cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hzkfd7
title: Occurrence Download

description: A dataset containing 1016 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sundacarpus amarus"
 ]
}

 The dataset includes 1016 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022177-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17347558
title: Dataset for ADAPT: Lightweight, Long-Range Machine Learning Force Fields Without Graphs

description: # Where does this data come fromThis is the data used in the *ADAPT: Lightweight, Long-Range Machine Learning Force Fields Without Graphs* paper found at: https://arxiv.org/abs/2509.24115. It is a set of DFT calculations for point defects in silicon. The majority of the set is complex defects featuring two defect atoms, although vacancy and simple substitional defects are also present. Supplementary materials Section A in the original paper gives a description of how the data was generated and further details. 

# What is in this dataIn total, this dataset features 6,082 trajectory computations. We flatten the trajectory dimension to create a list of 252,240 total DFT steps. Each step, with n atoms, is represented by a tuple of shape ([n, 12], [n, 3], 1) where the first [n, 12] tensor gives the atomic coordinates followed by the features (see paper for feature list), the second [n, 3] tensor gives the DFT computed forces for each atom, and the last value is the energy for the structure. We seperate each of the three components into a different file, the [n, 12] is considered the "X" data, the [n, 3] is considered the force data (denoted "Y"), and the energy values are labeled "nrg".

# How is this data organizedThe original dataset was split into Training and Test sets where all trajectories are in the training set except for 100 selected complex defect trajecotries which make up the test set. Reasoning about why we must use full trajectories in either the training or test set can be found here: https://evandramko.github.io/files/interpolation.pdf. 

The files necessary to retrain the ADAPT model using the code found at: https://github.com/EvanDramko/ADAPT_Released, are the ```~/adapt_data/raggedTrain_weighted.py``` as and ```~/adapt_data/raggedTest_weighted.py``` for forces, and ```~/adapt_data/nrg<Train/Test>.pt``` can be subsituted for the labels if doing energy training. Note that while the original atom representation should have only 12 descriptors (3 coordinates, 9 features), these feature 13 descriptors. The last feature in each atom is an "importance weighting" described in Section 2.1.2 of the paper. 

The training set has been recreated as a .extxyz file to allow for the retraining of MACE. For convenience, this has been included as well in the file: ```train_xyz_format.extxyz```.
DOI: 10.15468/dl.6yaaun
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apodiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-140 -60,-130 -60,-130 -50,-140 -50,-140 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022178-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.16880998
title: Evaluating English-Korean Literary Machine Translations: A Dataset Featuring the RULER and VERSE Annotation Methods

description: Abstract:This dataset offers a novel, high-resolution resource for evaluating English-to-Korean machine translations of literary texts. It is uniquely positioned to support a wide range of research and development efforts across machine translation, evaluation methodology, literary studies, and human-AI interaction. By combining two original annotation schemes developed by our team—RULER and VERSE—with paragraph-level alignment the dataset provides multiple points of entry for both computational and humanities-based inquiry.
DOI: 10.5281/zenodo.17355199
title: Evaluating English-Korean Literary Machine Translations: A Dataset Featuring the RULER and VERSE Annotation Methods

description: Abstract:This dataset offers a novel, high-resolution resource for evaluating English-to-Korean machine translations of literary texts. It is uniquely positioned to support a wide range of research and development efforts across machine translation, evaluation methodology, literary studies, and human-AI interaction. By combining two original annotation schemes developed by our team—RULER and VERSE—with paragraph-level alignment the dataset provides multiple points of entry for both computational and humanities-based inquiry.
DOI: 10.15468/dl.f88m7z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromopsis pubescens",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022180-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyhce6
title: Occurrence Download

description: A dataset containing 12894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falconiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-110 10,-100 10,-100 20,-110 20,-110 10))"
 ]
}

 The dataset includes 12894 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022179-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd9ppw
title: Occurrence Download

description: A dataset containing 1422 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciadopitys verticillata"
 ]
}

 The dataset includes 1422 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022182-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zr9qfz
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Austrotaxus spicata"
 ]
}

 The dataset includes 239 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022183-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5437r
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudotaxus chienii"
 ]
}

 The dataset includes 87 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022184-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2aj59d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apodiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((120 -70,130 -70,130 -60,120 -60,120 -70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022186-251009101135966/datasets/export for details.
DOI: 10.15468/dl.8y9nz4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apodiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((130 -70,140 -70,140 -60,130 -60,130 -70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022187-251009101135966/datasets/export for details.
DOI: 10.15468/dl.bwgcjz
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratochloa sitchensis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022189-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypcrz6
title: Occurrence Download

description: A dataset containing 4033 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxus cuspidata"
 ]
}

 The dataset includes 4033 records from 290 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022192-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.426kkn
title: Occurrence Download

description: A dataset containing 3393 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Torreya nucifera"
 ]
}

