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5. Materials Data Repositories

Materials Informatics definitely has a data problem! Compared to many other domains Materials Informatics has small, heterogeneous data sets. However, over time this has been improving! In this video, we go over many of the common materials data repositories. We talk about FAIR data principles to ensure that data is findable, accessible, interoperable, and reusable. We cover DFT databases like OQMD, AFLOW, and Materials Project as well as general databases like Materials Data Facility and Citrination as well as many smaller niche datasets published in outlets like Data in Brief or Integrating Materials and Manufacturing Innovation. Finally, we talk about benchmark data sets including matbench and others and then the different materials data file formats available including .cif, .pif, and .gemd Links to lists of lists: https://github.com/blaiszik/Materials... https://github.com/tilde-lab/awesome-... https://github.com/sedaoturak/data-re... Links to DFT databases: http://oqmd.org/ http://www.aflowlib.org/ https://materialsproject.org/ Links to general databases: https://www.materialsdatafacility.org/ https://citrination.com/ https://nanohub.org Links to benchmark databases: https://link.springer.com/article/10.... https://github.com/anhender/mse_ML_da... https://hackingmaterials.lbl.gov/matb... Crystal Structure Databases: https://www.fiz-karlsruhe.de/en/produ... https://www.icdd.com/ http://www.crystalimpact.com/pcd/ http://crystallography.net/cod/search... File formats: https://en.wikipedia.org/wiki/Crystal... https://citrineinformatics.github.io/... 0:00 Where do we find materials data? 2:07 FAIR data principles with bad examples 4:00 Mining data from literature articles 7:05 lists of materials databases 9:35 DFT databases 14:29 non-DFT databases 17:50 benchmark datasets 19:45 crystal structure databases 21:47 file formats Check out the whole materials informatics series at    • Materials Informatics   with workbooks and course notes available at https://github.com/sp8rks/MaterialsIn...