cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2ffnej
title: Occurrence Download

description: A dataset containing 2011257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 2011257 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065970-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3wjxf
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus intermedius Troschel, 1865"
 ]
}

 The dataset includes 342 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106232-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3p8tqc
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Carpodacus mexicanus amplus Ridgway, 1876"
 ]
}

 The dataset includes 729 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157716-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cr6qpz
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Entomacrodus vermiculatus (Valenciennes, 1836)"
 ]
}

 The dataset includes 119 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058176-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg6wcc
title: Occurrence Download

description: A dataset containing 19395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphagnum fuscum (Schimp.) H.Klinggr."
 ]
}

 The dataset includes 19395 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155114-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6xq0q
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Switzerland",
 "Geometry POLYGON((32.83594 43.35075,29.95312 54.28576,38.39062 61.37147,45.42187 68.7332,38.39062 72.67007,15.89062 71.3683,4.35937 67.21765,-26.57813 67.08113,-28.33594 64.0299,-11.10938 59.19394,-13.92188 45.11385,-13.57031 35.77504,-4.42969 35.77504,7.52344 38.02387,14.20312 34.62598,18.77344 36.62611,26.50781 34.91477,25.80469 40.20573,32.83594 43.35075))",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011139-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjqany
title: Occurrence Download

description: A dataset containing 818965 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Numenius phaeopus (Linnaeus, 1758)"
 ]
}

 The dataset includes 818965 records from 548 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250564-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n78wqw
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sturisoma nigrirostrum Fowler, 1940"
 ]
}

 The dataset includes 148 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243566-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymrd7h
title: Occurrence Download

description: A dataset containing 76172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scrophularia auriculata L."
 ]
}

 The dataset includes 76172 records from 358 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216291-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ifyytm
title: Occurrence Download

description: A dataset containing 1641 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramonda myconi (L.) Rchb."
 ]
}

 The dataset includes 1641 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011139-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22yhmg
title: Occurrence Download

description: A dataset containing 14768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-146.60156 6.66461,-41.13281 6.66461,-41.13281 58.99531,-146.60156 58.99531,-146.60156 6.66461))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Castor canadensis Kuhl, 1820"
 ]
}

 The dataset includes 14768 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246813-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d464gw
title: Occurrence Download

description: A dataset containing 1031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((33.41793 24.19347,75.91305 24.19347,75.91305 41.20031,33.41793 41.20031,33.41793 24.19347))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera pardus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1031 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013490-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk4vpw
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bletia edwardsii Ames"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011922-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wau5v0
title: Occurrence Download

description: A dataset containing 418939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1950-2019",
 "TaxonKey is Dryobates nuttallii (Gambel, 1843)"
 ]
}

 The dataset includes 418939 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011139-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw97ak
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Balaenoptera omurai Wada, Oishi & Yamada, 2003"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241741-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84dssj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cephaloziella fragillima (Spruce) Fulford"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243557-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6smfh
title: Occurrence Download

description: A dataset containing 60534 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reseda luteola L."
 ]
}

 The dataset includes 60534 records from 508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216294-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqlctq
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kuwait",
 "TaxonKey is Euphorbia serpens Kunth"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011140-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgdy3j
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is India",
 "Country is Nepal",
 "Country is Bangladesh"
 ]
 },
 "TaxonKey is Anoplolepis gracilipes (Smith, 1857)"
 ]
}

 The dataset includes 61 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233316-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwx65y
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.83722 37.4814,-2.73731 37.4457,-2.70126 37.52307,-2.80392 37.53097,-2.83722 37.4814))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240747-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yeem96
title: Occurrence Download

description: A dataset containing 213999 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccyzus americanus (Linnaeus, 1758)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 2016",
 "Year is less than or equal to 2018",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 213999 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257304-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y54z3w
title: Occurrence Download

description: A dataset containing 22577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Celtis L."
 ]
}