 The dataset includes 3393 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022193-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vga44e
title: Occurrence Download

description: A dataset containing 3312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falconiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-70 30,-60 30,-60 40,-70 40,-70 30))"
 ]
}

 The dataset includes 3312 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022194-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78sd8z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apodiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 -90,10 -90,10 -80,0 -80,0 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022195-251009101135966/datasets/export for details.
DOI: 10.15468/dl.8xz5df
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Koeleria pyramidata",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 331 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022197-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ukdnn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera tigris",
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022198-251009101135966/datasets/export for details.
DOI: 10.15468/dl.2tenzz
title: Occurrence Download

description: A dataset containing 1207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Torreya taxifolia"
 ]
}

 The dataset includes 1207 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022199-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvbtt2
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Huperzia squarrosa"
 ]
}

 The dataset includes 501 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022200-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5pre4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trogoniformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-120 70,-110 70,-110 80,-120 80,-120 70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022201-251009101135966/datasets/export for details.
DOI: 10.6084/m9.figshare.30361255
title: eXTP measure data(gravity unloading)

description: This project involves the data and programs related to the stability test of the autocollimator level instrument and the precise measurement of the optical axis.
DOI: 10.6084/m9.figshare.30361255.v1
title: eXTP measure data(gravity unloading)

description: This project involves the data and programs related to the stability test of the autocollimator level instrument and the precise measurement of the optical axis.
DOI: 10.15468/dl.2g2vb9
title: Occurrence Download

description: A dataset containing 66646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falconiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((150 -40,160 -40,160 -30,150 -30,150 -40))"
 ]
}

 The dataset includes 66646 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022145-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13388503
title: Egypt Gold Prices | Daily Updated
DOI: 10.15468/dl.zcnbyq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trogoniformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-110 70,-100 70,-100 80,-110 80,-110 70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022202-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.17355277
title: FIShBOT Archive 2025-10-15

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.5281/zenodo.17355278
title: FIShBOT Archive 2025-10-15

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.15468/dl.sagyb9
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leymus innovatus",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022204-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rgemk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trogoniformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-70 60,-60 60,-60 70,-70 70,-70 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022208-251009101135966/datasets/export for details.
DOI: 10.15468/dl.k3jpxg
title: Occurrence Download

description: A dataset containing 9172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falconiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 40,-50 40,-50 50,-60 50,-60 40))"
 ]
}

 The dataset includes 9172 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022207-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qjh6d
title: Occurrence Download

description: A dataset containing 18475 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Huperzia lucidula"
 ]
}

 The dataset includes 18475 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022205-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc7rwf8
title: CCDC 231490: Experimental Crystal Structure Determination

description: Related Article: Li Gao, R.I.Hollingsworth|2005|Tetrahedron|61|3805|doi:10.1016/j.tet.2005.02.002
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/cc8bcrp
title: CCDC 248302: Experimental Crystal Structure Determination

description: Related Article: C.M.Williams, R.Heim, P.V.Bernhardt|2005|Tetrahedron|61|3771|doi:10.1016/j.tet.2005.02.013
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/cc8rd4j
title: CCDC 260807: Experimental Crystal Structure Determination

description: Related Article: Xinyuan Liu, Jenwei Zhao, Guifang Jin, Gang Zhao, Shizheng Zhu, Shaowu Wang|2005|Tetrahedron|61|3841|doi:10.1016/j.tet.2005.01.130
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/cc8p78f
title: CCDC 258734: Experimental Crystal Structure Determination

description: Related Article: Chuan-Feng Chen, Lin-Gang Lu, Zhi-Qiang Hu, Xiao-Xia Peng, Zhi-Tang Huang|2005|Tetrahedron|61|3853|doi:10.1016/j.tet.2005.01.132
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/cc8rd5k
title: CCDC 260808: Experimental Crystal Structure Determination

description: Related Article: Xinyuan Liu, Jenwei Zhao, Guifang Jin, Gang Zhao, Shizheng Zhu, Shaowu Wang|2005|Tetrahedron|61|3841|doi:10.1016/j.tet.2005.01.130
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/cc8p79g
title: CCDC 258735: Experimental Crystal Structure Determination

description: Related Article: Chuan-Feng Chen, Lin-Gang Lu, Zhi-Qiang Hu, Xiao-Xia Peng, Zhi-Tang Huang|2005|Tetrahedron|61|3853|doi:10.1016/j.tet.2005.01.132
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/cc8p7bh
title: CCDC 258736: Experimental Crystal Structure Determination

description: Related Article: Chuan-Feng Chen, Lin-Gang Lu, Zhi-Qiang Hu, Xiao-Xia Peng, Zhi-Tang Huang|2005|Tetrahedron|61|3853|doi:10.1016/j.tet.2005.01.132
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.