cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14932820
title: Harvard Ophthalmology AI Datasets

description: The most complete and updated Harvard Ophthalmology AI Datasets can be found at https://ophai.hms.harvard.edu/code. Whenever new data files are uploaded, Zenodo generates a new version. This Version 2 only includes the FairFedMed dataset. For other datasets in Harvard Ophthalmology AI Datasets, please go to Version 1: https://doi.org/10.5281/zenodo.13178701

Our representative datasets are listed below:



FairDiffusion

FairCLIP

FairSeg

FairDomain

Harvard-GDP

Harvard-GF

EyeLearn

FairVision

FairFedMed


The Harvard Ophthalmology AI datasets can only be used for non-commercial research purposes. At no time, our datasets shall be used for clinical decisions or patient care. The data use license is CC BY-NC-ND 4.0. Limited by the Zenodo repository size, the individual data files for FairFedMed were not uploaded here and can be accessed via our lab website's page.

Note that, the modifier word “Harvard” only indicates that our dataset is from the Department of Ophthalmology of Harvard Medical School and does not imply an endorsement, sponsorship, or assumption of responsibility by either Harvard University or Harvard Medical School as a legal identity.
DOI: 10.5281/zenodo.11202384
title: Instance Space Analysis of Testing of Autonomous Vehicles in Critical Scenarios

description: Instance Space Analysis of Testing of Autonomous Vehicles in Critical Scenarios

Before being deployed on roads, Autonomous Vehicles (AVs) must undergo comprehensive testing. Safety-critical situations, however, are infrequent in usual driving conditions, so simulated scenarios are used to create them. A test scenario comprises static and dynamic features related to the AV and the test environment; the representation of these features is complex and makes testing a heavy process. A test scenario is effective if it identifies incorrect behaviors of the AV. In this article, we present a technique for identifying the key features of test scenarios associated with their effectiveness using Instance Space Analysis (ISA). ISA generates a ($2D$) representation of test scenarios and their features. This visualization helps to identify combinations of features that make a test scenario effective. We present a graphical representation of each key feature that helps identify how well each testing technique explores the search space. While identifying key features is a primary goal, this study specifically seeks to determine the critical features that differentiate the performance of algorithms. Finally, we present metrics to assess the robustness of testing algorithms and the scenarios generated. Collecting essential features in combination with their values which are associated with effectiveness can be used for selection and prioritization of effective test cases.
DOI: 10.5281/zenodo.11202385
title: Instance Space Analysis of Testing of Autonomous Vehicles in Critical Scenarios

description: Instance Space Analysis of Testing of Autonomous Vehicles in Critical Scenarios

Before being deployed on roads, Autonomous Vehicles (AVs) must undergo comprehensive testing. Safety-critical situations, however, are infrequent in usual driving conditions, so simulated scenarios are used to create them. A test scenario comprises static and dynamic features related to the AV and the test environment; the representation of these features is complex and makes testing a heavy process. A test scenario is effective if it identifies incorrect behaviors of the AV. In this article, we present a technique for identifying the key features of test scenarios associated with their effectiveness using Instance Space Analysis (ISA). ISA generates a ($2D$) representation of test scenarios and their features. This visualization helps to identify combinations of features that make a test scenario effective. We present a graphical representation of each key feature that helps identify how well each testing technique explores the search space. While identifying key features is a primary goal, this study specifically seeks to determine the critical features that differentiate the performance of algorithms. Finally, we present metrics to assess the robustness of testing algorithms and the scenarios generated. Collecting essential features in combination with their values which are associated with effectiveness can be used for selection and prioritization of effective test cases.
DOI: 10.5281/zenodo.14541900
title: Human LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.5281/zenodo.14541901
title: Human LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.5281/zenodo.14541872
title: Human D676S/N678S (SES) LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.5281/zenodo.14541873
title: Human D676S/N678S (SES) LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.5281/zenodo.14541847
title: Human D676K/N678K (KEK) LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.5281/zenodo.14541848
title: Human D676K/N678K (KEK) LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.15468/dl.hffudt
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cistus heterophyllus subsp. carthaginensis (Pau) M.B.Crespo & Mateo)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 37 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000144-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14541819
title: Human D676A/N678A (AEA) LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.5281/zenodo.14541820
title: Human D676A/N678A (AEA) LETM1 F-EF-hand molecular dynamics at 310 K.

description: GROMACS 2022.3 trajectory (xtc) and energy (edr) files. 500 ns.
DOI: 10.15468/dl.82prvw
title: Occurrence Download

description: A dataset containing 22402 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia annua L."
 ]
}

