diff --git a/README.rst b/README.rst
index 2ca0ea6..c42cc31 100644
--- a/README.rst
+++ b/README.rst
@@ -30,116 +30,114 @@ Other amazingly awesome lists can be found in `sindresorhus's awesome <https://g
 Agriculture
 -----------
         
-* |OK_ICON| `The global dataset of historical yields for major crops 1981–2016 - The [...] <https://doi.pangaea.de/10.1594/PANGAEA.909132>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Global-dataset-of-historical-yields-for-major-crops.yml>`_]
+* |OK_ICON| `The global dataset of historical yields for major crops 1981–2016 - The Global Dataset of [...] <https://doi.pangaea.de/10.1594/PANGAEA.909132>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Global-dataset-of-historical-yields-for-major-crops.yml>`_]
         
-* |OK_ICON| `Hyperspectral benchmark dataset on soil moisture - This dataset was [...] <https://doi.org/10.5281/zenodo.1227837>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Hyperspectral-Benchmark-Dataset-On-Soil-Moisture.yml>`_]
+* |OK_ICON| `Hyperspectral benchmark dataset on soil moisture - This dataset was measured in a five-day [...] <https://doi.org/10.5281/zenodo.1227837>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Hyperspectral-Benchmark-Dataset-On-Soil-Moisture.yml>`_]
         
-* |OK_ICON| `Lemons quality control dataset - Lemon dataset has been prepared to [...] <https://github.com/softwaremill/lemon-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Lemon-Dataset.yml>`_]
+* |OK_ICON| `Lemons quality control dataset - Lemon dataset has been prepared to investigate the [...] <https://github.com/softwaremill/lemon-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Lemon-Dataset.yml>`_]
         
-* |OK_ICON| `Optimized Soil Adjusted Vegetation Index - The IDB is a tool for working [...] <https://www.indexdatabase.de/db/i-single.php?id=63>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Optimized Soil Adjusted Vegetation Index>`_]
+* |OK_ICON| `Optimized Soil Adjusted Vegetation Index - The IDB is a tool for working with remote sensing [...] <https://www.indexdatabase.de/db/i-single.php?id=63>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/Optimized Soil Adjusted Vegetation Index>`_]
         
-* |OK_ICON| `U.S. Department of Agriculture's Nutrient Database <https://www.ars.usda.gov/northeast-area/beltsville-md/beltsville-human-nutrition-research-center/nutrient-data-laboratory/docs/sr28-download-files/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/U.S.-Department-of-Agricultures-Nutrient-Database.yml>`_]
+* |FIXME_ICON| `U.S. Department of Agriculture's Nutrient Database <https://www.ars.usda.gov/northeast-area/beltsville-md/beltsville-human-nutrition-research-center/nutrient-data-laboratory/docs/sr28-download-files/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/U.S.-Department-of-Agricultures-Nutrient-Database.yml>`_]
         
-* |OK_ICON| `U.S. Department of Agriculture's PLANTS Database - The Complete PLANTS [...] <https://plants.usda.gov/home/downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/U.S.-Department-of-Agricultures-PLANTS-Database.yml>`_]
+* |OK_ICON| `U.S. Department of Agriculture's PLANTS Database - The Complete PLANTS Checklist is nearly 7 [...] <https://plants.usda.gov/home/downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Agriculture/U.S.-Department-of-Agricultures-PLANTS-Database.yml>`_]
     
 Biology
 -------
         
-* |FIXME_ICON| `1000 Genomes - The 1000 Genomes Project ran between 2008 and 2015, [...] <http://www.1000genomes.org/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/1000-Genomes.yml>`_]
+* |FIXME_ICON| `1000 Genomes - The 1000 Genomes Project ran between 2008 and 2015, creating the largest [...] <https://www.internationalgenome.org/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/1000-Genomes.yml>`_]
         
-* |OK_ICON| `American Gut (Microbiome Project) - The American Gut project is the [...] <https://github.com/biocore/American-Gut>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/American-Gut-Microbiome-Project.yml>`_]
+* |OK_ICON| `American Gut (Microbiome Project) - The American Gut project is the largest crowdsourced [...] <https://github.com/biocore/American-Gut>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/American-Gut-Microbiome-Project.yml>`_]
         
-* |OK_ICON| `BCNB - There are WSIs of 1058 patients, part of tumor regions are [...] <https://bupt-ai-cz.github.io/BCNB/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/BCNB.yml>`_]
+* |OK_ICON| `BCNB - There are WSIs of 1058 patients, part of tumor regions are annotated in WSIs. Except [...] <https://bupt-ai-cz.github.io/BCNB/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/BCNB.yml>`_]
         
-* |OK_ICON| `Broad Bioimage Benchmark Collection (BBBC) - The Broad Bioimage Benchmark [...] <https://www.broadinstitute.org/bbbc>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Broad-Bioimage-Benchmark-Collection-BBBC.yml>`_]
+* |OK_ICON| `Broad Bioimage Benchmark Collection (BBBC) - The Broad Bioimage Benchmark Collection (BBBC) [...] <https://www.broadinstitute.org/bbbc>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Broad-Bioimage-Benchmark-Collection-BBBC.yml>`_]
         
 * |OK_ICON| `Broad Cancer Cell Line Encyclopedia (CCLE) <http://www.broadinstitute.org/ccle/home>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Broad-Cancer-Cell-Line-Encyclopedia-CCLE.yml>`_]
         
-* |FIXME_ICON| `Cell Image Library - This library is a public and easily accessible [...] <http://www.cellimagelibrary.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Cell-Image-Library.yml>`_]
+* |OK_ICON| `Cell Image Library - This library is a public and easily accessible resource database of [...] <http://www.cellimagelibrary.org/home>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Cell-Image-Library.yml>`_]
         
-* |OK_ICON| `Complete Genomics Public Data - A diverse data set of whole human genomes [...] <http://www.completegenomics.com/public-data/69-genomes/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Complete-Genomics-Public-Data.yml>`_]
+* |OK_ICON| `Complete Genomics Public Data - A diverse data set of whole human genomes are freely [...] <http://www.completegenomics.com/public-data/69-genomes/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Complete-Genomics-Public-Data.yml>`_]
         
-* |OK_ICON| `CytoImageNet - A large-scale dataset of microscopy images. Contains [...] <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 [...] <http://www.ebi.ac.uk/arrayexpress/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/EBI-ArrayExpress.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>`_]
         
-* |FIXME_ICON| `EBI Protein Data Bank in Europe - The Electron Microscopy Data Bank [...] <http://www.ebi.ac.uk/pdbe/emdb/index.html/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/EBI-Protein-Data-Bank-in-Europe.yml>`_]
+* |OK_ICON| `EBI Protein Data Bank in Europe - The Electron Microscopy Data Bank (EMDB) is a public [...] <https://www.ebi.ac.uk/emdb/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/EBI-Protein-Data-Bank-in-Europe.yml>`_]
         
-* |OK_ICON| `ENCODE project - The Encyclopedia of DNA Elements (ENCODE) Consortium is [...] <https://www.encodeproject.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/ENCODE-project.yml>`_]
+* |OK_ICON| `ENCODE project - The Encyclopedia of DNA Elements (ENCODE) Consortium is an ongoing [...] <https://www.encodeproject.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/ENCODE-project.yml>`_]
         
-* |OK_ICON| `Electron Microscopy Pilot Image Archive (EMPIAR) - EMPIAR, the Electron [...] <http://www.ebi.ac.uk/pdbe/emdb/empiar/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Electron-Microscopy-Pilot-Image-Archive-EMPIAR.yml>`_]
+* |OK_ICON| `Electron Microscopy Pilot Image Archive (EMPIAR) - EMPIAR, the Electron Microscopy Public [...] <http://www.ebi.ac.uk/pdbe/emdb/empiar/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Electron-Microscopy-Pilot-Image-Archive-EMPIAR.yml>`_]
         
 * |OK_ICON| `Ensembl Genomes <https://ensemblgenomes.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Ensembl-Genomes.yml>`_]
         
-* |OK_ICON| `Gene Expression Omnibus (GEO) - GEO is a public functional genomics data [...] <http://www.ncbi.nlm.nih.gov/geo/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Gene-Expression-Omnibus-GEO.yml>`_]
+* |OK_ICON| `Gene Expression Omnibus (GEO) - GEO is a public functional genomics data repository [...] <http://www.ncbi.nlm.nih.gov/geo/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Gene-Expression-Omnibus-GEO.yml>`_]
         
 * |OK_ICON| `Gene Ontology (GO) - GO annotation files <http://geneontology.org/docs/download-go-annotations/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Gene-Ontology-GO.yml>`_]
         
 * |OK_ICON| `Global Biotic Interactions (GloBI) <https://github.com/jhpoelen/eol-globi-data/wiki#accessing-species-interaction-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Global-Biotic-Interactions-GloBI.yml>`_]
         
-* |OK_ICON| `Harvard Medical School (HMS) LINCS Project - The Harvard Medical School [...] <http://lincs.hms.harvard.edu>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Harvard-Medical-School-LINCS-Project.yml>`_]
+* |OK_ICON| `Harvard Medical School (HMS) LINCS Project - The Harvard Medical School (HMS) LINCS Center is [...] <http://lincs.hms.harvard.edu>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Harvard-Medical-School-LINCS-Project.yml>`_]
         
-* |OK_ICON| `Human Genome Diversity Project - A group of scientists at Stanford [...] <http://www.hagsc.org/hgdp/files.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Human-Genome-Diversity-Project.yml>`_]
+* |OK_ICON| `Human Genome Diversity Project - A group of scientists at Stanford University have [...] <http://www.hagsc.org/hgdp/files.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Human-Genome-Diversity-Project.yml>`_]
         
-* |OK_ICON| `Human Microbiome Project (HMP) - The HMP sequenced over 2000 reference [...] <http://www.hmpdacc.org/reference_genomes/reference_genomes.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Human-Microbiome-Project-HMP.yml>`_]
+* |OK_ICON| `Human Microbiome Project (HMP) - The HMP sequenced over 2000 reference genomes isolated from [...] <http://www.hmpdacc.org/reference_genomes/reference_genomes.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Human-Microbiome-Project-HMP.yml>`_]
         
-* |OK_ICON| `ICOS PSP Benchmark - The ICOS PSP benchmarks repository contains an [...] <http://ico2s.org/datasets/psp_benchmark.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/ICOS-PSP-Benchmark.yml>`_]
+* |OK_ICON| `ICOS PSP Benchmark - The ICOS PSP benchmarks repository contains an adjustable real-world [...] <http://ico2s.org/datasets/psp_benchmark.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/ICOS-PSP-Benchmark.yml>`_]
         
 * |OK_ICON| `International HapMap Project <http://hapmap.ncbi.nlm.nih.gov/downloads/index.html.en>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/International-HapMap-Project.yml>`_]
         
 * |FIXME_ICON| `Journal of Cell Biology DataViewer <https://rupress.org/jcb/pages/jcb-dataviewer>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Journal-of-Cell-Biology-DataViewer.yml>`_]
         
-* |OK_ICON| `KEGG - KEGG is a database resource for understanding high-level functions [...] <http://www.genome.jp/kegg/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/KEGG.yml>`_]
-        
-* |FIXME_ICON| `MIT Cancer Genomics Data <http://www.broadinstitute.org/cgi-bin/cancer/datasets.cgi>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/MIT-Cancer-Genomics-Data.yml>`_]
+* |OK_ICON| `KEGG - KEGG is a database resource for understanding high-level functions and utilities of [...] <http://www.genome.jp/kegg/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/KEGG.yml>`_]
         
 * |OK_ICON| `NCBI Proteins <http://www.ncbi.nlm.nih.gov/guide/proteins/#databases>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/NCBI-Proteins.yml>`_]
         
-* |OK_ICON| `NCBI Taxonomy - The NCBI Taxonomy database is a curated set of names and [...] <http://www.ncbi.nlm.nih.gov/taxonomy>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/NCBI-Taxonomy.yml>`_]
+* |OK_ICON| `NCBI Taxonomy - The NCBI Taxonomy database is a curated set of names and classifications for [...] <http://www.ncbi.nlm.nih.gov/taxonomy>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/NCBI-Taxonomy.yml>`_]
         
-* |OK_ICON| `NCI Genomic Data Commons - The GDC Data Portal is a robust data-driven [...] <https://gdc.cancer.gov/access-data/gdc-data-portal>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/NCI-Genomic-Data-Commons.yml>`_]
+* |OK_ICON| `NCI Genomic Data Commons - The GDC Data Portal is a robust data-driven platform that allows [...] <https://gdc.cancer.gov/access-data/gdc-data-portal>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/NCI-Genomic-Data-Commons.yml>`_]
         
 * |OK_ICON| `NIH Microarray data <ftp://ftp.ncbi.nih.gov/pub/geo/DATA/supplementary/series/GSE6532/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/NIH-Microarray-data.yml>`_]
         
-* |OK_ICON| `OpenSNP genotypes data - openSNP allows customers of direct-to-customer [...] <https://opensnp.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/OpenSNP-genotypes-data.yml>`_]
+* |OK_ICON| `OpenSNP genotypes data - openSNP allows customers of direct-to-customer genetic tests to [...] <https://opensnp.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/OpenSNP-genotypes-data.yml>`_]
         
-* |OK_ICON| `Palmer Penguins - The goal of palmerpenguins is to provide a great [...] <https://allisonhorst.github.io/palmerpenguins/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Palmer-Penguins.yml>`_]
+* |OK_ICON| `Palmer Penguins - The goal of palmerpenguins is to provide a great dataset for data [...] <https://allisonhorst.github.io/palmerpenguins/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Palmer-Penguins.yml>`_]
         
 * |OK_ICON| `Pathguid - Protein-Protein Interactions Catalog <http://www.pathguide.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Pathguid.yml>`_]
         
-* |OK_ICON| `Protein Data Bank - This resource is powered by the Protein Data Bank [...] <http://www.rcsb.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Protein-Data-Bank.yml>`_]
+* |OK_ICON| `Protein Data Bank - This resource is powered by the Protein Data Bank archive-information [...] <http://www.rcsb.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Protein-Data-Bank.yml>`_]
         
-* |OK_ICON| `Psychiatric Genomics Consortium - The purpose of the Psychiatric Genomics [...] <https://www.med.unc.edu/pgc/downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Psychiatric-Genomics-Consortium.yml>`_]
+* |OK_ICON| `Psychiatric Genomics Consortium - The purpose of the Psychiatric Genomics Consortium (PGC) is [...] <https://www.med.unc.edu/pgc/downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Psychiatric-Genomics-Consortium.yml>`_]
         
-* |OK_ICON| `PubChem Project - PubChem is the world's largest collection of freely [...] <https://pubchem.ncbi.nlm.nih.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/PubChem-Project.yml>`_]
+* |OK_ICON| `PubChem Project - PubChem is the world's largest collection of freely accessible chemical [...] <https://pubchem.ncbi.nlm.nih.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/PubChem-Project.yml>`_]
         
-* |OK_ICON| `PubGene (now Coremine Medical) - COREMINE™ is a family of tools developed [...] <https://www.coremine.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/PubGene-now-Coremine-Medical.yml>`_]
+* |OK_ICON| `PubGene (now Coremine Medical) - COREMINE™ is a family of tools developed by the Norwegian [...] <https://www.coremine.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/PubGene-now-Coremine-Medical.yml>`_]
         
-* |OK_ICON| `Sanger Catalogue of Somatic Mutations in Cancer (COSMIC) - COSMIC, the [...] <http://cancer.sanger.ac.uk/cosmic>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Sanger-Catalogue-of-Somatic-Mutations-in-Cancer-COSMIC.yml>`_]
+* |OK_ICON| `Sanger Catalogue of Somatic Mutations in Cancer (COSMIC) - COSMIC, the Catalogue Of Somatic [...] <http://cancer.sanger.ac.uk/cosmic>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Sanger-Catalogue-of-Somatic-Mutations-in-Cancer-COSMIC.yml>`_]
         
