diff --git a/README.rst b/README.rst
index 44379d7..7e403ee 100644
--- a/README.rst
+++ b/README.rst
@@ -5,28 +5,30 @@ Awesome Public Datasets
    :alt: Awesome
    :target: https://github.com/sindresorhus/awesome
 
+This is a list of `topic-centric public data sources <https://github.com/awesomedata/awesome-public-datasets>`_
+in high quality. They are collected and tidied from blogs, answers, and user responses.
+Most of the data sets listed below are free, however, some are not.
+This project was hatched at `OMNILab <https://github.com/OMNILab>`_ during my Ph.D. career, which is now part of `BaiYuLan Open AI community <https://github.com/Bai-Yu-Lan>`_.
+Other amazingly awesome lists can be found in `sindresorhus's awesome <https://github.com/sindresorhus/awesome>`_ list.
+
+Special thanks to
+
 .. image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/logo/baiyulan.PNG
    :alt: BaiYuLanAI
    :target: https://github.com/Bai-Yu-Lan
 
+**NOTICE**: This repo is automatically generated by `apd-core <https://github.com/awesomedata/apd-core/tree/master/core>`_.
+Please **DO NOT** modify this file directly. We have provided a new way to `contribute to 
+this repo <https://github.com/awesomedata/apd-core/blob/master/CONTRIBUTING.md>`_. 
+`Join <https://join.slack.com/t/awesomedataworld/shared_invite/zt-dllew5xy-PJYi~mWUdY3hupohbmVZsA>`_ 
+the `slack community <https://awesomedataworld.slack.com>`_ for an instant touch of HQ data updates.
+
 .. |OK_ICON| image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/deploy/ok-24.png
 .. |FIXME_ICON| image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/deploy/fixme-24.png
 
-
-**NOTICE**: This repo is automatically generated by `apd-core <https://github.com/awesomedata/apd-core/tree/master/core>`_.
-Please **DO NOT** modify this file directly. We have provided
-`a new way <https://github.com/awesomedata/apd-core/blob/master/CONTRIBUTING.md>`_
-to contribute to Awesome Public Datasets. `Join <https://join.slack.com/t/awesomedataworld/shared_invite/zt-dllew5xy-PJYi~mWUdY3hupohbmVZsA>`_ the `slack community <https://awesomedataworld.slack.com>`_ for more communication.
-
 * |OK_ICON| I am well.
 * |FIXME_ICON| Please fix me.
 
-`This list of a topic-centric public data sources <https://github.com/awesomedata/awesome-public-datasets>`_
-in high quality. They are collected and tidied from blogs, answers, and user responses.
-Most of the data sets listed below are free, however, some are not.
-Other amazingly awesome lists can be found in `sindresorhus's awesome <https://github.com/sindresorhus/awesome>`_ list.
-
-
 .. contents:: **Table of Contents**
 
     
@@ -71,7 +73,7 @@ Biology
         
 * |OK_ICON| `Complete Genomics Public Data - A diverse data set of whole human genomes are freely [...] <https://completegenomics.mgiamericas.com/demodata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Complete-Genomics-Public-Data.yml>`_]
         
-* |FIXME_ICON| `CytoImageNet - A large-scale dataset of microscopy images. Contains 890,737 total grayscale [...] <https://www.kaggle.com/stanleyhua/cytoimagenet>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/CytoImageNet.yml>`_]
+* |OK_ICON| `CytoImageNet - A large-scale dataset of microscopy images. Contains 890,737 total grayscale [...] <https://www.kaggle.com/stanleyhua/cytoimagenet>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/CytoImageNet.yml>`_]
         
 * |OK_ICON| `EBI ArrayExpress - ArrayExpress Archive of Functional Genomics Data stores data from high- [...] <http://www.ebi.ac.uk/arrayexpress/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/EBI-ArrayExpress.yml>`_]
         
@@ -251,7 +253,7 @@ ComplexNetworks
 ComputerNetworks
 ----------------
         
-* |FIXME_ICON| `3.5B Web Pages from CommonCrawl 2012 <http://www.bigdatanews.com/profiles/blogs/big-data-set-3-5-billion-web-pages-made-available-for-all-of-us>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/3.5B-Web-Pages-from-CommonCrawl-2012.yml>`_]
+* |OK_ICON| `3.5B Web Pages from CommonCrawl 2012 <http://www.bigdatanews.com/profiles/blogs/big-data-set-3-5-billion-web-pages-made-available-for-all-of-us>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/3.5B-Web-Pages-from-CommonCrawl-2012.yml>`_]
         
 * |OK_ICON| `53.5B Web clicks of 100K users in Indiana Univ. <http://cnets.indiana.edu/groups/nan/webtraffic/click-dataset/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/53.5B-Web-clicks-of-100K-users-in-Indiana-Univ..yml>`_]
         
