": "code", "execution_count": null, "id": "edf52c49", "metadata": { "id": "edf52c49" }, "outputs": [], "source": [ "# params_name = list(params.keys())\n", "# params_name" ] }, { "cell_type": "code", "execution_count": null, "id": "334ec2b2", "metadata": { "id": "334ec2b2" }, "outputs": [], "source": [ "# new_params = list(itertools.product(params.values()))\n", "# new_params" ] }, { "cell_type": "code", "execution_count": null, "id": "b78ff9ba", "metadata": { "id": "b78ff9ba" }, "outputs": [], "source": [ "# for param_combo in new_params:\n", "# params_to_use = {param: value for param, value in zip(params_name, param_combo)}\n", "# print(params_to_use)" ] }, { "cell_type": "code", "execution_count": null, "id": "15daba81", "metadata": { "id": "15daba81" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "db262dfa", "metadata": { "id": "db262dfa" }, "outputs": [], "source": [ "# params.values()" ] }, { "cell_type": "code", "execution_count": null, "id": "af01b4bf", "metadata": { "id": "af01b4bf" }, "outputs": [], "source": [ "# {'num_topics': 10, 'random_state': 42}" ] }, { "cell_type": "code", "execution_count": null, "id": "887b0d21", "metadata": { "id": "887b0d21" }, "outputs": [], "source": [ "# {'num_topics': 20, 'random_state': 42}" ] }, { "cell_type": "code", "execution_count": null, "id": "2b45e1ae", "metadata": { "id": "2b45e1ae" }, "outputs": [], "source": [ "# {'num_topics': 30, 'random_state': 42}" ] }, { "cell_type": "code", "execution_count": null, "id": "5523bd09", "metadata": { "id": "5523bd09" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "e47b399d", "metadata": { "id": "e47b399d" }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" }, "colab": { "provenance": [], "gpuType": "T4" }, "accelerator": "GPU", "widgets": { "application/vnd.jupyter.widget-state+json": { "1f8366fe67124b138783181e8bdb2fc7": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_609abc5c3d524aaba2078143371a7f72", "IPY_MODEL_8c2c918c48d74e72985b6f21d5595bc2", "IPY_MODEL_ee361030eb274f2bb5f48f669dceca4e" ], "layout": "IPY_MODEL_c3c33ca2b4e644f88b11d9f30f99d184" } }, "609abc5c3d524aaba2078143371a7f72": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_6d5c243d23194449841f2eb242d26a63", "placeholder": "​", "style": "IPY_MODEL_a1eb95ecedc6421dbf3755f07b7287f1", "value": "modules.json: 100%" } }, "8c2c918c48d74e72985b6f21d5595bc2": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_598cf526e0bf40af8f86dbbc715143c3", "max": 385, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_bedcd18a84b54b67bd6d04c87b8d5a00", "value": 385 } }, "ee361030eb274f2bb5f48f669dceca4e": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_7bbfa522d46044e697bbb4e9484cf22f", "placeholder": "​", "style": "IPY_MODEL_3923be2681f6455fa1ceb420d7c9e0fc", "value": " 385/385 [00:00<00:00, 12.5kB/s]" } }, "c3c33ca2b4e644f88b11d9f30f99d184": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6d5c243d23194449841f2eb242d26a63": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "a1eb95ecedc6421dbf3755f07b7287f1": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "598cf526e0bf40af8f86dbbc715143c3": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "bedcd18a84b54b67bd6d04c87b8d5a00": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "7bbfa522d46044e697bbb4e9484cf22f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "3923be2681f6455fa1ceb420d7c9e0fc": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "75dfb46db30244269b4dff387f6581ce": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_e9e81918be214e4abb309700e51cc12b", "IPY_MODEL_afcb9baa5e7942a484f9719dcf3e3044", "IPY_MODEL_7b1ad42320d249cc827b50193d1e6014" ], "layout": "IPY_MODEL_c7c67f521c5f44c594056142c65cf768" } }, "e9e81918be214e4abb309700e51cc12b": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_400a4adb195b40c4b377b240c45e98c1", "placeholder": "​", "style": "IPY_MODEL_081b0c10ae4a427d9b62808ddef870b1", "value": "README.md: 100%" } }, "afcb9baa5e7942a484f9719dcf3e3044": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_411078b7c7b34eae96a347250fff7fb5", "max": 68084, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_98089a328fd649e1aac43aac17874f50", "value": 68084 } }, "7b1ad42320d249cc827b50193d1e6014": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_1a52b094d00349dcac270211d92de66e", "placeholder": "​", "style": "IPY_MODEL_5d4a77c2971d4769824c2d94460e4e65", "value": " 68.1k/68.1k [00:00<00:00, 