 * |OK_ICON| `Sanger Genomics of Drug Sensitivity in Cancer Project (GDSC) <http://www.cancerrxgene.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Sanger-Genomics-of-Drug-Sensitivity-in-Cancer-Project-GDSC.yml>`_]
         
-* |OK_ICON| `Sequence Read Archive(SRA) - The Sequence Read Archive (SRA) stores raw [...] <http://www.ncbi.nlm.nih.gov/Traces/sra/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Sequence-Read-ArchiveSRA.yml>`_]
+* |OK_ICON| `Sequence Read Archive(SRA) - The Sequence Read Archive (SRA) stores raw sequence data from [...] <http://www.ncbi.nlm.nih.gov/Traces/sra/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Sequence-Read-ArchiveSRA.yml>`_]
         
-* |FIXME_ICON| `Stanford Microarray Data <http://smd.stanford.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Stanford-Microarray-Data.yml>`_]
+* |OK_ICON| `Stanford Microarray Data (Retired NOW) <http://smd.princeton.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Stanford-Microarray-Data.yml>`_]
         
 * |OK_ICON| `Stowers Institute Original Data Repository <http://www.stowers.org/research/publications/odr>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Stowers-Institute-Original-Data-Repository.yml>`_]
         
-* |OK_ICON| `Systems Science of Biological Dynamics (SSBD) Database - Systems Science [...] <http://ssbd.qbic.riken.jp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Systems-Science-of-Biological-Dynamics-SSBD-Database.yml>`_]
+* |OK_ICON| `Systems Science of Biological Dynamics (SSBD) Database - Systems Science of Biological [...] <http://ssbd.qbic.riken.jp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Systems-Science-of-Biological-Dynamics-SSBD-Database.yml>`_]
         
-* |FIXME_ICON| `The Cancer Genome Atlas (TCGA), available via Broad GDAC <https://gdac.broadinstitute.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/The-Cancer-Genome-Atlas-TCGA-available-via-Broad-GDAC.yml>`_]
+* |OK_ICON| `The Cancer Genome Atlas (TCGA), available via Broad GDAC <https://gdac.broadinstitute.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/The-Cancer-Genome-Atlas-TCGA-available-via-Broad-GDAC.yml>`_]
         
-* |FIXME_ICON| `The Catalogue of Life - The Catalogue of Life is a quality-assured [...] <http://www.catalogueoflife.org/content/annual-checklist-archive>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/The-Catalogue-of-Life.yml>`_]
+* |OK_ICON| `The Catalogue of Life - The Catalogue of Life is a quality-assured checklist of more than 1.8 [...] <https://www.catalogueoflife.org/data/download>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/The-Catalogue-of-Life.yml>`_]
         
-* |OK_ICON| `The Personal Genome Project - The Personal Genome Project, initiated in [...] <http://www.personalgenomes.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/The-Personal-Genome-Project.yml>`_]
+* |OK_ICON| `The Personal Genome Project - The Personal Genome Project, initiated in 2005, is a vision and [...] <http://www.personalgenomes.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/The-Personal-Genome-Project.yml>`_]
         
 * |OK_ICON| `UCSC Public Data <http://hgdownload.soe.ucsc.edu/downloads.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/UCSC-Public-Data.yml>`_]
         
 * |OK_ICON| `UniGene <https://ftp.ncbi.nlm.nih.gov/repository/UniGene/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/UniGene.yml>`_]
         
-* |OK_ICON| `Universal Protein Resource (UnitProt) - The Universal Protein Resource [...] <http://www.uniprot.org/downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Universal-Protein-Resource.yml>`_]
+* |OK_ICON| `Universal Protein Resource (UnitProt) - The Universal Protein Resource (UniProt) is a [...] <http://www.uniprot.org/downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Universal-Protein-Resource.yml>`_]
         
-* |OK_ICON| `Rfam - The Rfam database is a collection of RNA families, each [...] <https://docs.rfam.org/en/latest/database.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/rfam.yml>`_]
+* |OK_ICON| `Rfam - The Rfam database is a collection of RNA families, each represented by multiple [...] <https://docs.rfam.org/en/latest/database.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/rfam.yml>`_]
     
 Chemistry
 ---------
@@ -153,15 +151,15 @@ Climate+Weather
         
 * |FIXME_ICON| `Australian Weather <http://www.bom.gov.au/climate/dwo/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Australian-Weather.yml>`_]
         
-* |OK_ICON| `Aviation Weather Center - Consistent, timely and accurate weather [...] <https://aviationweather.gov/adds/dataserver>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Aviation-Weather-Center.yml>`_]
+* |OK_ICON| `Aviation Weather Center - Consistent, timely and accurate weather information for the world [...] <https://aviationweather.gov/adds/dataserver>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Aviation-Weather-Center.yml>`_]
         
-* |FIXME_ICON| `Brazilian Weather - Historical data (In Portuguese) - Data related to [...] <http://sinda.crn.inpe.br/PCD/SITE/novo/site/historico/index.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Brazilian-Weather.yml>`_]
+* |FIXME_ICON| `Brazilian Weather - Historical data (In Portuguese) - Data related to climate and weather [...] <http://sinda.crn.inpe.br/PCD/SITE/novo/site/historico/index.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Brazilian-Weather.yml>`_]
         
 * |OK_ICON| `Canadian Meteorological Centre <http://weather.gc.ca/grib/index_e.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Canadian-Meteorological-Centre.yml>`_]
         
 * |FIXME_ICON| `Climate Data from UEA (updated monthly) <http://www.cru.uea.ac.uk/data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Climate-Data-from-UEA-updated-monthly.yml>`_]
         
-* |OK_ICON| `Dutch Weather - The KNMI Data Center (KDC) portal provides access to KNMI [...] <https://data.knmi.nl/datasets>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Dutch-Weather.yml>`_]
+* |OK_ICON| `Dutch Weather - The KNMI Data Center (KDC) portal provides access to KNMI data on weather, [...] <https://data.knmi.nl/datasets>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Dutch-Weather.yml>`_]
         
 * |OK_ICON| `European Climate Assessment & Dataset <https://www.ecad.eu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/European-Climate-Assessment-&-Dataset.yml>`_]
         
@@ -169,7 +167,7 @@ Climate+Weather
         
 * |OK_ICON| `Global Climate Data Since 1929 <http://en.tutiempo.net/climate>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Global-Climate-Data-Since-1929.yml>`_]
         
-* |OK_ICON| `Charting The Global Climate Change News Narrative 2009-2020 - These four [...] <https://blog.gdeltproject.org/four-massive-datasets-charting-the-global-climate-change-news-narrative-2009-2020/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/GlobalClimateChangeNewsNarrative2009-2020.yml>`_]
+* |OK_ICON| `Charting The Global Climate Change News Narrative 2009-2020 - These four datasets represent [...] <https://blog.gdeltproject.org/four-massive-datasets-charting-the-global-climate-change-news-narrative-2009-2020/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/GlobalClimateChangeNewsNarrative2009-2020.yml>`_]
         
 * |OK_ICON| `NASA Global Imagery Browse Services <https://wiki.earthdata.nasa.gov/display/GIBS>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/NASA-Global-Imagery-Browse-Services.yml>`_]
         
@@ -187,7 +185,7 @@ Climate+Weather
         
 * |OK_ICON| `WU Historical Weather Worldwide <https://www.wunderground.com/history/index.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/WU-Historical-Weather-Worldwide.yml>`_]
         
-* |OK_ICON| `Wahington Post Climate Change - To analyze warming temperatures in the [...] <https://github.com/washingtonpost/data-2C-beyond-the-limit-usa>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Washington Post Climate Change.yml>`_]
+* |OK_ICON| `Wahington Post Climate Change - To analyze warming temperatures in the United States, The [...] <https://github.com/washingtonpost/data-2C-beyond-the-limit-usa>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/Washington Post Climate Change.yml>`_]
         
 * |OK_ICON| `WorldClim - Global Climate Data <http://www.worldclim.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Climate+Weather/WorldClim.yml>`_]
     
@@ -232,7 +230,7 @@ ComplexNetworks
         
 * |FIXME_ICON| `WSU Graph Database <http://www.eecs.wsu.edu/mgd/gdb.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComplexNetworks/WSU-Graph-Database.yml>`_]
         
-* |FIXME_ICON| `Community Resource for Archiving Wireless Data At Dartmouth - Contains [...] <https://www.crawdad.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComplexNetworks/crawdad.yml>`_]
+* |FIXME_ICON| `Community Resource for Archiving Wireless Data At Dartmouth - Contains datasets of pcap files [...] <https://www.crawdad.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComplexNetworks/crawdad.yml>`_]
     
 ComputerNetworks
 ----------------
@@ -257,13 +255,13 @@ ComputerNetworks
         
 * |OK_ICON| `Internet-Wide Scan Data Repository <https://scans.io/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/Internet-Wide-Scan-Data-Repository.yml>`_]
         
-* |FIXME_ICON| `MIRAGE-2019 - MIRAGE-2019 is a human-generated dataset for mobile traffic [...] <http://traffic.comics.unina.it/mirage/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/MIRAGE-2019.yml>`_]
+* |FIXME_ICON| `MIRAGE-2019 - MIRAGE-2019 is a human-generated dataset for mobile traffic analysis with [...] <http://traffic.comics.unina.it/mirage/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/MIRAGE-2019.yml>`_]
         
 * |OK_ICON| `OONI: Open Observatory of Network Interference - Internet censorship data <https://ooni.torproject.org/data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/OONI-Open-Observatory-of-Network-Interference.yml>`_]
         
 * |OK_ICON| `Open Mobile Data by MobiPerf <https://console.developers.google.com/storage/openmobiledata_public/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/Open-Mobile-Data-by-MobiPerf.yml>`_]
         
-* |OK_ICON| `The Peer-to-Peer Trace Archive - Real-world measurements play a key role [...] <http://p2pta.ewi.tudelft.nl/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/P2P-Trace-Archive.yml>`_]
+* |OK_ICON| `The Peer-to-Peer Trace Archive - Real-world measurements play a key role in studying the [...] <http://p2pta.ewi.tudelft.nl/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/P2P-Trace-Archive.yml>`_]
         
 * |OK_ICON| `Rapid7 Sonar Internet Scans <https://sonar.labs.rapid7.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/Rapid7-Sonar-Internet-Scans.yml>`_]
         
@@ -272,9 +270,9 @@ ComputerNetworks
 CyberSecurity
 -------------
         
-* |OK_ICON| `CCCS-CIC-AndMal-2020 - The dataset includes 200K benign and 200K malware [...] <https://www.unb.ca/cic/datasets/andmal2020.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//CyberSecurity/CCCS-CIC-AndMal-2020.yml>`_]
+* |OK_ICON| `CCCS-CIC-AndMal-2020 - The dataset includes 200K benign and 200K malware samples totalling to [...] <https://www.unb.ca/cic/datasets/andmal2020.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//CyberSecurity/CCCS-CIC-AndMal-2020.yml>`_]
         
-* |OK_ICON| `Traffic and Log Data Captured During a Cyber Defense Exercise - This [...] <https://zenodo.org/record/3746129>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//CyberSecurity/Traffic-and-Log-Data-Captured-During-a-Cyber-Defense-Exercise.yml>`_]
+* |OK_ICON| `Traffic and Log Data Captured During a Cyber Defense Exercise - This dataset was acquired [...] <https://zenodo.org/record/3746129>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//CyberSecurity/Traffic-and-Log-Data-Captured-During-a-Cyber-Defense-Exercise.yml>`_]
     
 DataChallenges
 --------------
@@ -309,12 +307,12 @@ DataChallenges
         
 * |OK_ICON| `TunedIT - Data mining & machine learning data sets, algorithms, challenges <http://tunedit.org/challenges/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/TunedIT.yml>`_]
         
-* |OK_ICON| `Yelp Dataset Challenge - The Yelp dataset is a subset of our businesses, [...] <http://www.yelp.com/dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Yelp-Dataset-Challenge.yml>`_]
+* |OK_ICON| `Yelp Dataset Challenge - The Yelp dataset is a subset of our businesses, reviews, and user [...] <http://www.yelp.com/dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Yelp-Dataset-Challenge.yml>`_]
     
 EarthScience
 ------------
         
-* |OK_ICON| `38-Cloud (Cloud Detection) - Contains 38 Landsat 8 scene images and their [...] <https://github.com/SorourMo/38-Cloud-A-Cloud-Segmentation-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/38-Cloud.yml>`_]
+* |OK_ICON| `38-Cloud (Cloud Detection) - Contains 38 Landsat 8 scene images and their manually extracted [...] <https://github.com/SorourMo/38-Cloud-A-Cloud-Segmentation-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/38-Cloud.yml>`_]
         
 * |OK_ICON| `AQUASTAT - Global water resources and uses <http://www.fao.org/nr/water/aquastat/data/query/index.html?lang=en>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/AQUASTAT.yml>`_]
         
@@ -324,7 +322,7 @@ EarthScience
         
 * |FIXME_ICON| `Earth Models <https://earthmodels.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/Earth-Models.yml>`_]
         
-* |OK_ICON| `Global Wind Atlas - The Global Wind Atlas is a free, web-based [...] <https://globalwindatlas.info/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/Global-Wind-Atlas.yml>`_]
+* |OK_ICON| `Global Wind Atlas - The Global Wind Atlas is a free, web-based application developed to help [...] <https://globalwindatlas.info/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/Global-Wind-Atlas.yml>`_]
         
 * |OK_ICON| `Integrated Marine Observing System (IMOS) - roughly 30TB of ocean measurements <https://imos.aodn.org.au>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/Integrated-Marine-Observing-System-IMOS.yml>`_]
         
@@ -332,9 +330,9 @@ EarthScience
         
 * |FIXME_ICON| `Alabama Real-Time Coastal Observing System <http://mymobilebay.com>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/MyMobileBay.yml>`_]
         
-* |OK_ICON| `National Estuarine Research Reserves System-Wide Monitoring Program - [...] <http://nerrsdata.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/NERRS-SWMP.yml>`_]
+* |OK_ICON| `National Estuarine Research Reserves System-Wide Monitoring Program - long-term estuarine [...] <http://nerrsdata.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/NERRS-SWMP.yml>`_]
         
-* |OK_ICON| `Oil and Gas Authority Open Data - The dataset covers 12,500 offshore [...] <https://data-ogauthority.opendata.arcgis.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/Oil-and-Gas-Authority-UK.yml>`_]
+* |OK_ICON| `Oil and Gas Authority Open Data - The dataset covers 12,500 offshore wellbores, 5,000 seismic [...] <https://data-ogauthority.opendata.arcgis.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/Oil-and-Gas-Authority-UK.yml>`_]
         
 * |OK_ICON| `Smithsonian Institution Global Volcano and Eruption Database <http://volcano.si.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/Smithsonian-Institution-Global-Volcano-and-Eruption-Database.yml>`_]
         
@@ -343,35 +341,35 @@ EarthScience
 Economics
 ---------
         
-* |OK_ICON| `Asian Productivity Organization (APO) - The AEPM provides a graphic [...] <https://www.apo-tokyo.org/wedo/productivity-measurement/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/APO.yml>`_]
+* |OK_ICON| `Asian Productivity Organization (APO) - The AEPM provides a graphic dashboard view of [...] <https://www.apo-tokyo.org/wedo/productivity-measurement/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/APO.yml>`_]
         
-* |OK_ICON| `ASEAN Stats - The ASEANstatsDataPortal was first launched in June 2018. [...] <https://data.aseanstats.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/ASEAN Stats.yml>`_]
+* |OK_ICON| `ASEAN Stats - The ASEANstatsDataPortal was first launched in June 2018. The Portal is [...] <https://data.aseanstats.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/ASEAN Stats.yml>`_]
         