@@ -307,13 +309,13 @@ DataChallenges
         
 * |OK_ICON| `ICWSM Data Challenge (since 2009) <https://www.icwsm.org/2018/datasets/datasets/#obtaining>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/ICWSM-Data-Challenge-since-2009.yml>`_]
         
-* |FIXME_ICON| `KDD Cup by Tencent 2012 <http://www.kddcup2012.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/KDD-Cup-by-Tencent-2012.yml>`_]
+* |OK_ICON| `KDD Cup by Tencent 2012 <http://www.kddcup2012.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/KDD-Cup-by-Tencent-2012.yml>`_]
         
-* |FIXME_ICON| `Kaggle Competition Data <https://www.kaggle.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Kaggle-Competition-Data.yml>`_]
+* |OK_ICON| `Kaggle Competition Data <https://www.kaggle.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Kaggle-Competition-Data.yml>`_]
         
 * |OK_ICON| `Localytics Data Visualization Challenge <https://github.com/localytics/data-viz-challenge>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Localytics-Data-Visualization-Challenge.yml>`_]
         
-* |FIXME_ICON| `Netflix Prize <https://www.kaggle.com/datasets/netflix-inc/netflix-prize-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Netflix-Prize.yml>`_]
+* |OK_ICON| `Netflix Prize <https://www.kaggle.com/datasets/netflix-inc/netflix-prize-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Netflix-Prize.yml>`_]
         
 * |OK_ICON| `Space Apps Challenge <https://2015.spaceappschallenge.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Space-Apps-Challenge.yml>`_]
         
@@ -354,7 +356,7 @@ EarthScience
         
 * |OK_ICON| `USGS Earthquake Archives <http://earthquake.usgs.gov/earthquakes/search/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/USGS-Earthquake-Archives.yml>`_]
         
-* |FIXME_ICON| `Wellhead Protection Area (protection zone) prediction using breakthrough curves - This [...] <https://www.kaggle.com/datasets/robustus/whpa-prediction>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/WHPA.yml>`_]
+* |OK_ICON| `Wellhead Protection Area (protection zone) prediction using breakthrough curves - This [...] <https://www.kaggle.com/datasets/robustus/whpa-prediction>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/WHPA.yml>`_]
     
 Economics
 ---------
@@ -488,7 +490,7 @@ Energy
 Entertainment
 -------------
         
-* |FIXME_ICON| `Top Streamers on Twitch - This contains data of Top 1000 Streamers from past year. <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Entertainment/TwitchStreamersData.yml>`_]
+* |OK_ICON| `Top Streamers on Twitch - This contains data of Top 1000 Streamers from past year. <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Entertainment/TwitchStreamersData.yml>`_]
     
 Finance
 -------
@@ -499,7 +501,7 @@ Finance
         
 * |FIXME_ICON| `CBOE Futures Exchange <http://cfe.cboe.com/market-data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/CBOE-Futures-Exchange.yml>`_]
         
-* |FIXME_ICON| `Complete FAANG Stock data - This data set contains all the stock data of FAANG companies from [...] <https://www.kaggle.com/aayushmishra1512/faang-complete-stock-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/FAANG-StockData.yml>`_]
+* |OK_ICON| `Complete FAANG Stock data - This data set contains all the stock data of FAANG companies from [...] <https://www.kaggle.com/aayushmishra1512/faang-complete-stock-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/FAANG-StockData.yml>`_]
         
 * |OK_ICON| `Google Finance <https://www.google.com/finance>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/Google-Finance.yml>`_]
         
@@ -909,7 +911,7 @@ ImageProcessing
         
 * |OK_ICON| `10k US Adult Faces Database <http://wilmabainbridge.com/facememorability2.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/10k-US-Adult-Faces-Database.yml>`_]
         
-* |FIXME_ICON| `2GB of Photos of Cats <https://www.kaggle.com/crawford/cat-dataset/version/2>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/2GB-of-Photos-of-Cats.yml>`_]
+* |OK_ICON| `2GB of Photos of Cats <https://www.kaggle.com/crawford/cat-dataset/version/2>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/2GB-of-Photos-of-Cats.yml>`_]
         
 * |OK_ICON| `Audience Unfiltered faces for gender and age classification <http://www.openu.ac.il/home/hassner/Adience/data.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Adience-Unfiltered-faces-for-gender-and-age-classification.yml>`_]
         
@@ -959,7 +961,7 @@ ImageProcessing
         
 * |OK_ICON| `Multi-View Region of Interest Prediction Dataset for Autonomous Driving - Contains 16 driving [...] <https://mediatum.ub.tum.de/1548761>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/MV-ROI.yml>`_]
         