 The dataset includes 22402 records from 644 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000145-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14931855
title: ATAC-Seq invivo Chow diet - Control

description: ATAC-Seq invivo Chow diet - Control
DOI: 10.5281/zenodo.14931856
title: ATAC-Seq invivo Chow diet - Control

description: ATAC-Seq invivo Chow diet - Control
DOI: 10.6084/m9.figshare.28498406.v1
title: PMACS-80

description: · Animal Model: Myocardial Infarction· Animal Age: 8-12 Weeks· Animal Sex: Male· Animal Strain: GATA6<sup>Venus</sup> Reporter Mice· Number: 8 mice· Groups: 4 infarction, 4 sham surgeryExperimental Conditions: Mice were given MI via LAD ligation. Animals were sacrificed at day 7 post-infarction or sham surgery. Heart and mediastinal fluid was collected. Results were analyzed via flow cytometry examining for Venus reporter expression
DOI: 10.5517/ccdc.csd.cc2fpwdf
title: CCDC 2255355: Experimental Crystal Structure Determination

description: Related Article: Dechuang Niu, Arseni Kostenko, John A. Kelly, Debotra Sarkar, Huihui Xu, Shigeyoshi Inoue|2025|Chemical Science|16|4014|doi:10.1039/D4SC07116F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15472/9dcgzs
title: Biodiversidad asociada al Estudio de Impacto Ambiental (EIA) para la obtención de la licencia ambiental global para el área de desarrollo VIM-43

description: Este conjunto de datos contiene la caracterización biótica realizada en el marco del EIA planteado para la obtención de la Licencia Ambiental global para el AD VIM-43. Se ejecutó entre el mes de junio y septiembre de 2021(época de lluvias), y se complementó con la realización de los monitoreos de la época seca durante el mes de enero de 2022.

Contiene un total de 13.137 registros biológicos, distribuidos en fauna (2.560), flora (3.070) y especies epífitas (7.507).
DOI: 10.5517/ccdc.csd.cc2fpwbc
title: CCDC 2255353: Experimental Crystal Structure Determination

description: Related Article: Dechuang Niu, Arseni Kostenko, John A. Kelly, Debotra Sarkar, Huihui Xu, Shigeyoshi Inoue|2025|Chemical Science|16|4014|doi:10.1039/D4SC07116F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2fpyy1
title: CCDC 2255434: Experimental Crystal Structure Determination

description: Related Article: Dechuang Niu, Arseni Kostenko, John A. Kelly, Debotra Sarkar, Huihui Xu, Shigeyoshi Inoue|2025|Chemical Science|16|4014|doi:10.1039/D4SC07116F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jn91k
title: CCDC 2343198: Experimental Crystal Structure Determination

description: Related Article: Samuel G. Dunning, Anirudh Hari, Li Zhu, Bo Chen, George D. Cody, Sebastiano Romi, Dongzhou Zhang, Timothy A. Strobel|2025|Chemical Science|16|4144|doi:10.1039/D4SC07412B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.27873153
title: CalliCog Supplemental Data and Resources

description: This repository contains the supplemental resources for the publication Scott et al. (2024). It includes:Raw data to recreate the analyses in the publicationCAD instructions and files for constructing a CalliCog operant chamberInventory of materials required to construct CalliCogSnapshot of the code that runs the CalliCog system (refer to GitHub for the actively maintained version)
DOI: 10.5517/ccdc.csd.cc2jn92l
title: CCDC 2343199: Experimental Crystal Structure Determination

description: Related Article: Samuel G. Dunning, Anirudh Hari, Li Zhu, Bo Chen, George D. Cody, Sebastiano Romi, Dongzhou Zhang, Timothy A. Strobel|2025|Chemical Science|16|4144|doi:10.1039/D4SC07412B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jn93m
title: CCDC 2343200: Experimental Crystal Structure Determination

description: Related Article: Samuel G. Dunning, Anirudh Hari, Li Zhu, Bo Chen, George D. Cody, Sebastiano Romi, Dongzhou Zhang, Timothy A. Strobel|2025|Chemical Science|16|4144|doi:10.1039/D4SC07412B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.27873153.v1
title: CalliCog Supplemental Data and Resources

description: This repository contains the supplemental resources for the publication Scott et al. (2024). It includes:Raw data to recreate the analyses in the publicationCAD instructions and files for constructing a CalliCog operant chamberInventory of materials required to construct CalliCogSnapshot of the code that runs the CalliCog system (refer to GitHub for the actively maintained version)
DOI: 10.5517/ccdc.csd.cc2jslqn
title: CCDC 2347342: Experimental Crystal Structure Determination

description: Related Article: Martin-Louis Y. Riu, Jing-Ran Shan, K. N. Houk, Matthew Nava|2025|Chemical Science|16|3888|doi:10.1039/D4SC07938H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jslrp
title: CCDC 2347343: Experimental Crystal Structure Determination