 * |OK_ICON| `American Economic Association (AEA) <https://www.aeaweb.org/resources/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/American-Economic-Association-AEA.yml>`_]
         
-* |OK_ICON| `Asian KLEMS - Asia KLEMS is an Asian regional research consortium to [...] <http://www.asiaklems.net/data/archive.asp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Asian KLEMS.yml>`_]
+* |OK_ICON| `Asian KLEMS - Asia KLEMS is an Asian regional research consortium to promote building [...] <http://www.asiaklems.net/data/archive.asp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Asian KLEMS.yml>`_]
         
-* |OK_ICON| `Harvard Atlas of Economic Complexity - A database for people to explore [...] <https://dataverse.harvard.edu/dataverse/atlas>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Atlas Economic Complexity.yml>`_]
+* |OK_ICON| `Harvard Atlas of Economic Complexity - A database for people to explore global trade flows [...] <https://dataverse.harvard.edu/dataverse/atlas>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Atlas Economic Complexity.yml>`_]
         
-* |OK_ICON| `BIS Financial Database - The files contain the same data as in the BIS [...] <https://www.bis.org/statistics/full_data_sets.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/BIS Financial Database.yml>`_]
+* |OK_ICON| `BIS Financial Database - The files contain the same data as in the BIS Statistics Explorer [...] <https://www.bis.org/statistics/full_data_sets.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/BIS Financial Database.yml>`_]
         
-* |OK_ICON| `Barro-Lee Education Attainment - Barro-Lee Educational Attainment Data [...] <http://www.barrolee.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Barro Lee.yml>`_]
+* |OK_ICON| `Barro-Lee Education Attainment - Barro-Lee Educational Attainment Data from 1950 to 2010. [...] <http://www.barrolee.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Barro Lee.yml>`_]
         
-* |OK_ICON| `CEPII Database - A database of the world economy, through its country and [...] <http://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele.asp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/CEPII Database.yml>`_]
+* |OK_ICON| `CEPII Database - A database of the world economy, through its country and region profiles, in [...] <http://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele.asp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/CEPII Database.yml>`_]
         
-* |OK_ICON| `EUKLEMS - EU KLEMS is an industry level, growth and productivity research [...] <https://euklems.eu/query/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/EUKLEMS.yml>`_]
+* |OK_ICON| `EUKLEMS - EU KLEMS is an industry level, growth and productivity research project. EU KLEMS [...] <https://euklems.eu/query/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/EUKLEMS.yml>`_]
         
 * |FIXME_ICON| `EconData from UMD <http://inforumweb.umd.edu/econdata/econdata.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/EconData-from-UMD.yml>`_]
         
 * |FIXME_ICON| `Economic Freedom of the World Data <http://www.freetheworld.com/datasets_efw.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Economic-Freedom-of-the-World-Data.yml>`_]
         
-* |OK_ICON| `Historical National Accounts - The datahub on Comparative Historical [...] <https://www.rug.nl/ggdc/historicaldevelopment/na/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Historical National Accounts.yml>`_]
+* |OK_ICON| `Historical National Accounts - The datahub on Comparative Historical National Accounts [...] <https://www.rug.nl/ggdc/historicaldevelopment/na/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Historical National Accounts.yml>`_]
         
 * |OK_ICON| `Historical MacroEconomic Statistics <http://www.historicalstatistics.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Historical-MacroEconomic-Statistics.yml>`_]
         
 * |FIXME_ICON| `INFORUM - Interindustry Forecasting at the University of Maryland <http://inforumweb.umd.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/INFORUM.yml>`_]
         
-* |OK_ICON| `DBnomics – the world's economic database - Aggregates hundreds of [...] <https://db.nomics.world/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/International-Economics-Database.yml>`_]
+* |FIXME_ICON| `DBnomics – the world's economic database - Aggregates hundreds of millions of time series [...] <https://db.nomics.world/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/International-Economics-Database.yml>`_]
         
 * |OK_ICON| `International Trade Statistics <http://www.econostatistics.co.za/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/International-Trade-Statistics.yml>`_]
         
@@ -381,19 +379,19 @@ Economics
         
 * |FIXME_ICON| `Jon Haveman International Trade Data Links <http://www.macalester.edu/research/economics/PAGE/HAVEMAN/Trade.Resources/TradeData.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Jon-Haveman-International-Trade-Data-Links.yml>`_]
         
-* |OK_ICON| `Latin America KLEMS - LAKLEMS is a technical cooperation project financed [...] <http://laklems.net/stats/result>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/LA KLEMS.yml>`_]
+* |OK_ICON| `Latin America KLEMS - LAKLEMS is a technical cooperation project financed by the Inter- [...] <http://laklems.net/stats/result>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/LA KLEMS.yml>`_]
         
-* |OK_ICON| `Long-Term Productivity Database - The Long-Term Productivity database was [...] <http://longtermproductivity.com/download.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Long-Term-Productivity-Database.yml>`_]
+* |OK_ICON| `Long-Term Productivity Database - The Long-Term Productivity database was created as a [...] <http://longtermproductivity.com/download.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Long-Term-Productivity-Database.yml>`_]
         
-* |OK_ICON| `Maddison Project Database - The Maddison Project Database provides [...] <https://www.rug.nl/ggdc/historicaldevelopment/maddison/releases/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Maddison Project.yml>`_]
+* |OK_ICON| `Maddison Project Database - The Maddison Project Database provides information on comparative [...] <https://www.rug.nl/ggdc/historicaldevelopment/maddison/releases/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Maddison Project.yml>`_]
         
-* |OK_ICON| `National Transfer Accounts - The goal of the National Transfer Accounts [...] <https://ntaccounts.org/web/nta/show/Browse%20database#H-zfl0oo>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/NTA.yml>`_]
+* |OK_ICON| `National Transfer Accounts - The goal of the National Transfer Accounts (NTA) project is to [...] <https://ntaccounts.org/web/nta/show/Browse%20database#H-zfl0oo>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/NTA.yml>`_]
         
 * |OK_ICON| `OpenCorporates Database of Companies in the World <https://opencorporates.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/OpenCorporates-Database-of-Companies-in-the-World.yml>`_]
         
 * |OK_ICON| `Our World in Data <http://ourworldindata.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Our-World-in-Data.yml>`_]
         
-* |OK_ICON| `Penn World Table - PWT version 10.0 is a database with information on [...] <https://www.rug.nl/ggdc/productivity/pwt/?lang=en/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Penn World Table.yml>`_]
+* |OK_ICON| `Penn World Table - PWT version 10.0 is a database with information on relative levels of [...] <https://www.rug.nl/ggdc/productivity/pwt/?lang=en/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/Penn World Table.yml>`_]
         
 * |FIXME_ICON| `SciencesPo World Trade Gravity Datasets <http://econ.sciences-po.fr/thierry-mayer/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/SciencesPo-World-Trade-Gravity-Datasets.yml>`_]
         
@@ -407,18 +405,18 @@ Economics
         
 * |OK_ICON| `UN Human Development Reports <http://hdr.undp.org/en>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/UN-Human-Development-Reports.yml>`_]
         
-* |OK_ICON| `World Input-Output Database - World Input-Output Tables and underlying [...] <https://www.rug.nl/ggdc/valuechain/wiod/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/World Input-Output Database.yml>`_]
+* |OK_ICON| `World Input-Output Database - World Input-Output Tables and underlying data, covering 43 [...] <https://www.rug.nl/ggdc/valuechain/wiod/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/World Input-Output Database.yml>`_]
         
-* |OK_ICON| `World KLEMS - Analytical KLEMS-type data sets for a broad set of [...] <https://www.worldklems.net/wkanalytical>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/World KLEMS.yml>`_]
+* |OK_ICON| `World KLEMS - Analytical KLEMS-type data sets for a broad set of countries around the world. [...] <https://www.worldklems.net/wkanalytical>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Economics/World KLEMS.yml>`_]
     
 Education
 ---------
         
 * |OK_ICON| `College Scorecard Data <https://collegescorecard.ed.gov/data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Education/College-Scorecard-Data.yml>`_]
         
-* |OK_ICON| `New York State Education Department Data - The New York State Education [...] <https://data.nysed.gov/downloads.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Education/New-York-State-Education-Department.yml>`_]
+* |OK_ICON| `New York State Education Department Data - The New York State Education Department (NYSED) is [...] <https://data.nysed.gov/downloads.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Education/New-York-State-Education-Department.yml>`_]
         
-* |OK_ICON| `Program for International Student Assessement (PISA) - Contains 15-year- [...] <https://www.oecd.org/pisa/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Education/PISA.yml>`_]
+* |OK_ICON| `Program for International Student Assessement (PISA) - Contains 15-year-old students' [...] <https://www.oecd.org/pisa/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Education/PISA.yml>`_]
         
 * |OK_ICON| `Student Data from Free Code Camp <https://github.com/freeCodeCamp/open-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Education/Student-Data-from-Free-Code-Camp.yml>`_]
     
@@ -435,31 +433,31 @@ Energy
         
 * |OK_ICON| `DEL - Domestic Electrical Load study datsets for South Africa (1994 - 2014) <https://www.datafirst.uct.ac.za/dataportal/index.php/catalog/DELS>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/DEL.yml>`_]
         
-* |OK_ICON| `ECO - The ECO data set is a comprehensive data set for non-intrusive load [...] <http://www.vs.inf.ethz.ch/res/show.html?what=eco-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/ECO.yml>`_]
+* |OK_ICON| `ECO - The ECO data set is a comprehensive data set for non-intrusive load monitoring and [...] <http://www.vs.inf.ethz.ch/res/show.html?what=eco-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/ECO.yml>`_]
         
 * |OK_ICON| `EIA <http://www.eia.gov/electricity/data/eia923/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/EIA.yml>`_]
         
-* |OK_ICON| `Global Power Plant Database - The Global Power Plant Database is a [...] <http://datasets.wri.org/dataset/globalpowerplantdatabase>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/Global Power Plant Database.yml>`_]
+* |OK_ICON| `Global Power Plant Database - The Global Power Plant Database is a comprehensive, open source [...] <http://datasets.wri.org/dataset/globalpowerplantdatabase>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/Global Power Plant Database.yml>`_]
         
-* |FIXME_ICON| `HES - Household Electricity Study, UK <http://randd.defra.gov.uk/Default.aspx?Menu=Menu&Module=More&Location=None&ProjectID=17359&FromSearch=Y&Publisher=1&SearchText=EV0702&SortString=ProjectCode&SortOrder=Asc&Paging=10#Description>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/HES.yml>`_]
+* |OK_ICON| `HES - Household Electricity Study, UK <http://randd.defra.gov.uk/Default.aspx?Menu=Menu&Module=More&Location=None&ProjectID=17359&FromSearch=Y&Publisher=1&SearchText=EV0702&SortString=ProjectCode&SortOrder=Asc&Paging=10#Description>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/HES.yml>`_]
         
 * |OK_ICON| `HFED <http://hfed.github.io/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/HFED.yml>`_]
         
-* |OK_ICON| `MORED: a Moroccan Buildings’ Electricity Consumption Dataset - Since [...] <https://github.com/MOREDataset/MORED>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/MORED.yml>`_]
+* |OK_ICON| `MORED: a Moroccan Buildings’ Electricity Consumption Dataset - Since spring of 2019, a data [...] <https://github.com/MOREDataset/MORED>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/MORED.yml>`_]
         
-* |OK_ICON| `Marktstammdatenregister - The German Marktstammdatenregister (MaStR) is a [...] <https://www.marktstammdatenregister.de/MaStR/Datendownload>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/MaStR.yml>`_]
+* |OK_ICON| `Marktstammdatenregister - The German Marktstammdatenregister (MaStR) is a database of all [...] <https://www.marktstammdatenregister.de/MaStR/Datendownload>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/MaStR.yml>`_]
         
 * |OK_ICON| `PEM1 - Proton Exchange Membrane (PEM) Fuel Cell Dataset <https://github.com/ECSIM/pem-dataset1>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/PEM1.yml>`_]
         
 * |FIXME_ICON| `PLAID - The Plug Load Appliance Identification Dataset <http://plaidplug.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/PLAID.yml>`_]
         
-* |OK_ICON| `The Public Utility Data Liberation Project (PUDL) - PUDL makes US energy [...] <https://github.com/catalyst-cooperative/pudl>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/PUDL.yml>`_]
+* |OK_ICON| `The Public Utility Data Liberation Project (PUDL) - PUDL makes US energy data easier to [...] <https://github.com/catalyst-cooperative/pudl>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/PUDL.yml>`_]
         
 * |FIXME_ICON| `REDD <http://redd.csail.mit.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/REDD.yml>`_]
         
-* |OK_ICON| `SYND - A synthetic energy dataset for non-intrusive load monitoring - [...] <https://www.nature.com/articles/s41597-020-0434-6>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/SYND.yml>`_]
+* |OK_ICON| `SYND - A synthetic energy dataset for non-intrusive load monitoring - With SynD, we present a [...] <https://www.nature.com/articles/s41597-020-0434-6>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/SYND.yml>`_]
         
-* |OK_ICON| `Smart Meter Data Portal - The Smart Meter Data Portal is part of the [...] <https://smda.github.io/smart-meter-data-portal>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/Smart Meter Data Portal.yml>`_]
+* |OK_ICON| `Smart Meter Data Portal - The Smart Meter Data Portal is part of the National Science [...] <https://smda.github.io/smart-meter-data-portal>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/Smart Meter Data Portal.yml>`_]
         
 * |OK_ICON| `Tracebase <https://github.com/areinhardt/tracebase>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Energy/Tracebase.yml>`_]
         
@@ -474,18 +472,18 @@ Energy
 Entertainment
 -------------
         
-* |OK_ICON| `Top Streamers on Twitch - This contains data of Top 1000 Streamers from [...] <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
 -------
         
-* |OK_ICON| `BIS Statistics - BIS statistics, compiled in cooperation with central [...] <https://www.bis.org/statistics/full_data_sets.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/BIS Statistics.yml>`_]
+* |OK_ICON| `BIS Statistics - BIS statistics, compiled in cooperation with central banks and other [...] <https://www.bis.org/statistics/full_data_sets.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/BIS Statistics.yml>`_]
         
-* |OK_ICON| `Blockmodo Coin Registry - A registry of JSON formatted information files [...] <https://github.com/Blockmodo/coin_registry>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/Blockmodo-Coin-Registry>`_]
+* |OK_ICON| `Blockmodo Coin Registry - A registry of JSON formatted information files that is primarily [...] <https://github.com/Blockmodo/coin_registry>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/Blockmodo-Coin-Registry>`_]
         
 * |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>`_]
         
-* |OK_ICON| `Complete FAANG Stock data - This data set contains all the stock data of [...] <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>`_]
         
@@ -501,7 +499,7 @@ Finance
         
 * |OK_ICON| `Quandl <https://www.quandl.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/Quandl.yml>`_]
         
-* |OK_ICON| `SEC EDGAR - EDGAR, the Electronic Data Gathering, Analysis, and Retrieval [...] <https://www.sec.gov/edgar/about>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/SEC-EDGAR.yml>`_]
+* |OK_ICON| `SEC EDGAR - EDGAR, the Electronic Data Gathering, Analysis, and Retrieval system, is the [...] <https://www.sec.gov/edgar/about>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/SEC-EDGAR.yml>`_]
         
 * |OK_ICON| `St Louis Federal <https://research.stlouisfed.org/fred2/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/St-Louis-Federal.yml>`_]
         
@@ -510,13 +508,13 @@ Finance
 GIS
 ---
         
-* |OK_ICON| `Awesome 3D Semantic City Models - Collection of open 3D semantic city and [...] <https://github.com/OloOcki/awesome-citygml>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/3D-Semantic-City-Models.yml>`_]
+* |OK_ICON| `Awesome 3D Semantic City Models - Collection of open 3D semantic city and region models. <https://github.com/OloOcki/awesome-citygml>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/3D-Semantic-City-Models.yml>`_]
         