2.66MB/s]" } }, "c7c67f521c5f44c594056142c65cf768": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "400a4adb195b40c4b377b240c45e98c1": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "081b0c10ae4a427d9b62808ddef870b1": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "411078b7c7b34eae96a347250fff7fb5": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "98089a328fd649e1aac43aac17874f50": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "1a52b094d00349dcac270211d92de66e": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5d4a77c2971d4769824c2d94460e4e65": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "04eea9d71a2f4268ab9cfae4ab045e1c": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_446ad8b83f4c4da79e27e5e11c39d94a", "IPY_MODEL_774b1c05754c4c549f7a600f6f9a6979", "IPY_MODEL_347d2f6641134e3c8e13d48d4b4c6324" ], "layout": "IPY_MODEL_b8625d4f5038490fb3eec996ae89637b" } }, "446ad8b83f4c4da79e27e5e11c39d94a": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_2e14c09f86c940f0a038d18d0b6af62f", "placeholder": "​", "style": "IPY_MODEL_4cf2c11c889348329ce6e8dc3f4fa300", "value": "sentence_bert_config.json: 100%" } }, "774b1c05754c4c549f7a600f6f9a6979": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_eba7deac095a4be6abefd779bba34721", "max": 57, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_40c6e6560a1541c3948d11c520140750", "value": 57 } }, "347d2f6641134e3c8e13d48d4b4c6324": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_d16f61f2930842499f88e8e1bbb7416d", "placeholder": "​", "style": "IPY_MODEL_6626f643e376420db1639fe58247c7c4", "value": " 57.0/57.0 [00:00<00:00, 1.67kB/s]" } }, "b8625d4f5038490fb3eec996ae89637b": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "2e14c09f86c940f0a038d18d0b6af62f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "4cf2c11c889348329ce6e8dc3f4fa300": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "eba7deac095a4be6abefd779bba34721": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "40c6e6560a1541c3948d11c520140750": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "d16f61f2930842499f88e8e1bbb7416d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6626f643e376420db1639fe58247c7c4": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "4ec0239c955f429d85d10632b7c45d01": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_05578110ac66410eacab842741a74360", "IPY_MODEL_409b8c99f6d94c64ae641af9c19d6542", "IPY_MODEL_06e886eac6474f8792d2534c0010626e" ], "layout": "IPY_MODEL_f60a1fddd3e0498089a6f31a19f77e0a" } }, "05578110ac66410eacab842741a74360": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_61cac86ecec04a39be9dc1095b665746", "placeholder": "​", "style": "IPY_MODEL_a209e63408364ac9aa690f5b068458f4", "value": "config.json: 100%" } }, "409b8c99f6d94c64ae641af9c19d6542": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_1e082a8585954fcf9d75d94a36fe1a97", "max": 583, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_b49a305797ee42da80f9753997998d57", "value": 583 } }, "06e886eac6474f8792d2534c0010626e": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_9769e762390f421aba7986d309be0e74", "placeholder": "​", "style": "IPY_MODEL_b52026af1c0447bbb361a7f133edfb5e", "value": " 583/583 [00:00<00:00, 19.8kB/s]" } }, "f60a1fddd3e0498089a6f31a19f77e0a": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "61cac86ecec04a39be9dc1095b665746": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "a209e63408364ac9aa690f5b068458f4": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "1e082a8585954fcf9d75d94a36fe1a97": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b49a305797ee42da80f9753997998d57": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "9769e762390f421aba7986d309be0e74": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b52026af1c0447bbb361a7f133edfb5e": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "d84898edaf524a37be78c35fed017fbc": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_9149e81b8943484985445705b1fb3377", "IPY_MODEL_8e587f7bf9254a3aafd6b8b8f3ad82d7", "IPY_MODEL_d6a042d1ad8142698eeaef1be31a031b" ], "layout": "IPY_MODEL_39b60f3f82b442219d23a8b298391846" } }, "9149e81b8943484985445705b1fb3377": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_21729391f5eb4af38b2afd8c0a62cd62", "placeholder": "​", "style": "IPY_MODEL_eaa05d5f0e924b12a30107d9a6f3d929", "value": "model.safetensors: 100%" } }, "8e587f7bf9254a3aafd6b8b8f3ad82d7": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_ecaa6b34a62f4881993edf7e1262af86", "max": 66746168, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_3f134c1958a842afac799a42e54eaa17", "value": 