cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15238132
title: SWOT and ICESat-2 Sea Ice Height and Backscatter: Beaufort Sea, selected April - June 2023

description: This dataset contains the data used to create the figures in: Fischer, R., Farrell, S. L., Duncan, K., & Yi, D. (2025). Swath Mapping Altimetry over Sea Ice: First Results from the Surface Water and Ocean Topography (SWOT) Mission, Geophysical Research Letters, under review.

The dataset contains sea ice height, backscatter, freeboard, and ice type, at case study locations in the Beaufort Sea in April-June 2023. The data are derived from the SWOT Level 2 KaRIn Low Rate Sea Surface Height Unsmoothed Data Product, Version C (SWOT 2024), and the ICESat-2 Global Geolocated Photon Height Product (ATL03, Neumann et al., 2023), release 006.

File formatAll data are stored as NetCDF files (.nc). SWOT data is grouped by swath (left, right) and stored in a 2D (along-track, across-track) grid with a nominal resolution of ~250 m. ICESat-2 data is grouped by beam (gt1l, gt2l, gt3l), and a running average is applied on a per-shot basis, nominally resulting in elevation measurements at ICESat-2's along-track sampling of ~0.7 m. The running average is applied with a 29-shot (~20 m) and 714-shot (~500 m) window.

See README for a description of the file specifics.

Grant Information

This study was supported by NOAA grants NA19NES4320002 and NA24NESX432C0001 (Cooperative Institute for Satellite Earth System Studies, CISESS) at the University of Maryland and the Ocean Surface Topography Science Team.
DOI: 10.15468/dl.qdgt84
title: Occurrence Download

description: A dataset containing 51679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Octopodidae"
 ]
}

 The dataset includes 51679 records from 377 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008824-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227322
title: Census of US Civil Aviation Accidents

description: Downloadable data sets of aviation accident data are available for public use. Data sets for 1962 through 1981 (see the PRE1982.zip file) and from 1982 to the present (see the avall.zip file) ​are available for download.​Coding manuals, data definitions, and other metadata for different generations of the census are also available for download​.
DOI: 10.3886/e227322v1
title: Census of US Civil Aviation Accidents

description: Downloadable data sets of aviation accident data are available for public use. Data sets for 1962 through 1981 (see the PRE1982.zip file) and from 1982 to the present (see the avall.zip file) ​are available for download.​Coding manuals, data definitions, and other metadata for different generations of the census are also available for download​.
DOI: 10.5281/zenodo.13852439
title: Geospatial dataset for hydrologic analyses within the Indian subcontinent (GHI): Version 2

description: The following files are included:[Item 1 'stations_ghi.txt']               : complete station metadata, all 1677 stations, pipe(|) delimited[Item 2 'hydromet_annual.txt']      : hydrometeorological time series for stations in Groups 1, 2 and 3, annual, pipe(|) delimited[Item 3 'hydromet_monthly.txt']   : hydrometeorological time series for stations in Groups 1, 2 and 3, monthly, pipe(|) delimited[Item 4 'basins_ghi']                      : one shapefile of ghi composite basins[Item 5 folder 'by_station']            : shapefiles of delineated catchment boundaries for stations in Groups 1, 2 and 3[Item 6 folder 'pdfs']                     : PDF files of station summary, annual time series charts and monthly time series charts for stations in Groups 1, 2 and 3 (one PDF per composite basin
DOI: 10.5281/zenodo.15258773
title: Geospatial and time series dataset for hydrologic analyses within South Asia (GHSA)

description: Summary of changes:



v2504, GHSA



1,702 stations from 5 countries in South Asia (Bhutan, China, India, Nepal and Pakistan);

districts and basin states from 7 countries in South Asia (Afghanistan, Bangladesh, Bhutan, China, India, Nepal and Pakistan)

land use change, vegetation index (NDVI, NDVI-crop), precipitation, evaporation (E-total, E-crop and E-irrigation), streamflow, surface and root zone soil moisture, terrestrial water storage change, snow water equivalent and snow cover fraction; 1950-2023

publication:



v2409



test version



v2301, GHI



645 stations, limited to Peninsular India

precipitation, evaporation and streamflow; 1950-2020

publication: Goteti (2023), Earth Syst. Sci. Data, https://doi.org/10.5194/essd-15-4389-2023
DOI: 10.5281/zenodo.7563599
title: Geospatial and time series dataset for hydrologic analyses within South Asia (GHSA)