 * |OK_ICON| `ArcGIS Open Data portal <http://opendata.arcgis.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/ArcGIS-Open-Data-portal.yml>`_]
         
 * |OK_ICON| `Cambridge, MA, US, GIS data on GitHub <http://cambridgegis.github.io/gisdata.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Cambridge-MA-US-GIS-data-on-GitHub.yml>`_]
         
-* |OK_ICON| `Database of all continents, countries, States/Subdivisions/Provinces and [...] <https://www.back4app.com/database/back4app/list-of-all-continents-countries-cities>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Database-of-Continents-Coutries-States-Cities.yml>`_]
+* |OK_ICON| `Database of all continents, countries, States/Subdivisions/Provinces and Cities - Database [...] <https://www.back4app.com/database/back4app/list-of-all-continents-countries-cities>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Database-of-Continents-Coutries-States-Cities.yml>`_]
         
 * |FIXME_ICON| `Factual Global Location Data <https://places.factual.com/data/t/places>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Factual-Global-Location-Data.yml>`_]
         
@@ -532,7 +530,7 @@ GIS
         
 * |OK_ICON| `GeoNames Worldwide <http://www.geonames.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/GeoNames-Worldwide.yml>`_]
         
-* |OK_ICON| `Global Administrative Areas Database (GADM) - Geospatial data organized [...] <https://gadm.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Global-Administrative-Areas-Database-GADM.yml>`_]
+* |OK_ICON| `Global Administrative Areas Database (GADM) - Geospatial data organized by country. Includes [...] <https://gadm.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Global-Administrative-Areas-Database-GADM.yml>`_]
         
 * |OK_ICON| `Homeland Infrastructure Foundation-Level Data <https://hifld-geoplatform.opendata.arcgis.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Homeland-Infrastructure-Foundation.yml>`_]
         
@@ -554,7 +552,7 @@ GIS
         
 * |OK_ICON| `Robin Wilson - Free GIS Datasets <http://freegisdata.rtwilson.com>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Robin-Wilson-Free-GIS-Datasets.yml>`_]
         
-* |OK_ICON| `Shadow Accrual Maps - The repository contains the accumulated shadow [...] <https://github.com/VIDA-NYU/shadow-accrual-maps/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Shadow-Accrual-Maps.yml>`_]
+* |OK_ICON| `Shadow Accrual Maps - The repository contains the accumulated shadow information for New York [...] <https://github.com/VIDA-NYU/shadow-accrual-maps/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/Shadow-Accrual-Maps.yml>`_]
         
 * |OK_ICON| `TIGER/Line - U.S. boundaries and roads <https://www.census.gov/geo/maps-data/data/tiger-line.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//GIS/TIGER-Line.yml>`_]
         
@@ -577,7 +575,7 @@ Government
         
 * |OK_ICON| `Argentina (non official) <http://datos.gob.ar>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Argentina-non-official.yml>`_]
         
-* |FIXME_ICON| `Datos Argentina - Portal de datos abiertos de la República Argentina. [...] <http://datos.gob.ar/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Argentina.yml>`_]
+* |OK_ICON| `Datos Argentina - Portal de datos abiertos de la República Argentina. Encontrá datos públicos [...] <http://datos.gob.ar/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Argentina.yml>`_]
         
 * |OK_ICON| `Austin, TX, US <https://data.austintexas.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Austin-TX-US.yml>`_]
         
@@ -615,7 +613,7 @@ Government
         
 * |OK_ICON| `DataBC - data from the Province of British Columbia <https://www.data.gov.bc.ca/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/DataBC.yml>`_]
         
-* |OK_ICON| `Debt to the Penny - The Debt to the Penny dataset provides information [...] <https://fiscaldata.treasury.gov/datasets/debt-to-the-penny/debt-to-the-penny>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Debt-to-penny.yml>`_]
+* |OK_ICON| `Debt to the Penny - The Debt to the Penny dataset provides information about the total [...] <https://fiscaldata.treasury.gov/datasets/debt-to-the-penny/debt-to-the-penny>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Debt-to-penny.yml>`_]
         
 * |OK_ICON| `Denver Open Data <http://data.denvergov.org//>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Denver-Open-Data.yml>`_]
         
@@ -627,7 +625,7 @@ Government
         
 * |OK_ICON| `EuroStat <http://ec.europa.eu/eurostat/data/database>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/EuroStat.yml>`_]
         
-* |OK_ICON| `EveryPolitician - Ongoing project collating and sharing data on every [...] <http://everypolitician.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/EveryPolitician.yml>`_]
+* |OK_ICON| `EveryPolitician - Ongoing project collating and sharing data on every politician. <http://everypolitician.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/EveryPolitician.yml>`_]
         
 * |OK_ICON| `Federal Committee on Statistical Methodology (FCSM) (formerly FedStats) <https://nces.ed.gov/FCSM/index.asp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/FedStats.yml>`_]
         
@@ -639,7 +637,7 @@ Government
         
 * |OK_ICON| `Gatineau, QC, Canada <http://www.gatineau.ca/donneesouvertes/default_fr.aspx>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Gatineau-QC-Canada.yml>`_]
         
-* |FIXME_ICON| `Germany <https://www-genesis.destatis.de/genesis/online>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Germany.yml>`_]
+* |OK_ICON| `Germany <https://www-genesis.destatis.de/genesis/online>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Germany.yml>`_]
         
 * |OK_ICON| `Ghent, Belgium <https://data.stad.gent/explore>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Ghent-Belgium.yml>`_]
         
@@ -661,7 +659,7 @@ Government
         
 * |OK_ICON| `Indonesian Data Portal <http://data.go.id/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Indonesian-Data-Portal.yml>`_]
         
-* |OK_ICON| `Iowa - Welcome to the State of Iowa's data portal. Please explore data [...] <https://data.iowa.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Iowa.yml>`_]
+* |OK_ICON| `Iowa - Welcome to the State of Iowa's data portal. Please explore data about Iowa and your [...] <https://data.iowa.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Iowa.yml>`_]
         
 * |OK_ICON| `Ireland's Open Data Portal <https://data.gov.ie/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Irelands-Open-Data-Portal.yml>`_]
         
@@ -669,9 +667,9 @@ Government
         
 * |FIXME_ICON| `Istanbul Municipality Open Data Portal <https://data.ibb.gov.tr>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Istanbul-Municipality-Open-Data.yml>`_]
         
-* |OK_ICON| `Italy - Il Portale dati.gov.it è il catalogo nazionale dei metadati [...] <https://www.dati.gov.it/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Italy.yml>`_]
+* |OK_ICON| `Italy - Il Portale dati.gov.it è il catalogo nazionale dei metadati relativi ai dati [...] <https://www.dati.gov.it/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Italy.yml>`_]
         
-* |OK_ICON| `Jail deaths in America - The U.S. government does not release jail by [...] <https://www.reuters.com/investigates/special-report/usa-jails-graphic/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Jail-deaths-in-America.yml>`_]
+* |OK_ICON| `Jail deaths in America - The U.S. government does not release jail by jail mortality data, [...] <https://www.reuters.com/investigates/special-report/usa-jails-graphic/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Jail-deaths-in-America.yml>`_]
         
 * |OK_ICON| `Japan <http://www.e-stat.go.jp/SG1/estat/eStatTopPortalE.do>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Japan.yml>`_]
         
@@ -709,7 +707,7 @@ Government
         
 * |OK_ICON| `Netherlands <https://data.overheid.nl/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Netherlands.yml>`_]
         
-* |OK_ICON| `New York Department of Sanitation Monthly Tonnage - DSNY Monthly Tonnage [...] <https://data.cityofnewyork.us/City-Government/DSNY-Monthly-Tonnage-Data/ebb7-mvp5>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/New-York-Department-of-Sanitation.yml>`_]
+* |OK_ICON| `New York Department of Sanitation Monthly Tonnage - DSNY Monthly Tonnage Data provides [...] <https://data.cityofnewyork.us/City-Government/DSNY-Monthly-Tonnage-Data/ebb7-mvp5>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/New-York-Department-of-Sanitation.yml>`_]
         
 * |OK_ICON| `New Zealand <http://www.stats.govt.nz/browse_for_stats.aspx>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/New-Zealand.yml>`_]
         
@@ -731,7 +729,7 @@ Government
         
 * |OK_ICON| `Palo Alto, California, US <http://data.cityofpaloalto.org/home>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Palo-Alto-California-US.yml>`_]
         
-* |OK_ICON| `OpenDataPhilly - OpenDataPhilly is a catalog of open data in the [...] <https://www.opendataphilly.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Philadelphia-Open-Data.yml>`_]
+* |OK_ICON| `OpenDataPhilly - OpenDataPhilly is a catalog of open data in the Philadelphia region. In [...] <https://www.opendataphilly.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Philadelphia-Open-Data.yml>`_]
         
 * |OK_ICON| `Portland, Oregon <https://www.portlandoregon.gov/28130>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Portland-Oregon.yml>`_]
         
@@ -753,7 +751,7 @@ Government
         
 * |OK_ICON| `San Diego, CA <https://data.sandiego.gov>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/San Diego, CA.yml>`_]
         
-* |OK_ICON| `San Antonio, TX - Community Information Now - CI:Now is a nonprofit [...] <http://cinow.info/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/San-Antonio-TX-US-Community-Information-Now.yml>`_]
+* |OK_ICON| `San Antonio, TX - Community Information Now - CI:Now is a nonprofit serving Bexar (San [...] <http://cinow.info/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/San-Antonio-TX-US-Community-Information-Now.yml>`_]
         
 * |OK_ICON| `San Francisco Data sets <http://datasf.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/San-Francisco-Data-sets.yml>`_]
         
@@ -811,7 +809,7 @@ Government
         
 * |OK_ICON| `UK 2011 Census Open Atlas Project <https://data.cdrc.ac.uk/product/cdrc-2011-census-open-atlas>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/UK-2011-Census-Open-Atlas-Project.yml>`_]
         
-* |OK_ICON| `US Counties - This is a repository of various data, broken down by US [...] <https://github.com/evangambit/JsonOfCounties>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/US-Counties.yml>`_]
+* |OK_ICON| `US Counties - This is a repository of various data, broken down by US county. While most of [...] <https://github.com/evangambit/JsonOfCounties>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/US-Counties.yml>`_]
         
 * |OK_ICON| `U.S. Patent and Trademark Office (USPTO) Bulk Data Products <https://www.uspto.gov/learning-and-resources/bulk-data-products>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/USPTO-Bulk-Data-Products.yml>`_]
         
@@ -831,28 +829,28 @@ Government
         
 * |OK_ICON| `Vienna, Austria <https://open.wien.gv.at/site/open-data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Vienna-Austria.yml>`_]
         
-* |FIXME_ICON| `Statistics from the General Statistics Office of Vietnam - Data in [...] <https://www.gso.gov.vn/Default_en.aspx?tabid=491>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Vietnam.yml>`_]
+* |FIXME_ICON| `Statistics from the General Statistics Office of Vietnam - Data in different categories are [...] <https://www.gso.gov.vn/Default_en.aspx?tabid=491>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/Vietnam.yml>`_]
         
 * |OK_ICON| `U.S. Congressional Research Service (CRS) Reports <https://www.everycrsreport.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Government/everycrsreport.yml>`_]
     
 Healthcare
 ----------
         
-* |OK_ICON| `AWS COVID-19 Datasets - We're working with organizations who make [...] <https://dj2taa9i652rf.cloudfront.net/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Aws-COVID-19.yml>`_]
+* |OK_ICON| `AWS COVID-19 Datasets - We're working with organizations who make COVID-19-related data [...] <https://dj2taa9i652rf.cloudfront.net/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Aws-COVID-19.yml>`_]
         
-* |OK_ICON| `COVID-19 Case Surveillance Public Use Data - The COVID-19 case [...] <https://data.cdc.gov/Case-Surveillance/COVID-19-Case-Surveillance-Public-Use-Data/vbim-akqf>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Case-Surveillance-Public-Use-Data.yml>`_]
+* |OK_ICON| `COVID-19 Case Surveillance Public Use Data - The COVID-19 case surveillance system database [...] <https://data.cdc.gov/Case-Surveillance/COVID-19-Case-Surveillance-Public-Use-Data/vbim-akqf>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Case-Surveillance-Public-Use-Data.yml>`_]
         
-* |OK_ICON| `Covid-19 non-processed data of Ecuador - It's a project which provides [...] <https://github.com/andrab/ecuacovid>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Ecuador-Data.yml>`_]
+* |OK_ICON| `Covid-19 non-processed data of Ecuador - It's a project which provides non-processed datasets [...] <https://github.com/andrab/ecuacovid>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Ecuador-Data.yml>`_]
         
-* |OK_ICON| `2019 Novel Coronavirus COVID-19 Data Repository by Johns Hopkins CSSE - [...] <https://github.com/CSSEGISandData/COVID-19>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Johns-Hopkins.yml>`_]
+* |OK_ICON| `2019 Novel Coronavirus COVID-19 Data Repository by Johns Hopkins CSSE - This is the data [...] <https://github.com/CSSEGISandData/COVID-19>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Johns-Hopkins.yml>`_]
         
-* |OK_ICON| `Coronavirus (Covid-19) Data in the United States - The New York Times is [...] <https://github.com/nytimes/covid-19-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-New-York-Times.yml>`_]
+* |OK_ICON| `Coronavirus (Covid-19) Data in the United States - The New York Times is releasing a series [...] <https://github.com/nytimes/covid-19-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-New-York-Times.yml>`_]
         
-* |FIXME_ICON| `COVID-19 Reported Patient Impact and Hospital Capacity by Facility - The [...] <https://healthdata.gov/dataset/covid-19-reported-patient-impact-and-hospital-capacity-facility?SorourMo/38-Cloud-A-Cloud-Segmentation-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Reported-Patient-Impact-and-Hospital-Capacity-by-Facility.yml>`_]
+* |FIXME_ICON| `COVID-19 Reported Patient Impact and Hospital Capacity by Facility - The following dataset [...] <https://healthdata.gov/dataset/covid-19-reported-patient-impact-and-hospital-capacity-facility?SorourMo/38-Cloud-A-Cloud-Segmentation-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/COVID-19-Reported-Patient-Impact-and-Hospital-Capacity-by-Facility.yml>`_]
         
 * |OK_ICON| `Composition of Foods Raw, Processed, Prepared USDA National Nutrient Database for Standard [...] <https://data.nal.usda.gov/dataset/composition-foods-raw-processed-prepared-usda-national-nutrient-database-standard-reference-release-27>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Composition-of-Foods-Raw-Processed-Prepared-USDA-National-Nutrient-Database-for-Standard-Reference.yml>`_]
         
-* |OK_ICON| `The COVID Tracking Project - The COVID Tracking Project collects and [...] <https://covidtracking.com/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Covid-Tracking-Project.yml>`_]
+* |OK_ICON| `The COVID Tracking Project - The COVID Tracking Project collects and publishes the most [...] <https://covidtracking.com/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Covid-Tracking-Project.yml>`_]
         
 * |OK_ICON| `EHDP Large Health Data Sets <http://www.ehdp.com/vitalnet/datasets.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/EHDP-Large-Health-Data-Sets.yml>`_]
         
@@ -862,7 +860,7 @@ Healthcare
         
 * |OK_ICON| `MeSH, the vocabulary thesaurus used for indexing articles for PubMed <https://www.nlm.nih.gov/mesh/filelist.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/MeSH-the-vocabulary-thesaurus-used-for-indexing-articles-for-PubMed.yml>`_]
         
-* |OK_ICON| `MeDAL - A large medical text dataset curated for abbreviation [...] <https://github.com/BruceWen120/medal>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Medal-medical-abbreviations.yml>`_]
+* |OK_ICON| `MeDAL - A large medical text dataset curated for abbreviation disambiguation - Medical [...] <https://github.com/BruceWen120/medal>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Medal-medical-abbreviations.yml>`_]
         