-* |FIXME_ICON| `Massive Visual Memory Stimuli, MIT <http://olivalab.mit.edu/MM/stimuli.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Massive-Visual-Memory-Stimuli-MIT.yml>`_]
+* |OK_ICON| `Massive Visual Memory Stimuli, MIT <http://olivalab.mit.edu/MM/stimuli.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Massive-Visual-Memory-Stimuli-MIT.yml>`_]
         
 * |OK_ICON| `Newspaper Navigator - This dataset consists of extracted visual content for 16,358,041 [...] <https://news-navigator.labs.loc.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Newspaper-Navigator.yml>`_]
         
@@ -1397,7 +1399,7 @@ SocialNetworks
         
 * |OK_ICON| `China Biographical Database - The China Biographical Database is a freely accessible [...] <https://projects.iq.harvard.edu/cbdb>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/China-Biographical-Database.yml>`_]
         
-* |FIXME_ICON| `Clubhouse Dataset <https://www.kaggle.com/johntukey/clubhouse-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Clubhouse-Dataset.yml>`_]
+* |OK_ICON| `Clubhouse Dataset <https://www.kaggle.com/johntukey/clubhouse-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Clubhouse-Dataset.yml>`_]
         
 * |OK_ICON| `A Twitter Dataset of 40+ million tweets related to COVID-19 - Due to the relevance of the [...] <https://zenodo.org/record/3723940>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Covid19-40-Million-Tweets.yml>`_]
         
@@ -1415,7 +1417,7 @@ SocialNetworks
         
 * |OK_ICON| `GitHub Collaboration Archive <https://www.gharchive.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/GitHub-Collaboration-Archive.yml>`_]
         
-* |OK_ICON| `Google Scholar citation relations <https://web.archive.org/web/20190522043016/http://www3.cs.stonybrook.edu/~leman/data/gscholar.db>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Google-Scholar-citation-relations.yml>`_]
+* |FIXME_ICON| `Google Scholar citation relations <https://web.archive.org/web/20190522043016/http://www3.cs.stonybrook.edu/~leman/data/gscholar.db>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Google-Scholar-citation-relations.yml>`_]
         
 * |OK_ICON| `High-Resolution Contact Networks from Wearable Sensors <http://www.sociopatterns.org/datasets/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/High-Resolution-Contact-Networks-from-Wearable-Sensors.yml>`_]
         
@@ -1435,7 +1437,7 @@ SocialNetworks
         
 * |OK_ICON| `The Reddit COVID dataset - This dataset attempts to capture the full extent of COVID-19 [...] <https://socialgrep.com/datasets/the-reddit-covid-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/The-Reddit-COVID-Dataset.yml>`_]
         
-* |FIXME_ICON| `Twitch Top Streamer's Data <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/TwitchTopStreamers.yml>`_]
+* |OK_ICON| `Twitch Top Streamer's Data <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/TwitchTopStreamers.yml>`_]
         
 * |OK_ICON| `Twitter Data for Online Reputation Management <http://nlp.uned.es/replab2013/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Twitter-Data-for-Online-Reputation-Management.yml>`_]
         
@@ -1530,7 +1532,7 @@ SocialSciences
         
 * |FIXME_ICON| `Texas Inmates Executed Since 1984 <http://www.tdcj.state.tx.us/death_row/dr_executed_offenders.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Texas-Inmates-Executed-Since-1984.yml>`_]
         
-* |FIXME_ICON| `Titanic Survival Data Set <https://www.kaggle.com/c/titanic/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Titanic-Survival-Data-Set.yml>`_]
+* |OK_ICON| `Titanic Survival Data Set <https://www.kaggle.com/c/titanic/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Titanic-Survival-Data-Set.yml>`_]
         
 * |OK_ICON| `UCB's Archive of Social Science Data (D-Lab) <http://ucdata.berkeley.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/UCBs-Archive-of-Social-Science-Data-D-Lab.yml>`_]
         
@@ -1677,9 +1679,9 @@ Transportation
 eSports
 -------
         
-* |FIXME_ICON| `CS:GO Competitive Matchmaking Data - In this data set we have data about the CSGO matchmaking [...] <https://www.kaggle.com/skihikingkevin/csgo-matchmaking-damage>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/csgo.yml>`_]
+* |OK_ICON| `CS:GO Competitive Matchmaking Data - In this data set we have data about the CSGO matchmaking [...] <https://www.kaggle.com/skihikingkevin/csgo-matchmaking-damage>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/csgo.yml>`_]
         
-* |FIXME_ICON| `FIFA-2021 Complete Player Dataset <https://www.kaggle.com/aayushmishra1512/fifa-2021-complete-player-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/fifa2021.yml>`_]
+* |OK_ICON| `FIFA-2021 Complete Player Dataset <https://www.kaggle.com/aayushmishra1512/fifa-2021-complete-player-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/fifa2021.yml>`_]
         
 * |OK_ICON| `OpenDota data dump <https://blog.opendota.com/2017/03/24/datadump2/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/opendota-dump.yml>`_]