description: Summary of changes:



v2504, GHSA



1,702 stations from 5 countries in South Asia (Bhutan, China, India, Nepal and Pakistan);

districts and basin states from 7 countries in South Asia (Afghanistan, Bangladesh, Bhutan, China, India, Nepal and Pakistan)

land use change, vegetation index (NDVI, NDVI-crop), precipitation, evaporation (E-total, E-crop and E-irrigation), streamflow, surface and root zone soil moisture, terrestrial water storage change, snow water equivalent and snow cover fraction; 1950-2023

publication:



v2409



test version



v2301, GHI



645 stations, limited to Peninsular India

precipitation, evaporation and streamflow; 1950-2020

publication: Goteti (2023), Earth Syst. Sci. Data, https://doi.org/10.5194/essd-15-4389-2023
DOI: 10.5281/zenodo.7563600
title: Geospatial dataset for Hydrologic analyses in India (GHI): A quality controlled dataset on river gauges, catchment boundaries and hydrometeorological time series

description: The following files are included:<br> [Item 1 'stations_ghi.txt'] : complete station metadata, all 645 stations, pipe(|) delimited<br> [Item 2 'hydromet_annual.txt'] : hydrometeorological time series for Group 1 and Group 2 stations, annual, pipe(|) delimited<br> [Item 3 'hydromet_monthly.txt'] : hydrometeorological time series for Group 1 and Group 2 stations, monthly, pipe(|) delimited<br> [Item 4 'basins_ghi'] : one shapefile of ghi composite basins<br> [Item 5 'stations_ghi'] : one shapefile of ghi station metadata (based on 'stations_ghi.txt')<br> [Item 6 folder 'by_station'] : shapefiles of delineated catchment boundaries and corresponding river networks, for Group 1 and Group 2 stations<br> [Item 7 'summary_annual.pdf'] : PDF file of station summary for Group 1 and Group 2 stations, annual (472 pages)<br> [Item 8 'summary_monthly.pdf'] : PDF file of station summary for Group 1 and Group 2 stations, monthly (472 pages)
DOI: 10.15468/dl.w2a3jf
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudosasa cantorii (Munro) Keng f.",
 "Year 1975-2025"
 ]
}

 The dataset includes 45 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008830-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbhxaw
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Locality is Goksu Delta",
 "PublishingCountry is Türkiye"
 ]
}

 The dataset includes 233 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008831-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbjrcm
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, Pakistan)",
 "TaxonKey is Carpodacus puniceus humii (Sharpe, 1888)"
 ]
}

 The dataset includes 29 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008832-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kmgzs
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "TaxonKey is Pisidium amnicum (O.F.Müller, 1774)"
 ]
}

 The dataset includes 92 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008833-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fa4w4d
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((104.25312100909184 18.37903054653156,104.25050204734777 18.403387090380907,104.24295428112643 18.42678752790815,104.23076607405326 18.448331977071454,104.21440472237272 18.467191629428925,104.19449866693544 18.482640732609912,104.1718133943094 18.494084632022783,104.14722194405276 18.50108277068932,104.12167116641055 18.503365740082426,104.09614505650434 18.500845707495216,104.07162661740813 18.49361980726193,104.04905976811179 18.481966362851903,104.02931280960127 18.466334092154888,104.01314489340179 18.447324726541083,104.00117680611311 18.42566973336569,103.99386719834246 18.40220206056525,103.99149515732036 18.377824011737967,103.99414976138476 18.353472503683495,104.00172697415073 18.330083051230154,104.0139339490457 18.30855386406746,104.0303005325638 18.28971142715979,104.05019748728888 18.274278871989566,104.07286071209168 18.26284833385132,104.09742052397291 18.255858335564763,104.1229348893741 18.253577046334176,104.14842535667289 18.256092043068985,104.17291434912147 18.26330695811031,104.19546243073744 18.27494514041029,104.21520415771337 18.29056019562079,104.23138117491213 18.309553013281352,104.24337131012705 18.331194645300172,104.25071255613169 18.35465417783009,104.25312100909184 18.37903054653156)))"
 ]
}