 * |OK_ICON| `Medicare Coverage Database (MCD), U.S. <https://www.cms.gov/medicare-coverage-database/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Medicare-Coverage-Database-MCD-U.S..yml>`_]
         
@@ -886,7 +884,7 @@ Healthcare
         
 * |OK_ICON| `World Health Organization Global Health Observatory <http://www.who.int/gho/en/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/World-Health-Organization-Global-Health-Observatory.yml>`_]
         
-* |OK_ICON| `Yahoo Knowledge Graph COVID-19 Datasets - The Yahoo Knowledge Graph team [...] <https://github.com/yahoo/covid-19-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Yahoo-COVID-19.yml>`_]
+* |OK_ICON| `Yahoo Knowledge Graph COVID-19 Datasets - The Yahoo Knowledge Graph team at Verizon Media is [...] <https://github.com/yahoo/covid-19-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/Yahoo-COVID-19.yml>`_]
         
 * |OK_ICON| `Informatics for Integrating Biology and the Bedside <https://www.i2b2.org/NLP/DataSets/Main.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Healthcare/i2b2.yml>`_]
     
@@ -901,25 +899,25 @@ ImageProcessing
         
 * |OK_ICON| `Affective Image Classification <http://www.imageemotion.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Affective-Image-Classification.yml>`_]
         
-* |OK_ICON| `Airborne Object Detection and Tracking - The Airborne Object Tracking [...] <https://www.aicrowd.com/challenges/airborne-object-tracking-challenge>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Airborne-Object-Detection-and-Tracking.yml>`_]
+* |OK_ICON| `Airborne Object Detection and Tracking - The Airborne Object Tracking (AOT) dataset is a [...] <https://www.aicrowd.com/challenges/airborne-object-tracking-challenge>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Airborne-Object-Detection-and-Tracking.yml>`_]
         
 * |OK_ICON| `Animals with attributes <http://attributes.kyb.tuebingen.mpg.de/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Animals-with-attributes.yml>`_]
         
-* |OK_ICON| `CADDY Underwater Stereo-Vision Dataset of divers' hand gestures - [...] <http://caddy-underwater-datasets.ge.issia.cnr.it/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/CADDY-Underwater-Stereo-Vision-Dataset-of-hand-gestures.yml>`_]
+* |OK_ICON| `CADDY Underwater Stereo-Vision Dataset of divers' hand gestures - Contains 10K stereo pair [...] <http://caddy-underwater-datasets.ge.issia.cnr.it/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/CADDY-Underwater-Stereo-Vision-Dataset-of-hand-gestures.yml>`_]
         
-* |OK_ICON| `Cytology Dataset – CCAgT: Images of Cervical Cells with AgNOR Stain [...] <https://arquivos.ufsc.br/d/373be2177a33426a9e6c/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/CCAgT.yml>`_]
+* |OK_ICON| `Cytology Dataset – CCAgT: Images of Cervical Cells with AgNOR Stain Technique - The dataset [...] <https://arquivos.ufsc.br/d/373be2177a33426a9e6c/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/CCAgT.yml>`_]
         
 * |FIXME_ICON| `Caltech Pedestrian Detection Benchmark <http://www.vision.caltech.edu/Image_Datasets/CaltechPedestrians/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Caltech-Pedestrian-Detection-Benchmark.yml>`_]
         
-* |OK_ICON| `Chars74K dataset - Character Recognition in Natural Images (both English [...] <http://www.ee.surrey.ac.uk/CVSSP/demos/chars74k/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Chars74K-dataset.yml>`_]
+* |OK_ICON| `Chars74K dataset - Character Recognition in Natural Images (both English and Kannada are available) <http://www.ee.surrey.ac.uk/CVSSP/demos/chars74k/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Chars74K-dataset.yml>`_]
         
-* |OK_ICON| `Cube++ - 4890 raw 18-megapixel images, each containing a SpyderCube color [...] <https://github.com/Visillect/CubePlusPlus>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Cube-Plus-Plus.yml>`_]
+* |OK_ICON| `Cube++ - 4890 raw 18-megapixel images, each containing a SpyderCube color target in their [...] <https://github.com/Visillect/CubePlusPlus>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Cube-Plus-Plus.yml>`_]
         
-* |OK_ICON| `Densely Annotated Video Driving Data Set - This data set consists of 28 [...] <https://mediatum.ub.tum.de/1596437>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/DAVID.yml>`_]
+* |OK_ICON| `Densely Annotated Video Driving Data Set - This data set consists of 28 video sequences of [...] <https://mediatum.ub.tum.de/1596437>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/DAVID.yml>`_]
         
-* |OK_ICON| `Danbooru Tagged Anime Illustration Dataset - A large-scale anime image [...] <https://www.gwern.net/Danbooru>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Danbooru-Tagged-Anime-Illustration-Dataset.yml>`_]
+* |OK_ICON| `Danbooru Tagged Anime Illustration Dataset - A large-scale anime image database with 3.33m+ [...] <https://www.gwern.net/Danbooru>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Danbooru-Tagged-Anime-Illustration-Dataset.yml>`_]
         
-* |FIXME_ICON| `DukeMTMC Data Set - DukeMTMC aims to accelerate advances in multi-target [...] <http://vision.cs.duke.edu/DukeMTMC/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/DukeMTMC-Data-Set.yml>`_]
+* |FIXME_ICON| `DukeMTMC Data Set - DukeMTMC aims to accelerate advances in multi-target multi-camera [...] <http://vision.cs.duke.edu/DukeMTMC/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/DukeMTMC-Data-Set.yml>`_]
         
 * |OK_ICON| `ETH Entomological Collection (ETHEC) Fine Grained Butterfly (Lepidoptra) Images <https://doi.org/10.3929/ethz-b-000365379>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/ETH_Entomological_Collection_Fine_Grained_Butterfly_Images.yml>`_]
         
@@ -929,7 +927,7 @@ ImageProcessing
         
 * |OK_ICON| `GDXray - X-ray images for X-ray testing and Computer Vision <http://dmery.ing.puc.cl/index.php/material/gdxray/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/GDXray.yml>`_]
         
-* |OK_ICON| `HumanEva Dataset - The HumanEva-I dataset contains 7 calibrated video [...] <http://humaneva.is.tue.mpg.de/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/HumanEva-Dataset.yml>`_]
+* |OK_ICON| `HumanEva Dataset - The HumanEva-I dataset contains 7 calibrated video sequences (4 grayscale [...] <http://humaneva.is.tue.mpg.de/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/HumanEva-Dataset.yml>`_]
         
 * |OK_ICON| `ImageNet (in WordNet hierarchy) <http://www.image-net.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/ImageNet.yml>`_]
         
@@ -939,23 +937,23 @@ ImageProcessing
         
 * |OK_ICON| `KITTI Vision Benchmark Suite <http://www.cvlibs.net/datasets/kitti/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/KITTI-Vision-Benchmark-Suite.yml>`_]
         
-* |OK_ICON| `Labeled Information Library of Alexandria - Biology and Conservation - [...] <http://lila.science>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/LILA-BC.yml>`_]
+* |OK_ICON| `Labeled Information Library of Alexandria - Biology and Conservation - Contains over 10 [...] <http://lila.science>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/LILA-BC.yml>`_]
         
 * |OK_ICON| `MNIST database of handwritten digits, near 1 million examples <http://yann.lecun.com/exdb/mnist/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/MNIST-database-of-handwritten-digits-near-1-million-examples.yml>`_]
         
-* |OK_ICON| `Multi-View Region of Interest Prediction Dataset for Autonomous Driving - [...] <https://mediatum.ub.tum.de/1548761>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/MV-ROI.yml>`_]
+* |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>`_]
         
 * |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 [...] <https://news-navigator.labs.loc.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Newspaper-Navigator.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>`_]
         
-* |OK_ICON| `Open Images From Google - Pictures with segmentation masks for 2.8 [...] <https://storage.googleapis.com/openimages/web/download.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/OpenImagesByGoogle.yml>`_]
+* |OK_ICON| `Open Images From Google - Pictures with segmentation masks for 2.8 million object instances [...] <https://storage.googleapis.com/openimages/web/download.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/OpenImagesByGoogle.yml>`_]
         
-* |OK_ICON| `RuFa - Contains images of text written in one of two Arabic fonts (Ruqaa [...] <https://github.com/mhmoodlan/arabic-font-classification/releases/tag/v0.1.0>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/RuFa-Arabic-font-dataset.yml>`_]
+* |OK_ICON| `RuFa - Contains images of text written in one of two Arabic fonts (Ruqaa and Nastaliq [...] <https://github.com/mhmoodlan/arabic-font-classification/releases/tag/v0.1.0>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/RuFa-Arabic-font-dataset.yml>`_]
         
 * |OK_ICON| `SUN database, MIT <http://groups.csail.mit.edu/vision/SUN/hierarchy.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/SUN-database-MIT.yml>`_]
         
-* |OK_ICON| `SVIRO Synthetic Vehicle Interior Rear Seat Occupancy - 25.000 synthetic [...] <https://sviro.kl.dfki.de>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/SVIRO.yml>`_]
+* |OK_ICON| `SVIRO Synthetic Vehicle Interior Rear Seat Occupancy - 25.000 synthetic scenery's across ten [...] <https://sviro.kl.dfki.de>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/SVIRO.yml>`_]
         
 * |FIXME_ICON| `Several Shape-from-Silhouette Datasets <http://kaiwolf.no-ip.org/3d-model-repository.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Several-Shape-from-Silhouette-Datasets.yml>`_]
         
@@ -974,11 +972,11 @@ ImageProcessing
 MachineLearning
 ---------------
         
-* |OK_ICON| `All-Age-Faces Dataset - Contains 13'322 Asian face images distributed [...] <https://github.com/JingchunCheng/All-Age-Faces-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/All-Age-Faces-Dataset.yml>`_]
+* |OK_ICON| `All-Age-Faces Dataset - Contains 13'322 Asian face images distributed across all ages (from 2 [...] <https://github.com/JingchunCheng/All-Age-Faces-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/All-Age-Faces-Dataset.yml>`_]
         
-* |OK_ICON| `Audi Autonomous Driving Dataset - We have published the Audi Autonomous [...] <https://www.a2d2.audi/a2d2/en.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Audi-Autonomous-Driving-Dataset.yml>`_]
+* |OK_ICON| `Audi Autonomous Driving Dataset - We have published the Audi Autonomous Driving Dataset [...] <https://www.a2d2.audi/a2d2/en.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Audi-Autonomous-Driving-Dataset.yml>`_]
         
-* |OK_ICON| `B3FD - Facial age (and gender) estimation dataset with 375k images - The [...] <https://github.com/kbesenic/B3FD>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Biometrically-Filtered-Famous-Figure-Dataset-for-Age-Estimation.yml>`_]
+* |OK_ICON| `B3FD - Facial age (and gender) estimation dataset with 375k images - The B3FD dataset is a [...] <https://github.com/kbesenic/B3FD>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Biometrically-Filtered-Famous-Figure-Dataset-for-Age-Estimation.yml>`_]
         
 * |OK_ICON| `Context-aware data sets from five domains <https://github.com/irecsys/CARSKit/tree/master/context-aware_data_sets>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Context-aware-datasets-from-five-domains.yml>`_]
         
@@ -986,7 +984,7 @@ MachineLearning
         
 * |OK_ICON| `Discogs Monthly Data <http://data.discogs.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Discogs-Monthly-Data.yml>`_]
         
-* |OK_ICON| `Fluorescent Neuronal Cells - By releasing this dataset, we aim at [...] <http://amsacta.unibo.it/id/eprint/6706>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Fluorescent-Neuronal-Cells.yml>`_]
+* |OK_ICON| `Fluorescent Neuronal Cells - By releasing this dataset, we aim at providing a new testbed for [...] <http://amsacta.unibo.it/id/eprint/6706>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Fluorescent-Neuronal-Cells.yml>`_]
         
 * |OK_ICON| `Free Music Archive <https://github.com/mdeff/fma>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Free-Music-Archive.yml>`_]
         
@@ -996,7 +994,7 @@ MachineLearning
         
 * |OK_ICON| `Keel Repository for classification, regression and time series <http://sci2s.ugr.es/keel/datasets.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Keel-Repository-for-classification-regression-and-time-series.yml>`_]
         
-* |OK_ICON| `LLVIP - This dataset contains 30976 images, or 15488 pairs, most of which [...] <https://bupt-ai-cz.github.io/LLVIP/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/LLVIP.yml>`_]
+* |OK_ICON| `LLVIP - This dataset contains 30976 images, or 15488 pairs, most of which were taken at very [...] <https://bupt-ai-cz.github.io/LLVIP/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/LLVIP.yml>`_]
         
 * |OK_ICON| `Labeled Faces in the Wild (LFW) <http://vis-www.cs.umass.edu/lfw/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Labeled-Faces-in-the-Wild-LFW.yml>`_]
         
@@ -1014,11 +1012,11 @@ MachineLearning
         
 * |FIXME_ICON| `RDataMining - "R and Data Mining" ebook data <http://www.rdatamining.com/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/RDataMining.yml>`_]
         
-* |OK_ICON| `Registered Meteorites on Earth <http://publichealthintelligence.org/content/registered-meteorites-has-impacted-earth-visualized>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Registered-Meteorites-on-Earth.yml>`_]
+* |FIXME_ICON| `Registered Meteorites on Earth <http://publichealthintelligence.org/content/registered-meteorites-has-impacted-earth-visualized>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Registered-Meteorites-on-Earth.yml>`_]
         
 * |OK_ICON| `Restaurants Health Score Data in San Francisco <https://data.sfgov.org/Health-and-Social-Services/Restaurant-Scores-LIVES-Standard/pyih-qa8i?row_index=0>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Restaurants-Health-Score-Data-in-San-Francisco.yml>`_]
         
-* |OK_ICON| `TikTok Dataset - More than 300 dance videos that capture a single person [...] <https://www.yasamin.page/hdnet_tiktok>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Tik-Tok-Dataset.yml>`_]
+* |OK_ICON| `TikTok Dataset - More than 300 dance videos that capture a single person performing dance [...] <https://www.yasamin.page/hdnet_tiktok>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/Tik-Tok-Dataset.yml>`_]
         
 * |OK_ICON| `UCI Machine Learning Repository <http://archive.ics.uci.edu/ml/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//MachineLearning/UCI-Machine-Learning-Repository.yml>`_]
         
@@ -1056,7 +1054,7 @@ NaturalLanguage
         
 * |OK_ICON| `The Big Bad NLP Database <https://datasets.quantumstat.com>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/BigBadNLPDatabase.yml>`_]
         
-* |OK_ICON| `Blizzard Challenge Speech - The speech + text data comes from [...] <https://www.synsig.org/index.php/Blizzard_Challenge_2018>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Blizzard-Speech.yml>`_]
+* |OK_ICON| `Blizzard Challenge Speech - The speech + text data comes from professional audiobooks [...] <https://www.synsig.org/index.php/Blizzard_Challenge_2018>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Blizzard-Speech.yml>`_]
         
 * |OK_ICON| `Blogger Corpus <http://u.cs.biu.ac.il/~koppel/BlogCorpus.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Blogger-Corpus.yml>`_]
         
@@ -1068,17 +1066,17 @@ NaturalLanguage
         
 * |OK_ICON| `DBpedia - Structured data from Wikipedia <https://databus.dbpedia.org/dbpedia/collections/latest-core>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/DBpedia.yml>`_]
         
-* |OK_ICON| `Dirty Words - With millions of images in our library and billions of [...] <https://github.com/LDNOOBW/List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Dirty-Words.yml>`_]
+* |OK_ICON| `Dirty Words - With millions of images in our library and billions of user-submitted keywords, [...] <https://github.com/LDNOOBW/List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Dirty-Words.yml>`_]
         