description: Related Article: Martin-Louis Y. Riu, Jing-Ran Shan, K. N. Houk, Matthew Nava|2025|Chemical Science|16|3888|doi:10.1039/D4SC07938H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jslsq
title: CCDC 2347344: Experimental Crystal Structure Determination

description: Related Article: Martin-Louis Y. Riu, Jing-Ran Shan, K. N. Houk, Matthew Nava|2025|Chemical Science|16|3888|doi:10.1039/D4SC07938H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jsltr
title: CCDC 2347345: Experimental Crystal Structure Determination

description: Related Article: Martin-Louis Y. Riu, Jing-Ran Shan, K. N. Houk, Matthew Nava|2025|Chemical Science|16|3888|doi:10.1039/D4SC07938H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jslvs
title: CCDC 2347346: Experimental Crystal Structure Determination

description: Related Article: Martin-Louis Y. Riu, Jing-Ran Shan, K. N. Houk, Matthew Nava|2025|Chemical Science|16|3888|doi:10.1039/D4SC07938H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kjvdc
title: CCDC 2369683: Experimental Crystal Structure Determination

description: Related Article: Johannes E. Erchinger, Madina Lenz, Poulami Mukherjee, Yan-Bo Li, Adhya Suresh, Constantin G. Daniliuc, Osvaldo Gutierrez, Frank Glorius|2025|Chemical Science|16|4006|doi:10.1039/D4SC08637F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kjvfd
title: CCDC 2369684: Experimental Crystal Structure Determination

description: Related Article: Johannes E. Erchinger, Madina Lenz, Poulami Mukherjee, Yan-Bo Li, Adhya Suresh, Constantin G. Daniliuc, Osvaldo Gutierrez, Frank Glorius|2025|Chemical Science|16|4006|doi:10.1039/D4SC08637F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kjvgf
title: CCDC 2369685: Experimental Crystal Structure Determination

description: Related Article: Johannes E. Erchinger, Madina Lenz, Poulami Mukherjee, Yan-Bo Li, Adhya Suresh, Constantin G. Daniliuc, Osvaldo Gutierrez, Frank Glorius|2025|Chemical Science|16|4006|doi:10.1039/D4SC08637F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.58153/2twap-p6d19
title: Consumer Historical Data

description: Data Axle (formerly known as Infogroup) Consumer Historical data consists of information about households within the United States, including aspects like household income, home value, years in residence and location. For the full list of variables, see the data dictionary provided.
The data is compiled from data provided by more than 100 sources including real estate, tax assessments, voter registrations, utility connections, bill processors and more. The historical files are available from 2006 to 2024. New data are added each calendar year. This metadata record and the documentation for the dataset will be updated every year.
description: Access is restricted to NYU users only. For more information, see the Consumer Historical Research Guide.
Access is further restricted by status: Undergraduate students - completing a capstone, graduate students, staff, faculty, visiting scholar/scholar-in-residence
To request access to the data files, you will need to:

Complete a Data Management Plan using our template in DMPTool. You can login with your NetID and password by selecting the institutional login. Export your data management plan as a PDF, you will need to attach it in the next step. If you are an undergraduate student who is not working on a capstone project, skip this step and go to #2.
Submit Terms of Use Form, indicating Consumer Historical data is limited to use for personal academic research purposes only.
Once you have been granted access to the data, you can download it using one of two available options: 

Globus
Research Workspace (project_name: consumer_historical; Instructions for mounting your drive)
Note: accessing data files in the cloud (without downloading) is only possible through Research Workspace.
DOI: 10.15468/dl.7gchdw
title: Occurrence Download

description: A dataset containing 53238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus carolinensis Gmelin, 1788",
 "Year 2024-2025"
 ]
}

 The dataset includes 53238 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000133-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4636up
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Convolvulus caput-medusae Lowe)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000147-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zezvt
title: Occurrence Download

description: A dataset containing 17210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ilex aquifolium L.",
 "Year 2024-2025"
 ]
}

 The dataset includes 17210 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000146-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n62ffh
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dione juno Cramer, 1779"
 ]
}

 The dataset includes 87 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000149-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.de8bqp
title: Occurrence Download

description: A dataset containing 1264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gonatodes caudiscutatus (Günther, 1859)"
 ]
}

 The dataset includes 1264 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000148-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28498352
title: PMACS-76

description: · Animal Model: Myocardial Infarction· Animal Age: 8-12 Weeks· Animal Sex: Male· Animal Strain: GATA6<sup>Venus</sup> Reporter or WT· Number: 7 mice· Groups: 4 Venus infarction, 3 Venus sham surgery, WT received sham surgery· Experimental Conditions: Mice were given MI via LAD ligation. Animals were sacrificed at day 3 post-infarction or sham surgery. Heats were collected. Results were analyzed via flow cytometry examining for Venus reporter expression