66746168 } }, "d6a042d1ad8142698eeaef1be31a031b": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_4a2fcf13926544f5822164baaf173449", "placeholder": "​", "style": "IPY_MODEL_31325e1f3d054a779e5081bf1ae3f5e9", "value": " 66.7M/66.7M [00:00<00:00, 214MB/s]" } }, "39b60f3f82b442219d23a8b298391846": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "21729391f5eb4af38b2afd8c0a62cd62": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "eaa05d5f0e924b12a30107d9a6f3d929": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "ecaa6b34a62f4881993edf7e1262af86": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "3f134c1958a842afac799a42e54eaa17": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "4a2fcf13926544f5822164baaf173449": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "31325e1f3d054a779e5081bf1ae3f5e9": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "1b583f844a3f404ca379273e8b9a74c7": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_40669ba642e740649b088ffbd4e34ab9", "IPY_MODEL_52f2ab7f99a849c780953baa0527feee", "IPY_MODEL_633f34bfbde4486b8267df580125b208" ], "layout": "IPY_MODEL_c0d771439dd14b04b80f3891e6a69f9b" } }, "40669ba642e740649b088ffbd4e34ab9": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_ede91dc91bc4413db7708b427f0663a9", "placeholder": "​", "style": "IPY_MODEL_d2f920a41ffc46e88b843b83ff3ea2fc", "value": "tokenizer_config.json: 100%" } }, "52f2ab7f99a849c780953baa0527feee": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_3d184fea38b54e55895c205e96da3bf7", "max": 394, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_df9c8e27a8c44f0b82e3196f3427e525", "value": 394 } }, "633f34bfbde4486b8267df580125b208": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_433f003a231e4698b570256a49634a6f", "placeholder": "​", "style": "IPY_MODEL_17a713f33d3743228435f2a08d809348", "value": " 394/394 [00:00<00:00, 15.9kB/s]" } }, "c0d771439dd14b04b80f3891e6a69f9b": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ede91dc91bc4413db7708b427f0663a9": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "d2f920a41ffc46e88b843b83ff3ea2fc": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "3d184fea38b54e55895c205e96da3bf7": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "df9c8e27a8c44f0b82e3196f3427e525": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "433f003a231e4698b570256a49634a6f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "17a713f33d3743228435f2a08d809348": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "caa6bd1e62b64fb7b4dd4ecf7f92dc31": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_9786e8fc64894c8caa5790b4ef7c8b4b", "IPY_MODEL_ef0a107a2e5540b0ad5013f0a94e11db", "IPY_MODEL_27542482fc95484a8a9fca93cb6ca8a1" ], "layout": "IPY_MODEL_9b11f476bd254780b8103fb1fcf908ef" } }, "9786e8fc64894c8caa5790b4ef7c8b4b": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_c9ec2ed7418748a0b717186941673bc7", "placeholder": "​", "style": "IPY_MODEL_596cb21e3acd49c8995d51c5a4f80c05", "value": "vocab.txt: 100%" } }, "ef0a107a2e5540b0ad5013f0a94e11db": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_af8fd2114daf4a89bca485cf472176a6", "max": 231508, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_b5f538b251a7424c82e7ba996c01f6f2", "value": 231508 } }, "27542482fc95484a8a9fca93cb6ca8a1": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_a41e6c7b6e5d470580f47014d4e6c251", "placeholder": "​", "style": "IPY_MODEL_1fd90a7b98604bb1967d403f7e0fa1e7", "value": " 232k/232k [00:00<00:00, 8.97MB/s]" } }, "9b11f476bd254780b8103fb1fcf908ef": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "c9ec2ed7418748a0b717186941673bc7": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "596cb21e3acd49c8995d51c5a4f80c05": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "af8fd2114daf4a89bca485cf472176a6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b5f538b251a7424c82e7ba996c01f6f2": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "a41e6c7b6e5d470580f47014d4e6c251": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "1fd90a7b98604bb1967d403f7e0fa1e7": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "d1da3fc43f49434db39d17b4f305cecb": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_3d7beec5c583488fbed8c32f8bf34067", "IPY_MODEL_548332bd21714163969717c85f7a6fee", "IPY_MODEL_2d3ebe2b8cb44334a2f19b1bd00e4eb4" ], "layout": "IPY_MODEL_95fa2ddf2b984a6cbd1d279cb362c2b1" } }, "3d7beec5c583488fbed8c32f8bf34067": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_25c692020f2a496fbd73ffd80bfd880c", "placeholder": "​", "style": "IPY_MODEL_a8319e124de044298c7f6b9214b12727", "value": "tokenizer.json: 