 * |FIXME_ICON| `Flickr Personal Taxonomies <http://www.isi.edu/~lerman/downloads/flickr/flickr_taxonomies.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Flickr-Personal-Taxonomies.yml>`_]
         
 * |FIXME_ICON| `Freebase of people, places, and things <http://www.freebase.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Freebase-of-people-places-and-things.yml>`_]
         
-* |OK_ICON| `German Political Speeches Corpus - Collection of political speeches from [...] <http://adrien.barbaresi.eu/corpora/speeches/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/German-Political-Speeches-Corpus.yml>`_]
+* |OK_ICON| `German Political Speeches Corpus - Collection of political speeches from the German [...] <http://adrien.barbaresi.eu/corpora/speeches/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/German-Political-Speeches-Corpus.yml>`_]
         
 * |OK_ICON| `Google Books Ngrams (2.2TB) <https://aws.amazon.com/datasets/google-books-ngrams/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Google-Books-Ngrams-2.2TB.yml>`_]
         
-* |OK_ICON| `Google MC-AFP - Generated based on the public available Gigaword dataset [...] <https://github.com/google/mcafp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Google-MC-AFP.yml>`_]
+* |OK_ICON| `Google MC-AFP - Generated based on the public available Gigaword dataset using Paragraph Vectors <https://github.com/google/mcafp>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Google-MC-AFP.yml>`_]
         
 * |OK_ICON| `Google Web 5gram (1TB, 2006) <https://catalog.ldc.upenn.edu/LDC2006T13>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Google-Web-5gram-1TB-2006.yml>`_]
         
@@ -1086,9 +1084,9 @@ NaturalLanguage
         
 * |FIXME_ICON| `Hansards text chunks of Canadian Parliament <http://www.isi.edu/natural-language/download/hansard/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Hansards-text-chunks-of-Canadian-Parliament.yml>`_]
         
-* |OK_ICON| `LJ Speech - Speech dataset consisting of 13,100 short audio clips of a [...] <https://keithito.com/LJ-Speech-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/LJ-Speech.yml>`_]
+* |OK_ICON| `LJ Speech - Speech dataset consisting of 13,100 short audio clips of a single speaker reading [...] <https://keithito.com/LJ-Speech-Dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/LJ-Speech.yml>`_]
         
-* |FIXME_ICON| `M-AILabs Speech - The M-AILABS Speech Dataset is the first large dataset [...] <http://www.m-ailabs.bayern/en/the-mailabs-speech-dataset/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/M-AILABS-Speech.yml>`_]
+* |FIXME_ICON| `M-AILabs Speech - The M-AILABS Speech Dataset is the first large dataset that we are [...] <http://www.m-ailabs.bayern/en/the-mailabs-speech-dataset/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/M-AILABS-Speech.yml>`_]
         
 * |OK_ICON| `Microsoft MAchine Reading COmprehension Dataset (or MS MARCO) <http://www.msmarco.org/dataset.aspx>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/MS-MARCO.yml>`_]
         
@@ -1102,9 +1100,9 @@ NaturalLanguage
         
 * |OK_ICON| `Multi-Domain Sentiment Dataset (version 2.0) <http://www.cs.jhu.edu/~mdredze/datasets/sentiment/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Multi-Domain-Sentiment-Dataset-version-2.0.yml>`_]
         
-* |OK_ICON| `No Language Left Behind (NLLB - 200vo) - Dataset based on Meta's metadata [...] <https://huggingface.co/datasets/allenai/nllb>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/NoLanguageLeftBehindNLLB200vo.yml>`_]
+* |OK_ICON| `No Language Left Behind (NLLB - 200vo) - Dataset based on Meta's metadata for mined bitext. [...] <https://huggingface.co/datasets/allenai/nllb>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/NoLanguageLeftBehindNLLB200vo.yml>`_]
         
-* |OK_ICON| `Noisy speech database for training speech enhancement algorithms and TTS [...] <https://datashare.is.ed.ac.uk/handle/10283/2791>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Noisy-Speech.yml>`_]
+* |OK_ICON| `Noisy speech database for training speech enhancement algorithms and TTS models - Clean and [...] <https://datashare.is.ed.ac.uk/handle/10283/2791>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Noisy-Speech.yml>`_]
         
 * |FIXME_ICON| `Open Multilingual Wordnet <http://compling.hss.ntu.edu.sg/omw/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Open-Multilingual-Wordnet.yml>`_]
         
@@ -1130,9 +1128,9 @@ NaturalLanguage
         
 * |OK_ICON| `WordNet databases and tools <http://wordnet.princeton.edu/download/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/WordNet-databases-and-tools.yml>`_]
         
-* |OK_ICON| `Wordbank - Open, de-identified database of vocabulary development from [...] <http://wordbank.stanford.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Wordbank.yml>`_]
+* |OK_ICON| `Wordbank - Open, de-identified database of vocabulary development from 84,138 children and [...] <http://wordbank.stanford.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Wordbank.yml>`_]
         
-* |OK_ICON| `WorldTree Corpus of Explanation Graphs for Elementary Science Questions - [...] <http://www.cognitiveai.org/explanationbank>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Worldtree-Explanation-Corpus.yml>`_]
+* |OK_ICON| `WorldTree Corpus of Explanation Graphs for Elementary Science Questions - a corpus of [...] <http://www.cognitiveai.org/explanationbank>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//NaturalLanguage/Worldtree-Explanation-Corpus.yml>`_]
     
 Neuroscience
 ------------
@@ -1157,7 +1155,7 @@ Neuroscience
         
 * |OK_ICON| `NeuroData <http://neurodata.io>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Neuroscience/NeuroData.yml>`_]
         
-* |FIXME_ICON| `NeuroMorpho - NeuroMorpho.Org is a centrally curated inventory of [...] <http://neuromorpho.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Neuroscience/NeuroMorpho.yml>`_]
+* |FIXME_ICON| `NeuroMorpho - NeuroMorpho.Org is a centrally curated inventory of digitally reconstructed [...] <http://neuromorpho.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Neuroscience/NeuroMorpho.yml>`_]
         
 * |OK_ICON| `Neuroelectro <http://neuroelectro.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Neuroscience/Neuroelectro.yml>`_]
         
@@ -1169,7 +1167,7 @@ Neuroscience
         
 * |OK_ICON| `Study Forrest <http://studyforrest.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Neuroscience/Study-Forrest.yml>`_]
         
-* |OK_ICON| `The Nencki-Symfonia EEG/ERP dataset - A high-density [...] <http://gigadb.org/dataset/100990>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Neuroscience/The_Nencki-Symfonia_EEG_ERP_dataset.yml>`_]
+* |FIXME_ICON| `The Nencki-Symfonia EEG/ERP dataset - A high-density electroencephalography (EEG) dataset [...] <http://gigadb.org/dataset/100990>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Neuroscience/The_Nencki-Symfonia_EEG_ERP_dataset.yml>`_]
     
 Physics
 -------
@@ -1180,7 +1178,7 @@ Physics
         
 * |OK_ICON| `IceCube - South Pole Neutrino Observatory <http://icecube.wisc.edu/science/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Physics/IceCube.yml>`_]
         
-* |OK_ICON| `Ligo Open Science Center (LOSC) - Gravitational wave data from the LIGO [...] <https://losc.ligo.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Physics/LIGO-Open-Science-Center.yml>`_]
+* |OK_ICON| `Ligo Open Science Center (LOSC) - Gravitational wave data from the LIGO Hanford and [...] <https://losc.ligo.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Physics/LIGO-Open-Science-Center.yml>`_]
         
 * |OK_ICON| `NASA Exoplanet Archive <http://exoplanetarchive.ipac.caltech.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Physics/NASA-Exoplanet-Archive.yml>`_]
         
@@ -1191,87 +1189,87 @@ Physics
 ProstateCancer
 --------------
         
-* |OK_ICON| `EOPC-DE-Early-Onset-Prostate-Cancer-Germany - Early Onset Prostate Cancer [...] <https://dcc.icgc.org/projects/EOPC-DE>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/EOPC-DE-Early-Onset-Prostate-Cancer-Germany.yml>`_]
+* |OK_ICON| `EOPC-DE-Early-Onset-Prostate-Cancer-Germany - Early Onset Prostate Cancer - Germany. [...] <https://dcc.icgc.org/projects/EOPC-DE>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/EOPC-DE-Early-Onset-Prostate-Cancer-Germany.yml>`_]
         
-* |OK_ICON| `GENIE - Data from the Genomics Evidence Neoplasia Information Exchange [...] <https://www.synapse.org/genie>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/GENIE.yml>`_]
+* |OK_ICON| `GENIE - Data from the Genomics Evidence Neoplasia Information Exchange (GENIE) project of the [...] <https://www.synapse.org/genie>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/GENIE.yml>`_]
         
-* |OK_ICON| `Genomic-Hallmarks-Prostate-Adenocarcinoma-CPC-GENE - Comprehensive [...] <http://www.cbioportal.org/study?id=prad_cpcg_2017>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Genomic-Hallmarks-Prostate-Adenocarcinoma-CPC-GENE.yml>`_]
+* |OK_ICON| `Genomic-Hallmarks-Prostate-Adenocarcinoma-CPC-GENE - Comprehensive genomic profiling of 477 [...] <http://www.cbioportal.org/study?id=prad_cpcg_2017>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Genomic-Hallmarks-Prostate-Adenocarcinoma-CPC-GENE.yml>`_]
         
-* |OK_ICON| `MSK-IMPACT-Clinical-Sequencing-Cohort-MSKCC-Prostate-Cancer - Targeted [...] <http://www.cbioportal.org/study?id=prad_mskcc_2017>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/MSK-IMPACT-Clinical-Sequencing-Cohort-MSKCC-Prostate-Cancer.yml>`_]
+* |OK_ICON| `MSK-IMPACT-Clinical-Sequencing-Cohort-MSKCC-Prostate-Cancer - Targeted sequencing of clinical [...] <http://www.cbioportal.org/study?id=prad_mskcc_2017>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/MSK-IMPACT-Clinical-Sequencing-Cohort-MSKCC-Prostate-Cancer.yml>`_]
         
-* |OK_ICON| `Metastatic-Prostate-Adenocarcinoma-MCTP - Comprehensive profiling of 61 [...] <http://www.cbioportal.org/study?id=prad_mich>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Metastatic-Prostate-Adenocarcinoma-MCTP.yml>`_]
+* |OK_ICON| `Metastatic-Prostate-Adenocarcinoma-MCTP - Comprehensive profiling of 61 prostate cancer [...] <http://www.cbioportal.org/study?id=prad_mich>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Metastatic-Prostate-Adenocarcinoma-MCTP.yml>`_]
         
-* |OK_ICON| `Metastatic-Prostate-Cancer-SU2CPCF-Dream-Team - Comprehensive analysis of [...] <http://www.cbioportal.org/study?id=prad_su2c_2015>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Metastatic-Prostate-Cancer-SU2CPCF-Dream-Team.yml>`_]
+* |OK_ICON| `Metastatic-Prostate-Cancer-SU2CPCF-Dream-Team - Comprehensive analysis of 150 metastatic [...] <http://www.cbioportal.org/study?id=prad_su2c_2015>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Metastatic-Prostate-Cancer-SU2CPCF-Dream-Team.yml>`_]
         
-* |OK_ICON| `NPCR-2001-2015 - Database from CDC's National Program of Cancer [...] <https://www.cdc.gov/cancer/uscs/public-use>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/NPCR-2001-2015.yml>`_]
+* |OK_ICON| `NPCR-2001-2015 - Database from CDC's National Program of Cancer Registries (NPCR). The [...] <https://www.cdc.gov/cancer/uscs/public-use>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/NPCR-2001-2015.yml>`_]
         
-* |OK_ICON| `NPCR-2005-2015 - Database from CDC's National Program of Cancer [...] <https://www.cdc.gov/cancer/uscs/public-use>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/NPCR-2005-2015.yml>`_]
+* |OK_ICON| `NPCR-2005-2015 - Database from CDC's National Program of Cancer Registries (NPCR). The [...] <https://www.cdc.gov/cancer/uscs/public-use>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/NPCR-2005-2015.yml>`_]
         
-* |OK_ICON| `NaF-Prostate - NaF Prostate is a collection of F-18 NaF positron emission [...] <https://wiki.cancerimagingarchive.net/display/Public/NaF+Prostate>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/NaF-Prostate.yml>`_]
+* |OK_ICON| `NaF-Prostate - NaF Prostate is a collection of F-18 NaF positron emission tomography/computed [...] <https://wiki.cancerimagingarchive.net/display/Public/NaF+Prostate>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/NaF-Prostate.yml>`_]
         
-* |OK_ICON| `Neuroendocrine-Prostate-Cancer - Whole exome and RNA Seq data of [...] <http://www.cbioportal.org/study?id=nepc_wcm_2016>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Neuroendocrine-Prostate-Cancer.yml>`_]
+* |OK_ICON| `Neuroendocrine-Prostate-Cancer - Whole exome and RNA Seq data of castration resistant [...] <http://www.cbioportal.org/study?id=nepc_wcm_2016>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Neuroendocrine-Prostate-Cancer.yml>`_]
         
-* |OK_ICON| `PLCO-Prostate-Diagnostic-Procedures - The Prostate Diagnostic Procedures [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Diagnostic-Procedures.yml>`_]
+* |OK_ICON| `PLCO-Prostate-Diagnostic-Procedures - The Prostate Diagnostic Procedures dataset (95,837 [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Diagnostic-Procedures.yml>`_]
         
-* |OK_ICON| `PLCO-Prostate-Medical-Complications - The Prostate Medical Complications [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Medical-Complications.yml>`_]
+* |OK_ICON| `PLCO-Prostate-Medical-Complications - The Prostate Medical Complications dataset (3,350 [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Medical-Complications.yml>`_]
         
-* |OK_ICON| `PLCO-Prostate-Screening-Abnormalities - The Prostate Screening [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Screening-Abnormalities.yml>`_]
+* |OK_ICON| `PLCO-Prostate-Screening-Abnormalities - The Prostate Screening Abnormalities dataset (10,527 [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Screening-Abnormalities.yml>`_]
         
-* |OK_ICON| `PLCO-Prostate-Screening - The Prostate Screening dataset (177,315 [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Screening.yml>`_]
+* |OK_ICON| `PLCO-Prostate-Screening - The Prostate Screening dataset (177,315 records, 35,875 subjects, [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Screening.yml>`_]
         
-* |OK_ICON| `PLCO-Prostate-Treatments - The Prostate Treatments dataset (13,409 [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Treatments.yml>`_]
+* |OK_ICON| `PLCO-Prostate-Treatments - The Prostate Treatments dataset (13,409 records, 7,614 subjects, [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate-Treatments.yml>`_]
         
-* |OK_ICON| `PLCO-Prostate - The Prostate dataset is a comprehensive dataset that [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate.yml>`_]
+* |OK_ICON| `PLCO-Prostate - The Prostate dataset is a comprehensive dataset that contains nearly all the [...] <https://biometry.nci.nih.gov/cdas/plco/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PLCO-Prostate.yml>`_]
         
-* |OK_ICON| `PRAD-CA-Prostate-Adenocarcinoma-Canada - Prostate Adenocarcinoma - [...] <https://dcc.icgc.org/projects/PRAD-CA>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PRAD-CA-Prostate-Adenocarcinoma-Canada.yml>`_]
+* |OK_ICON| `PRAD-CA-Prostate-Adenocarcinoma-Canada - Prostate Adenocarcinoma - Canada. Collected by the [...] <https://dcc.icgc.org/projects/PRAD-CA>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PRAD-CA-Prostate-Adenocarcinoma-Canada.yml>`_]
         