 The dataset includes 282 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008835-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5xuc6
title: Occurrence Download

description: A dataset containing 9353 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((100.26714576165536 7.651429201461387,100.26462355907995 7.677772471141704,100.2569977485558 7.703118677178493,100.24456050358816 7.726493650124896,100.22778911423518 7.746998799033119,100.20732775065909 7.763845689730962,100.18396276421227 7.776386411187782,100.15859246543017 7.784138552295309,100.13219254012058 7.786803816464928,100.10577844219608 7.78427954613803,100.08036622640921 7.776662704227453,100.05693334941066 7.76424615364322,100.03638097008623 7.747507377287992,100.01949921963741 7.727090076661554,100.00693679126474 7.703779365157661,99.99917602446662 7.67847152086091,99.99651443821459 7.65213947324365,99.99905341074948 7.625795360630318,100.00669442269545 7.60045160481559,100.01914298628603 7.577082002233456,100.03592008829756 7.556584326256287,100.0563806888389 7.539745873378662,100.07973855269034 7.527213270047586,100.10509645364965 7.519467691449053,100.13148059337294 7.516806435075312,100.15787792118844 7.519331548325993,100.18327493547312 7.52694593996275,100.20669649388462 7.539357120118763,100.22724316068162 7.55608842350424,100.24412567431474 7.576497286319696,100.25669522536312 7.599799879749596,100.26446838994815 7.625101161601306,100.26714576165536 7.651429201461387)))"
 ]
}

 The dataset includes 9353 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008837-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzd6zr
title: Occurrence Download

description: A dataset containing 808 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((104.98907955766093 17.373160321880622,104.98749763870381 17.38857288671439,104.98281399665986 17.403392873617857,104.97520796845555 17.41705055254315,104.96497141287593 17.429020757685656,104.95249756205395 17.438843116269194,104.93826593394276 17.44613979621413,104.92282388160162 17.450630082056612,104.90676549170553 17.4521412102484,104.89070865343297 17.450615039982434,104.87527119450482 17.4461102982043,104.86104701986486 17.43880031084353,104.84858318834786 17.428966309332015,104.83835882368686 17.416986574779727,104.83076668035086 17.40332184455705,104.82609807577211 17.388497550863516,104.8245317638211 17.373083582405112,104.82612716633207 17.357672353947482,104.8308222071636 17.342856030938016,104.83843581403104 17.329203785633663,104.84867497436258 17.31723995662316,104.86114605946592 17.307423945975863,104.87536997243403 17.300132619354127,104.89080053476441 17.295645877223148,104.90684540903604 17.294135943629552,104.92288876371123 17.29566077751218,104.93831482383399 17.300161855379244,104.95253141982923 17.307466409102155,104.96499264663812 17.31729403447481,104.97521977706131 17.329267421098056,104.98281963555817 17.34292679801461,104.98749973012927 17.35774754801355,104.98907955766093 17.373160321880622)))"
 ]
}

 The dataset includes 808 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008834-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2vsna
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((111.21329498960355 -0.872577622185269,111.21021219432072 -0.841087942564441,111.20108591071865 -0.810808687529934,111.18626694952479 -0.782903405162465,111.16632483533566 -0.758444409728817,111.14202592070211 -0.738371584411073,111.11430394336857 -0.723456269219752,111.08422415494994 -0.714271621581953,111.05294239670887 -0.711170589716834,111.02166069340274 -0.714272347044127,110.99158107129416 -0.723457710565747,110.96385937555323 -0.738373720066482,110.93956086238701 -0.758447201804724,110.9196192722944 -0.78290679418572,110.90480095586989 -0.810812587448413,110.89567542834996 -0.841092237327372,110.89259348171106 -0.872582165053957,110.8956736934604 -0.904072262029999,110.904797850413 -0.934352383956688,110.91961546560213 -0.962258850779813,110.93955721935156 -0.986719167912698,110.96385681399109 -1.006793250957427,110.99158040825827 -1.021709568424472,111.02166250437708 -1.030894810296355,111.0529469097552 -1.033995937884423,111.08423119662564 -1.030893763195099,111.11431294539483 -1.021707532767531,111.14203598712548 -1.006790338798487,111.16633486069902 -0.986715535356882,111.18627577075486 -0.962254685255716,111.20109247023458 -0.934347889731066,111.21021569006935 -0.904067645630676,111.21329498960355 -0.872577622185269)))"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008836-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq6jd3
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllostachys nigra (Lodd. ex Lindl.) Munro",
 "Year 1975-2025"
 ]
}