 The dataset includes 22577 records from 451 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250187-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65drmz
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lavinia exilicauda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 448 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063306-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qh8f8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eupithecia phoeniceata",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063307-250920141307145/datasets/export for details.
DOI: 10.15468/dl.maun5y
title: Occurrence Download

description: A dataset containing 2119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eupithecia phoeniceata",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2119 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063308-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znedxz
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea ampla"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063311-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17201598
title: A Kokkos-Accelerated Moment Tensor Potential Implementation for LAMMPS

description: This repository provides benchmark data for: A Kokkos-Accelerated Moment Tensor Potential Implementation for LAMMPS. The benchmarking was conducted on a block of unstrained BCC potassium under NVE conditions with a 1-femtosecond timestep for 100 timesteps. The training data used is relatively simplistic and shared across all potentials, which may limit their accuracy outside of this benchmark. Default hyperparameters and cutoff distances were applied, resulting in a comparatively low number of neighbors per neighborhood. The results presented here are therefore intended as general guidance or scaling indicators and are expected to vary significantly with changes in the number of neighbors per neighborhood.

List of directories and files in dataset (zenodo.zip):





Potentials: Contains potentials used for inference (levels 6–28).




Active Learning Potentials: Contains active learning potentials (levels 6–28) for one to three species, including configuration and neighborhood mode.




Inference: Contains inference speed data for 1, 16, 32, and 64 AMD 7532 cores, as well as 1, 2, 3, and 4 NVIDIA A100 GPUs (40 GB). This directory also includes plotting scripts, some of which were partially developed using generative AI.




Active Learning: Contains active learning speed data for 1, 16, 32, and 64 AMD 7532 cores, and 1, 2, and 4 NVIDIA A100 GPUs (40 GB).




Active Learning Plotting: Contains plotting scripts for active learning speed data, some of which were partially developed using generative AI.




inference.lmp: Script used for benchmarking and example invocations.




active_learning.lmp: Script used for benchmarking and example invocations.



 

Example scripts for the 3 illustrative examples are also available (example_scripts.zip).
DOI: 10.15468/dl.t5jgdm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "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((-30 -90,0 -90,0 -60,-30 -60,-30 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063312-250920141307145/datasets/export for details.
DOI: 10.15468/dl.7pucvt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "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 -90,30 -90,30 -60,0 -60,0 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063313-250920141307145/datasets/export for details.
DOI: 10.15468/dl.r6nwtx
title: Occurrence Download

description: A dataset containing 49510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Terrapene carolina carolina",
 "Year 2010-2025"
 ]
}

 The dataset includes 49510 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063310-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17298933
title: RainSense_part3_medium_rain
DOI: 10.5281/zenodo.17298934
title: RainSense_part3_medium_rain
DOI: 10.15468/dl.ysjuut
title: Occurrence Download

description: A dataset containing 6598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catostomus catostomus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6598 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063316-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqw7z9
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "Year is 2014",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 30 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063314-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89w25w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "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 -90,90 -90,90 -60,60 -60,60 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063319-250920141307145/datasets/export for details.
DOI: 10.15468/dl.mt6fcn
title: Occurrence Download

description: A dataset containing 1656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Morella rubra)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1656 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063315-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4bfp8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoenicopteriformes)",
 "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((30 -90,60 -90,60 -60,30 -60,30 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063318-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17282838
title: RainSense_part2_light_rain
DOI: 10.5281/zenodo.17282839
title: RainSense_part2_light_rain
DOI: 10.15468/dl.4mupb2
title: Occurrence Download

description: A dataset containing 64862 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((-60 0,-30 0,-30 30,-60 30,-60 0))"
 ]
}

 The dataset includes 64862 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063235-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdpmw3
title: Occurrence Download

description: A dataset containing 37375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyralis farinalis"
 ]
}

 The dataset includes 37375 records from 392 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063317-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxswy5
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macaria liturata",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063320-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyxtn8
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.6_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tragopan caboti",
 "Year 2000-2025"
 ]
}

 The dataset includes 71 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063321-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7355v
title: Occurrence Download

description: A dataset containing 1904 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea anomala"
 ]
}

 The dataset includes 1904 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063322-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.