-* |OK_ICON| `PRAD-FR-Prostate-Adenocarcinoma-France - Prostate Adenocarcinoma - [...] <https://dcc.icgc.org/projects/PRAD-FR>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PRAD-FR-Prostate-Adenocarcinoma-France.yml>`_]
+* |OK_ICON| `PRAD-FR-Prostate-Adenocarcinoma-France - Prostate Adenocarcinoma - France. Collected by ten [...] <https://dcc.icgc.org/projects/PRAD-FR>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PRAD-FR-Prostate-Adenocarcinoma-France.yml>`_]
         
-* |OK_ICON| `PRAD-UK-Prostate-Adenocarcinoma-United-Kingdom - Prostate Adenocarcinoma [...] <https://dcc.icgc.org/projects/PRAD-UK>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PRAD-UK-Prostate-Adenocarcinoma-United-Kingdom.yml>`_]
+* |OK_ICON| `PRAD-UK-Prostate-Adenocarcinoma-United-Kingdom - Prostate Adenocarcinoma - United Kingdom. [...] <https://dcc.icgc.org/projects/PRAD-UK>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PRAD-UK-Prostate-Adenocarcinoma-United-Kingdom.yml>`_]
         
-* |FIXME_ICON| `PROSTATEx-Challenge - Retrospective set of prostate MR studies. All [...] <https://wiki.cancerimagingarchive.net/display/Public/SPIE-AAPM-NCI+PROSTATEx+Challenges>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PROSTATEx-Challenge.yml>`_]
+* |FIXME_ICON| `PROSTATEx-Challenge - Retrospective set of prostate MR studies. All studies included [...] <https://wiki.cancerimagingarchive.net/display/Public/SPIE-AAPM-NCI+PROSTATEx+Challenges>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/PROSTATEx-Challenge.yml>`_]
         
-* |OK_ICON| `Prostate-3T - The Prostate-3T project provided imaging data to TCIA as [...] <https://wiki.cancerimagingarchive.net/display/Public/PROSTATE-3T>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-3T.yml>`_]
+* |OK_ICON| `Prostate-3T - The Prostate-3T project provided imaging data to TCIA as part of an ISBI [...] <https://wiki.cancerimagingarchive.net/display/Public/PROSTATE-3T>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-3T.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-Broad-Cornell-2012 - Comprehensive profiling of [...] <http://www.cbioportal.org/study?id=prad_broad>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Broad-Cornell-2012.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-Broad-Cornell-2012 - Comprehensive profiling of 112 prostate cancer [...] <http://www.cbioportal.org/study?id=prad_broad>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Broad-Cornell-2012.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-Broad-Cornell-2013 - Comprehensive profiling of [...] <http://www.cbioportal.org/study?id=prad_broad_2013>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Broad-Cornell-2013.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-Broad-Cornell-2013 - Comprehensive profiling of 57 prostate cancer [...] <http://www.cbioportal.org/study?id=prad_broad_2013>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Broad-Cornell-2013.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-CNA-study-MSKCC - Copy-number profiling of 103 [...] <http://www.cbioportal.org/study?id=prad_mskcc_2014>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-CNA-study-MSKCC.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-CNA-study-MSKCC - Copy-number profiling of 103 primary prostate [...] <http://www.cbioportal.org/study?id=prad_mskcc_2014>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-CNA-study-MSKCC.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-Fred-Hutchinson-CRC - Comprehensive profiling of [...] <http://www.cbioportal.org/study?id=prad_fhcrc>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Fred-Hutchinson-CRC.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-Fred-Hutchinson-CRC - Comprehensive profiling of prostate cancer [...] <http://www.cbioportal.org/study?id=prad_fhcrc>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Fred-Hutchinson-CRC.yml>`_]
         
-* |OK_ICON| `Prostate Adenocarcinoma (MSKCC/DFCI) - Whole Exome Sequencing of 1013 [...] <http://www.cbioportal.org/study?id=prad_p1000>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-MSKCC-DFCI.yml>`_]
+* |OK_ICON| `Prostate Adenocarcinoma (MSKCC/DFCI) - Whole Exome Sequencing of 1013 prostate cancer samples. <http://www.cbioportal.org/study?id=prad_p1000>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-MSKCC-DFCI.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-MSKCC - MSKCC Prostate Oncogenome Project. 181 [...] <http://www.cbioportal.org/study?id=prad_mskcc>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-MSKCC.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-MSKCC - MSKCC Prostate Oncogenome Project. 181 primary, 37 metastatic [...] <http://www.cbioportal.org/study?id=prad_mskcc>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-MSKCC.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-Organoids-MSKCC - Exome profiling of prostate [...] <http://www.cbioportal.org/study?id=prad_mskcc_cheny1_organoids_2014>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Organoids-MSKCC.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-Organoids-MSKCC - Exome profiling of prostate cancer samples and [...] <http://www.cbioportal.org/study?id=prad_mskcc_cheny1_organoids_2014>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Organoids-MSKCC.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-Sun-Lab - Whole-genome and Transcriptome [...] <http://www.cbioportal.org/study?id=prad_eururol_2017>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Sun-Lab.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-Sun-Lab - Whole-genome and Transcriptome Sequencing of 65 Prostate [...] <http://www.cbioportal.org/study?id=prad_eururol_2017>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-Sun-Lab.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-TCGA-PanCancer-Atlas - Comprehensive TCGA [...] <http://www.cbioportal.org/study?id=prad_tcga_pan_can_atlas_2018>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-TCGA-PanCancer-Atlas.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-TCGA-PanCancer-Atlas - Comprehensive TCGA PanCanAtlas data from 11k [...] <http://www.cbioportal.org/study?id=prad_tcga_pan_can_atlas_2018>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-TCGA-PanCancer-Atlas.yml>`_]
         
-* |OK_ICON| `Prostate-Adenocarcinoma-TCGA - Integrated profiling of 333 primary [...] <http://www.cbioportal.org/study?id=prad_tcga_pub>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-TCGA.yml>`_]
+* |OK_ICON| `Prostate-Adenocarcinoma-TCGA - Integrated profiling of 333 primary prostate adenocarcinoma samples. <http://www.cbioportal.org/study?id=prad_tcga_pub>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Adenocarcinoma-TCGA.yml>`_]
         
-* |OK_ICON| `Prostate-Diagnosis - PCa T1- and T2-weighted magnetic resonance images [...] <https://wiki.cancerimagingarchive.net/display/Public/PROSTATE-DIAGNOSIS>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Diagnosis.yml>`_]
+* |OK_ICON| `Prostate-Diagnosis - PCa T1- and T2-weighted magnetic resonance images (MRIs) were acquired [...] <https://wiki.cancerimagingarchive.net/display/Public/PROSTATE-DIAGNOSIS>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Diagnosis.yml>`_]
         
-* |OK_ICON| `Prostate-Fused-MRI-Pathology - The Prostate Fused-MRI-Pathology [...] <https://wiki.cancerimagingarchive.net/display/Public/Prostate+Fused-MRI-Pathology>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Fused-MRI-Pathology.yml>`_]
+* |OK_ICON| `Prostate-Fused-MRI-Pathology - The Prostate Fused-MRI-Pathology collection is a combination [...] <https://wiki.cancerimagingarchive.net/display/Public/Prostate+Fused-MRI-Pathology>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-Fused-MRI-Pathology.yml>`_]
         
-* |OK_ICON| `Prostate-MRI - The Prostate-MRI collection of prostate Magnetic Resonance [...] <https://wiki.cancerimagingarchive.net/display/Public/Prostate-MRI>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-MRI.yml>`_]
+* |OK_ICON| `Prostate-MRI - The Prostate-MRI collection of prostate Magnetic Resonance Images (MRIs) was [...] <https://wiki.cancerimagingarchive.net/display/Public/Prostate-MRI>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-MRI.yml>`_]
         
-* |OK_ICON| `Prostate-R - The R package 'ElemStatLearn' contains a prostate cancer [...] <https://web.stanford.edu/~hastie/ElemStatLearn/datasets/prostate.data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-R.yml>`_]
+* |OK_ICON| `Prostate-R - The R package 'ElemStatLearn' contains a prostate cancer dataset from Stamey et [...] <https://web.stanford.edu/~hastie/ElemStatLearn/datasets/prostate.data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/Prostate-R.yml>`_]
         
-* |OK_ICON| `QIN-PROSTATE-Repeatability - The QIN-PROSTATE-Repeatability dataset is a [...] <https://wiki.cancerimagingarchive.net/display/Public/QIN-PROSTATE-Repeatability>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/QIN-PROSTATE-Repeatability.yml>`_]
+* |OK_ICON| `QIN-PROSTATE-Repeatability - The QIN-PROSTATE-Repeatability dataset is a dataset with [...] <https://wiki.cancerimagingarchive.net/display/Public/QIN-PROSTATE-Repeatability>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/QIN-PROSTATE-Repeatability.yml>`_]
         
-* |OK_ICON| `QIN-PROSTATE - The QIN PROSTATE collection of the Quantitative Imaging [...] <https://wiki.cancerimagingarchive.net/display/Public/QIN+PROSTATE>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/QIN-PROSTATE.yml>`_]
+* |OK_ICON| `QIN-PROSTATE - The QIN PROSTATE collection of the Quantitative Imaging Network (QIN) contains [...] <https://wiki.cancerimagingarchive.net/display/Public/QIN+PROSTATE>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/QIN-PROSTATE.yml>`_]
         
-* |OK_ICON| `SEER-YR1973_2015.SEER9 - The SEER November 2017 Research Data files from [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR1973_2015.SEER9.yml>`_]
+* |OK_ICON| `SEER-YR1973_2015.SEER9 - The SEER November 2017 Research Data files from nine SEER registries [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR1973_2015.SEER9.yml>`_]
         
-* |OK_ICON| `SEER-YR1992_2015.SJ_LA_RG_AK - The SEER November 2017 Research Data files [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR1992_2015.SJ_LA_RG_AK.yml>`_]
+* |OK_ICON| `SEER-YR1992_2015.SJ_LA_RG_AK - The SEER November 2017 Research Data files from the San Jose- [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR1992_2015.SJ_LA_RG_AK.yml>`_]
         
-* |OK_ICON| `SEER-YR2000_2015.CA_KY_LO_NJ_GA - The SEER November 2017 Research Data [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR2000_2015.CA_KY_LO_NJ_GA.yml>`_]
+* |OK_ICON| `SEER-YR2000_2015.CA_KY_LO_NJ_GA - The SEER November 2017 Research Data files from the Greater [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR2000_2015.CA_KY_LO_NJ_GA.yml>`_]
         
-* |OK_ICON| `SEER-YR2000_2015.CA_KY_LO_NJ_GA - The July - December 2005 diagnoses for [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR2005.LO_2ND_HALF.yml>`_]
+* |OK_ICON| `SEER-YR2000_2015.CA_KY_LO_NJ_GA - The July - December 2005 diagnoses for Louisiana from their [...] <https://seer.cancer.gov/data/seerstat/nov2017/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/SEER-YR2005.LO_2ND_HALF.yml>`_]
         
 * |OK_ICON| `TCGA-PRAD-US - TCGA Prostate Adenocarcinoma (499 samples). <http://www.cbioportal.org/study?id=prad_tcga>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ProstateCancer/TCGA-PRAD-US.yml>`_]
     
@@ -1295,7 +1293,7 @@ PublicDomains
         
 * |OK_ICON| `CMU StatLab collections <http://lib.stat.cmu.edu/datasets/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/CMU-StatLab-collections.yml>`_]
         
-* |FIXME_ICON| `Data.World <https://data.world>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Data.World.yml>`_]
+* |OK_ICON| `Data.World <https://data.world>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Data.World.yml>`_]
         
 * |FIXME_ICON| `Data360 <http://www.data360.org/index.aspx>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Data360.yml>`_]
         
@@ -1303,7 +1301,7 @@ PublicDomains
         
 * |OK_ICON| `Google <http://www.google.com/publicdata/directory>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Google.yml>`_]
         
-* |FIXME_ICON| `Grand Comics Database - The Grand Comics Database (GCD) is a nonprofit, [...] <https://www.comics.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/GrandComics.yml>`_]
+* |FIXME_ICON| `Grand Comics Database - The Grand Comics Database (GCD) is a nonprofit, internet-based [...] <https://www.comics.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/GrandComics.yml>`_]
         
 * |FIXME_ICON| `Infochimps <http://www.infochimps.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Infochimps.yml>`_]
         
@@ -1323,7 +1321,7 @@ PublicDomains
         
 * |OK_ICON| `Sample R data sets <http://stat.ethz.ch/R-manual/R-patched/library/datasets/html/00Index.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Sample-R-data-sets.yml>`_]
         
-* |OK_ICON| `Stack Overflow Annual Developer Survey - Annual developer surverys full [...] <https://insights.stackoverflow.com/survey>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Stack-Overflow-Annual-Developer-Survey.yml>`_]
+* |OK_ICON| `Stack Overflow Annual Developer Survey - Annual developer surverys full data sets from 2011 [...] <https://insights.stackoverflow.com/survey>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/Stack-Overflow-Annual-Developer-Survey.yml>`_]
         
 * |OK_ICON| `StatSci.org <http://www.statsci.org/datasets.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//PublicDomains/StatSci.org.yml>`_]
         
@@ -1369,7 +1367,7 @@ SearchEngines
 SocialNetworks
 --------------
         
-* |OK_ICON| `2021 Portuguese Elections Twitter Dataset - 57M+ tweets, 1M+ users - This [...] <https://github.com/msramalho/election-watch/blob/master/datasets/01_portuguese_presidential_elections_2021_01_24.md>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/2021_Portuguese_Elections_Twitter_Dataset_57M_tweets_1M_users.yml>`_]
+* |OK_ICON| `2021 Portuguese Elections Twitter Dataset - 57M+ tweets, 1M+ users - This dataset contains [...] <https://github.com/msramalho/election-watch/blob/master/datasets/01_portuguese_presidential_elections_2021_01_24.md>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/2021_Portuguese_Elections_Twitter_Dataset_57M_tweets_1M_users.yml>`_]
         
 * |OK_ICON| `72 hours #gamergate Twitter Scrape <http://waxy.org/random/misc/gamergate_tweets.csv>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/72-hours-gamergate-Twitter-Scrape.yml>`_]
         
@@ -1377,19 +1375,19 @@ SocialNetworks
         
 * |OK_ICON| `Cheng-Caverlee-Lee September 2009 - January 2010 Twitter Scrape <https://archive.org/details/twitter_cikm_2010>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Cheng-Caverlee-Lee-Twitter-Scrape-September-2009~January-2010.yml>`_]
         
-* |OK_ICON| `China Biographical Database - The China Biographical Database is a freely [...] <https://projects.iq.harvard.edu/cbdb>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/China-Biographical-Database.yml>`_]
+* |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>`_]
         
 * |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 [...] <https://zenodo.org/record/3723940>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Covid19-40-Million-Tweets.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>`_]
         
-* |OK_ICON| `43k+ Donald Trump Twitter Screenshots - This archive contains screenshots [...] <https://pikaso.me/blog/trump-twitter-archive>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Donald-Trump-Twitter-Screenshots.yml>`_]
+* |OK_ICON| `43k+ Donald Trump Twitter Screenshots - This archive contains screenshots of 43,475 Donald [...] <https://pikaso.me/blog/trump-twitter-archive>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Donald-Trump-Twitter-Screenshots.yml>`_]
         
 * |OK_ICON| `EDRM Enron EMail of 151 users, hosted on S3 <https://aws.amazon.com/datasets/enron-email-data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/EDRM-Enron-EMail-of-151-users-hosted-on-S3.yml>`_]
         
 * |OK_ICON| `Facebook Data Scrape (2005) <https://archive.org/details/oxford-2005-facebook-matrix>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Facebook-Data-Scrape-2005.yml>`_]
         
-* |OK_ICON| `Facebook Social Connectedness Index - We use an anonymized snapshot of [...] <https://data.humdata.org/dataset/social-connectedness-index>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Facebook-Social-Connectedness-Index.yml>`_]
+* |OK_ICON| `Facebook Social Connectedness Index - We use an anonymized snapshot of all active Facebook [...] <https://data.humdata.org/dataset/social-connectedness-index>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Facebook-Social-Connectedness-Index.yml>`_]
         