100%" } }, "548332bd21714163969717c85f7a6fee": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_46591eff7cca40ed9465603aa0096f6d", "max": 711661, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_c51f747b38664c2ba38bc089531dc0e4", "value": 711661 } }, "2d3ebe2b8cb44334a2f19b1bd00e4eb4": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_74d7dd4870b7421abde6178fe9362b67", "placeholder": "​", "style": "IPY_MODEL_003192a2f2f9494993c83613d015d876", "value": " 712k/712k [00:00<00:00, 2.21MB/s]" } }, "95fa2ddf2b984a6cbd1d279cb362c2b1": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "25c692020f2a496fbd73ffd80bfd880c": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "a8319e124de044298c7f6b9214b12727": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "46591eff7cca40ed9465603aa0096f6d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "c51f747b38664c2ba38bc089531dc0e4": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "74d7dd4870b7421abde6178fe9362b67": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "003192a2f2f9494993c83613d015d876": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "2f613def580847cf9ec4d2bf80c2720c": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_94f33868c6cf4e488ae3813b187b90a8", "IPY_MODEL_5d07fe7ad6d94f21b8156d8076c640d0", "IPY_MODEL_36d8d2dcf30c40158fbdca2ad36c1397" ], "layout": "IPY_MODEL_b3625f84a455406fb267f9534878bf73" } }, "94f33868c6cf4e488ae3813b187b90a8": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_f948b6b57ae845d39d822f9ab0666282", "placeholder": "​", "style": "IPY_MODEL_daed1819542940a48cc3cff58d728f47", "value": "special_tokens_map.json: 100%" } }, "5d07fe7ad6d94f21b8156d8076c640d0": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_f40a768a944b4291aa27a6f191417b80", "max": 125, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_5a703e034364456194254aea5eaff505", "value": 125 } }, "36d8d2dcf30c40158fbdca2ad36c1397": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_3064a60178354220aa48e0466852a9f6", "placeholder": "​", "style": "IPY_MODEL_ce66b381810244f38da499da94033b1c", "value": " 125/125 [00:00<00:00, 5.92kB/s]" } }, "b3625f84a455406fb267f9534878bf73": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "f948b6b57ae845d39d822f9ab0666282": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "daed1819542940a48cc3cff58d728f47": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "f40a768a944b4291aa27a6f191417b80": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5a703e034364456194254aea5eaff505": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "3064a60178354220aa48e0466852a9f6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ce66b381810244f38da499da94033b1c": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "66766c0d26644a7e97caedf60f40992e": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_9266ceeddf0f49849b6ebbc6c85402af", "IPY_MODEL_87438bd8b83442f99fea09e5764ec1d4", "IPY_MODEL_0cda56fb8e05470c86f630ffd4e71b8a" ], "layout": "IPY_MODEL_cc337937969043d1905acc5df6346fab" } }, "9266ceeddf0f49849b6ebbc6c85402af": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_1578de759b3d4b919246943df903697d", "placeholder": "​", "style": "IPY_MODEL_1e429886b36648daa2c44ad0b4fab69b", "value": "1_Pooling/config.json: 100%" } }, "87438bd8b83442f99fea09e5764ec1d4": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_a7b90af5a8884162a0a36e014ccacd9d", "max": 190, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_d1241181156248e9932fe6e57d5dce48", "value": 190 } }, "0cda56fb8e05470c86f630ffd4e71b8a": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_65e653be3b0948eda9131e8ef23121dd", "placeholder": "​", "style": "IPY_MODEL_e814e635bae143f2b2b19e0d67b76f4d", "value": " 190/190 [00:00<00:00, 11.4kB/s]" } }, "cc337937969043d1905acc5df6346fab": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "1578de759b3d4b919246943df903697d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "1e429886b36648daa2c44ad0b4fab69b": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "a7b90af5a8884162a0a36e014ccacd9d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "d1241181156248e9932fe6e57d5dce48": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "65e653be3b0948eda9131e8ef23121dd": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "e814e635bae143f2b2b19e0d67b76f4d": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } } } } }, "nbformat": 4, "nbformat_minor": 5 }