 The dataset includes 224 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008838-250415084134356/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.28794704
title: Dataset: AI vs Traditional Tactical Instruction (Crossover Experiment)

description: This dataset contains the experimental data collected for the study titled <i>"Comparing AI-assisted and traditional tactical instruction: A crossover experimental study among male college students."</i><br>The dataset includes participants’ scores on tactical knowledge comprehension, tactical decision-making ability, and learning satisfaction under both AI-assisted and traditional instruction conditions.<br>The data were collected through a crossover experimental design, with 43 male college students completing pre- and post-tests across two instructional phases.<br>All personally identifiable information has been removed. The dataset is provided in anonymized format and can be used for academic and replication purposes.
DOI: 10.6084/m9.figshare.28794704.v2
title: Dataset: AI vs Traditional Tactical Instruction (Crossover Experiment)

description: This dataset contains the experimental data collected for the study titled <i>"Comparing AI-assisted and traditional tactical instruction: A crossover experimental study among male college students."</i><br>The dataset includes participants’ scores on tactical knowledge comprehension, tactical decision-making ability, and learning satisfaction under both AI-assisted and traditional instruction conditions.<br>The data were collected through a crossover experimental design, with 43 male college students completing pre- and post-tests across two instructional phases.<br>All personally identifiable information has been removed. The dataset is provided in anonymized format and can be used for academic and replication purposes.
DOI: 10.6084/m9.figshare.28794704.v1
title: Dataset: AI vs Traditional Tactical Instruction (Crossover Experiment)

description: This dataset contains the experimental data collected for the study titled <i>"Comparing AI-assisted and traditional tactical instruction: A crossover experimental study among male college students."</i><br>The dataset includes participants’ scores on tactical knowledge comprehension, tactical decision-making ability, and learning satisfaction under both AI-assisted and traditional instruction conditions.<br>The data were collected through a crossover experimental design, with 43 male college students completing pre- and post-tests across two instructional phases.<br>All personally identifiable information has been removed. The dataset is provided in anonymized format and can be used for academic and replication purposes.
DOI: 10.15468/dl.9jpq7n
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllostachys bambusoides Siebold & Zucc.",
 "Year 1975-2025"
 ]
}

 The dataset includes 208 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008839-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqvwy7
title: Occurrence Download

description: A dataset containing 4120656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "Year 2015-2025"
 ]
}

 The dataset includes 4120656 records from 2362 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008829-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/2557
title: finance-alpaca
DOI: 10.34740/kaggle/dsv/8700050
title: SolarGeneration
DOI: 10.6084/m9.figshare.26045074
title: Data.xlsx

description: The data contained in each sheet is representing the concerned graphs in the manuscript.
DOI: 10.6084/m9.figshare.26045074.v1
title: Data.xlsx

description: The data contained in each sheet is representing the concerned graphs in the manuscript.
DOI: 10.15468/dl.kkpbwc
title: Occurrence Download

description: A dataset containing 82974 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parthenocissus quinquefolia (L.) Planch.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82974 records from 641 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075688-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11583300
title: Sandbench Data
DOI: 10.5281/zenodo.11583301
title: Sandbench Data
DOI: 10.6084/m9.figshare.26045086
title: Replication Package

description: Replication Package for ASE Submission
DOI: 10.6084/m9.figshare.26045086.v2
title: Replication Package

description: Replication Package for ASE Submission
DOI: 10.6084/m9.figshare.26045086.v1
title: LLM-Deprecated-API

description: Replication Package for ASE Submission
DOI: 10.15468/dl.aa7kcc
title: Occurrence Download

description: A dataset containing 51109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parthenocissus inserta (A.Kern.) Fritsch)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51109 records from 919 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075690-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb7abz
title: Occurrence Download

description: A dataset containing 6023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Amorphophallus Blume ex Decne."
 ]
}

 The dataset includes 6023 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011306-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p4q9m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Boophis marojezensis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082215-250717081556266/datasets/export for details.
DOI: 10.15468/dl.fk9ybd
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neogobius melanostomus",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082212-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.