 * |OK_ICON| `Facebook Social Networks from LAW (since 2007) <http://law.di.unimi.it/datasets.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Facebook-Social-Networks-from-LAW-since-2007.yml>`_]
         
@@ -1407,7 +1405,7 @@ SocialNetworks
         
 * |OK_ICON| `Network Twitter Data <http://snap.stanford.edu/data/higgs-twitter.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Network-Twitter-Data.yml>`_]
         
-* |OK_ICON| `Reddit Comments <http://files.pushshift.io/reddit/comments/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Reddit-Comments.yml>`_]
+* |FIXME_ICON| `Reddit Comments <http://files.pushshift.io/reddit/comments/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Reddit-Comments.yml>`_]
         
 * |OK_ICON| `Skytrax' Air Travel Reviews Dataset <https://github.com/quankiquanki/skytrax-reviews-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Skytrax-Air-Travel-Reviews-Dataset.yml>`_]
         
@@ -1415,7 +1413,7 @@ SocialNetworks
         
 * |FIXME_ICON| `SourceForge.net Research Data <http://www3.nd.edu/~oss/Data/data.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/SourceForge.net-Research-Data.yml>`_]
         
-* |OK_ICON| `The Reddit COVID dataset - This dataset attempts to capture the full [...] <https://socialgrep.com/datasets/the-reddit-covid-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/The-Reddit-COVID-Dataset.yml>`_]
+* |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>`_]
         
 * |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>`_]
         
@@ -1429,7 +1427,7 @@ SocialNetworks
         
 * |OK_ICON| `UNIMI/LAW Social Network Datasets <http://law.di.unimi.it/datasets.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/UNIMILAW-Social-Network-Datasets.yml>`_]
         
-* |OK_ICON| `United States Congress Twitter Data - Daily datasets with tweets of 1100+ [...] <https://github.com/alexlitel/congresstweets>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/United-States-Congressional-Twitter-Data.yml>`_]
+* |OK_ICON| `United States Congress Twitter Data - Daily datasets with tweets of 1100+ accounts associated [...] <https://github.com/alexlitel/congresstweets>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/United-States-Congressional-Twitter-Data.yml>`_]
         
 * |OK_ICON| `Yahoo! Graph and Social Data <http://webscope.sandbox.yahoo.com/catalog.php?datatype=g>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Yahoo-Graph-and-Social-Data.yml>`_]
         
@@ -1440,7 +1438,7 @@ SocialSciences
         
 * |OK_ICON| `ACLED (Armed Conflict Location & Event Data Project) <http://www.acleddata.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/ACLED.yml>`_]
         
-* |OK_ICON| `Authoritarian Ruling Elites Database - The Authoritarian Ruling Elites [...] <https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/QZ9BSA>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Authoritarian-Ruling-Elites.yml>`_]
+* |OK_ICON| `Authoritarian Ruling Elites Database - The Authoritarian Ruling Elites Database (ARED) is a [...] <https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/QZ9BSA>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Authoritarian-Ruling-Elites.yml>`_]
         
 * |OK_ICON| `Canadian Legal Information Institute <https://www.canlii.org/en/index.php>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Canadian-Legal-Information-Institute.yml>`_]
         
@@ -1466,7 +1464,7 @@ SocialSciences
         
 * |OK_ICON| `Global Religious Futures Project <http://www.globalreligiousfutures.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Global-Religious-Futures-Project.yml>`_]
         
-* |OK_ICON| `Gun Violence Data - A comprehensive, accessible database that contains [...] <https://github.com/jamesqo/gun-violence-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Gun-Violence-Data.yml>`_]
+* |OK_ICON| `Gun Violence Data - A comprehensive, accessible database that contains records of over 260k [...] <https://github.com/jamesqo/gun-violence-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Gun-Violence-Data.yml>`_]
         
 * |OK_ICON| `Humanitarian Data Exchange <https://data.humdata.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Humanitarian-Data-Exchange.yml>`_]
         
@@ -1486,9 +1484,9 @@ SocialSciences
         
 * |FIXME_ICON| `MacroData Guide by Norsk samfunnsvitenskapelig datatjeneste <http://nsd.uib.no>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/MacroData-Guide-by-Norsk-samfunnsvitenskapelig-datatjeneste.yml>`_]
         
-* |OK_ICON| `Mass Mobilization Data Project - The Mass Mobilization (MM) data are an [...] <https://dataverse.harvard.edu/dataverse/MMdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Mass-Mobilization-Data-Project.yml>`_]
+* |OK_ICON| `Mass Mobilization Data Project - The Mass Mobilization (MM) data are an effort to understand [...] <https://dataverse.harvard.edu/dataverse/MMdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Mass-Mobilization-Data-Project.yml>`_]
         
-* |OK_ICON| `Microsoft Academic Knowledge Graph - The Microsoft Academic Knowledge [...] <http://ma-graph.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Microsoft-Academic-Knowledge-Graph.yml>`_]
+* |OK_ICON| `Microsoft Academic Knowledge Graph - The Microsoft Academic Knowledge Graph is a large RDF [...] <http://ma-graph.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Microsoft-Academic-Knowledge-Graph.yml>`_]
         
 * |OK_ICON| `Minnesota Population Center <https://www.ipums.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Minnesota-Population-Center.yml>`_]
         
@@ -1496,7 +1494,7 @@ SocialSciences
         
 * |OK_ICON| `Open Crime and Policing Data in England, Wales and Northern Ireland <https://data.police.uk/data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Open-Crime-and-Policing-Data-in-England-Wales-and-Northern-Ireland.yml>`_]
         
-* |OK_ICON| `OpenSanctions - A global database of persons and companies of political, [...] <http://www.opensanctions.org/#downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/OpenSanctions.yml>`_]
+* |OK_ICON| `OpenSanctions - A global database of persons and companies of political, criminal, or [...] <http://www.opensanctions.org/#downloads>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/OpenSanctions.yml>`_]
         
 * |OK_ICON| `Paul Hensel General International Data Page <http://www.paulhensel.org/dataintl.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Paul-Hensel-General-International-Data-Page.yml>`_]
         
@@ -1528,7 +1526,7 @@ SocialSciences
         
 * |OK_ICON| `World Bank Open Data <http://data.worldbank.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/World-Bank-Open-Data.yml>`_]
         
-* |OK_ICON| `World Inequality Database - The World Inequality Database (WID.world) [...] <https://wid.world>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/World-Inequality-Database.yml>`_]
+* |OK_ICON| `World Inequality Database - The World Inequality Database (WID.world) aims to provide open [...] <https://wid.world>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/World-Inequality-Database.yml>`_]
         
 * |FIXME_ICON| `WorldPop project - Worldwide human population distributions <http://www.worldpop.org.uk/data/get_data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/WorldPop-project.yml>`_]
     
@@ -1537,30 +1535,30 @@ Software
         
 * |OK_ICON| `FLOSSmole data about free, libre, and open source software development <http://flossdata.syr.edu/data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/FLOSSmole-data-about-free-libre-and-open-source-software-development.yml>`_]
         
-* |FIXME_ICON| `GHTorrent - Scalable, queryable, offline mirror of data offered through [...] <https://ghtorrent.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/GHTorrent.yml>`_]
+* |FIXME_ICON| `GHTorrent - Scalable, queryable, offline mirror of data offered through the GitHub REST API. <https://ghtorrent.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/GHTorrent.yml>`_]
         
 * |OK_ICON| `Libraries.io Open Source Repository and Dependency Metadata <https://doi.org/10.5281/zenodo.1068916>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/Libraries.io-Open-Source-Repository-and-Dependency-Metadata.yml>`_]
         
-* |OK_ICON| `Public Git Archive - a Big Code dataset for all – dataset of 182,014 top- [...] <https://github.com/src-d/datasets/tree/master/PublicGitArchive>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-Public-Git-Archive.yml>`_]
+* |OK_ICON| `Public Git Archive - a Big Code dataset for all – dataset of 182,014 top-bookmarked Git [...] <https://github.com/src-d/datasets/tree/master/PublicGitArchive>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-Public-Git-Archive.yml>`_]
         
-* |OK_ICON| `Code duplicates - 2k Java file and 600 Java function pairs labeled as [...] <https://github.com/src-d/datasets/tree/master/Duplicates>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-code-duplicates.yml>`_]
+* |OK_ICON| `Code duplicates - 2k Java file and 600 Java function pairs labeled as similar or different by [...] <https://github.com/src-d/datasets/tree/master/Duplicates>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-code-duplicates.yml>`_]
         
 * |OK_ICON| `Commit messages - 1.3 billion GitHub commit messages till March 2019 <https://github.com/src-d/datasets/blob/master/CommitMessages>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-commit-messages.yml>`_]
         
-* |OK_ICON| `Pull Request review comments - 25.3 million GitHub PR review comments [...] <https://github.com/src-d/datasets/blob/master/ReviewComments>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-pull-request-review-comments.yml>`_]
+* |OK_ICON| `Pull Request review comments - 25.3 million GitHub PR review comments since January 2015 till [...] <https://github.com/src-d/datasets/blob/master/ReviewComments>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-pull-request-review-comments.yml>`_]
         
-* |OK_ICON| `Source Code Identifiers - 41.7 million distinct splittable identifiers [...] <https://github.com/src-d/datasets/tree/master/Identifiers>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-source-code-identifiers.yml>`_]
+* |OK_ICON| `Source Code Identifiers - 41.7 million distinct splittable identifiers collected from 182,014 [...] <https://github.com/src-d/datasets/tree/master/Identifiers>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Software/source{d}-source-code-identifiers.yml>`_]
     
 Sports
 ------
         
-* |OK_ICON| `American Ninja Warrior Obstacles - Contains every obstacle in the history [...] <https://data.world/ninja/anw-obstacle-history>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/American-Ninja-Warrior-Obstacles.yml>`_]
+* |OK_ICON| `American Ninja Warrior Obstacles - Contains every obstacle in the history of American Ninja [...] <https://data.world/ninja/anw-obstacle-history>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/American-Ninja-Warrior-Obstacles.yml>`_]
         
 * |FIXME_ICON| `Betfair Historical Exchange Data <http://data.betfair.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Betfair-Historical-Exchange-Data.yml>`_]
         
 * |OK_ICON| `Cricsheet Matches (cricket) <http://cricsheet.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Cricsheet-Matches-cricket.yml>`_]
         
-* |OK_ICON| `Equity in Athletics - The Equity in Athletics Data Analysis Cutting Tool [...] <https://ope.ed.gov/athletics>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Equity-in-Athletics.yml>`_]
+* |OK_ICON| `Equity in Athletics - The Equity in Athletics Data Analysis Cutting Tool is brought to you by [...] <https://ope.ed.gov/athletics>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Equity-in-Athletics.yml>`_]
         
 * |OK_ICON| `Ergast Formula 1, from 1950 up to date (API) <http://ergast.com/mrd/db>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Ergast-Formula-1-from-1950-up-to-date-API.yml>`_]
         
@@ -1572,7 +1570,7 @@ Sports
         
 * |OK_ICON| `Pinhooker: Thoroughbred Bloodstock Sale Data <https://github.com/phillc73/pinhooker>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Pinhooker.yml>`_]
         
-* |OK_ICON| `Pro Kabadi season 1 to 7 - Pro Kabadi League is a professional-level [...] <https://github.com/ranganadhkodali/Pro-Kabadi-season-1-7-Stats>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Pro_Kabadi_season1_7.yml>`_]
+* |OK_ICON| `Pro Kabadi season 1 to 7 - Pro Kabadi League is a professional-level Kabaddi league in India. [...] <https://github.com/ranganadhkodali/Pro-Kabadi-season-1-7-Stats>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Pro_Kabadi_season1_7.yml>`_]
         
 * |OK_ICON| `Retrosheet Baseball Statistics <http://www.retrosheet.org/game.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Retrosheet-Baseball-Statistics.yml>`_]
         
@@ -1580,14 +1578,14 @@ Sports
         
 * |OK_ICON| `Tennis database of rankings, results, and stats for WTA <https://github.com/JeffSackmann/tennis_wta>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Tennis-database-of-rankings-results-and-stats-for-WTA.yml>`_]
         
-* |OK_ICON| `Transfermarkt Datasets - Clean, structured and automatically updated [...] <https://github.com/dcaribou/transfermarkt-datasets>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Transfermarkt-Datasets.yml>`_]
+* |OK_ICON| `Transfermarkt Datasets - Clean, structured and automatically updated football (soccer) data [...] <https://github.com/dcaribou/transfermarkt-datasets>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/Transfermarkt-Datasets.yml>`_]
         
-* |OK_ICON| `USA Soccer Teams and Locations - USA soccer teams and locations. MLS, [...] <https://github.com/gavinr/usa-soccer>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/USA-Soccer.yml>`_]
+* |OK_ICON| `USA Soccer Teams and Locations - USA soccer teams and locations. MLS, NWSL, and USL [...] <https://github.com/gavinr/usa-soccer>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Sports/USA-Soccer.yml>`_]
     
 TimeSeries
 ----------
         
-* |OK_ICON| `3W dataset - To the best of its authors' knowledge, this is the first [...] <https://github.com/ricardovvargas/3w_dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//TimeSeries/3W-dataset-rare-undesirable-real-events-in-oil-wells.yml>`_]
+* |OK_ICON| `3W dataset - To the best of its authors' knowledge, this is the first realistic and public [...] <https://github.com/ricardovvargas/3w_dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//TimeSeries/3W-dataset-rare-undesirable-real-events-in-oil-wells.yml>`_]
         
 * |OK_ICON| `Databanks International Cross National Time Series Data Archive <http://www.cntsdata.com>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//TimeSeries/Databanks-International-Cross-National-Time-Series-Data-Archive.yml>`_]
         
@@ -1597,7 +1595,7 @@ TimeSeries
         
 * |OK_ICON| `Time Series Data Library (TSDL) from MU <https://pkg.yangzhuoranyang.com/tsdl/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//TimeSeries/Time-Series-Data-Library-TSDL-from-MU.yml>`_]
         
-* |OK_ICON| `Turing Change Point Dataset - Contains 42 annotated time series collected [...] <https://github.com/alan-turing-institute/TCPD>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//TimeSeries/Turing-Change-Point-Dataset.yml>`_]
+* |OK_ICON| `Turing Change Point Dataset - Contains 42 annotated time series collected for the development [...] <https://github.com/alan-turing-institute/TCPD>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//TimeSeries/Turing-Change-Point-Dataset.yml>`_]
         
 * |OK_ICON| `UC Riverside Time Series Dataset <https://www.cs.ucr.edu/~eamonn/time_series_data_2018/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//TimeSeries/UC-Riverside-Time-Series-Dataset.yml>`_]
     
@@ -1652,12 +1650,12 @@ Transportation
         
 * |FIXME_ICON| `U.S. Freight Analysis Framework since 2007 <http://ops.fhwa.dot.gov/freight/freight_analysis/faf/index.htm>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Transportation/U.S.-Freight-Analysis-Framework-since-2007.yml>`_]
         
-* |OK_ICON| `U.S. National Highway Traffic Safety Administration - Fatalities since [...] <ftp://nhtsa.gov/FARS/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Transportation/U.S.-National-Highway-Traffic-Safety-Administation-Fatalities-since-1975.yml>`_]
+* |OK_ICON| `U.S. National Highway Traffic Safety Administration - Fatalities since 1975 - Contains CSV [...] <ftp://nhtsa.gov/FARS/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Transportation/U.S.-National-Highway-Traffic-Safety-Administation-Fatalities-since-1975.yml>`_]
     
 eSports
 -------
         
-* |OK_ICON| `CS:GO Competitive Matchmaking Data - In this data set we have data about [...] <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>`_]
         
 * |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>`_]