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

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Takhtajania perrieri"
 ]
}

 The dataset includes 66 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009033-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9dqhb
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Michigan Museum of Paleontology - Invertebrates",
 "EarliestPeriodOrLowestSystem is one of (Silurian, Ordovician)",
 "TaxonKey is Ostracoda"
 ]
}

 The dataset includes 131 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009035-250920141307145/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/13148356
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.q29h8b
title: Occurrence Download

description: A dataset containing 1087 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Inga spectabilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1087 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009034-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yw592g
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabidopsis halleri",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009040-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcz2ry
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009036-250920141307145/datasets/export for details.
DOI: 10.15468/dl.e9ca2s
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabidopsis halleri",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 54 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009037-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x32rdd
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009039-250920141307145/datasets/export for details.
DOI: 10.15468/dl.vzrs8t
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((70.26802 24.51472,112.73198 24.51472,112.73198 41.48528,70.26802 41.48528,70.26802 24.51472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Delphinium caeruleum",
 "Year 1000-2025"
 ]
}

 The dataset includes 429 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009041-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17184752
title: Supporting data for manuscript: "Active Δ-learning with universal potentials for global structure optimization"

description: Datasets and Python scripts supporting the findings presented in the manuscript "Active $\Delta$-learning with universal potentials for global structure optimization". 

Contained are scripts to reproduce the results using AGOX v. 3.10.2



rss_sript.py: Random Structure Search  AGOX script for $[\mathrm{Ag}_2\mathrm{S}]_X$ clusters. 

bh_script.py: Basin Hopping AGOX script for $[\mathrm{Ag}_2\mathrm{S}]_X$ clusters. 

gofee_script.py: GOFEE AGOX script for $[\mathrm{Ag}_2\mathrm{S}]_X$ clusters. 

rex_script.py: Replica Exchange X AGOX script for $[\mathrm{Ag}_2\mathrm{S}]_X$ clusters.

rss_surface_script.py: Random structure search AGOX script for $(\sqrt{7} \times \sqrt{7})$ Ag(111) sulfur reconstructed surface.

rex_surface_script.py: Replica Exchange X AGOX script for $(\sqrt{17} \times \sqrt{17})$ Ag(100) sulfur reconstructed surface.


And datasets: 



figure_2_ags_clusters/Ag<2*size>S<size>_<umlip>.xyz: Global minima configurations of Ag<2*size>S<size> clusters with different <umlip> for size = [4, 6, 8, 10, 12] and umlip = [chg, mace, mace_mpa].

figure_3_ags_clusters/ag16s8_<umlip>.xyz: Minima configurations for the $[\mathrm{Ag}_2\mathrm{S}]_8$ clusters.

figure_6_ag111_sq7xsq7/dft.xyz: DFT Global minimum configuration for the $(\sqrt{7} \times \sqrt{7})$ Ag(111) sulfur reconstructed surface.

figure_7_ag100_sq17xsq17/<mulip>.xyz: DFT, CHGNet, MACE-MP0 and MACE-MPA global minima configurations for the $(\sqrt{17} \times \sqrt{17})$ Ag(100) sulfur reconstructed surface.

figure_8_pretraining_data/training.xyz: Training data to pretrain $\Delta$-model for $(\sqrt{17} \times \sqrt{17})$ Ag(100) sulfur reconstructed surface. 

ag17x17.xyz: $(\sqrt{17} \times \sqrt{17})$ Ag(111) surface slab. 

ag7x7.xyz: $(\sqrt{7} \times \sqrt{7})$ Ag(100) surface slab. 

supplementary/supp_4/Ag<2*size>S<size>_<umlip>.xyz: Configurations of Ag<2*size>S<size> clusters with different <umlip> for size = [4, 6, 8, 10, 12] and umlip = [chg, mace_mp0, mace_mpa].
DOI: 10.6073/pasta/390888a5c8cf25ef4da4d789c7896f85
title: GRIME AI Water Segmentation Model for the USGS Monitoring Site Discovery Farms Waterway AO1 Near Antigo, WI, 2023-2024

description: Ground-based observations from fixed-mount cameras have the potential to fill an important role in environmental sensing, including direct measurement of water levels and qualitative observation of ecohydrological research sites. All of this is theoretically possible for anyone who can install a trail camera. Easy acquisition of ground-based imagery has resulted in millions of environmental images stored, some of which are public data, and many of which contain information that has yet to be used for scientific purposes. The goal of this project was to develop and document key image processing and machine learning workflows, primarily related to semi-automated image labeling, to increase the use and value of existing and emerging archives of imagery that is relevant to ecohydrological processes.
 
 This data package includes imagery, annotation files, water segmentation model and model performance plots, and model test results (overlay images and masks) for the USGS monitoring location Discovery Farms Waterway AO1 Near Antigo, WI (2023-2024). All imagery was acquired from the USGS Hydrologic Imagery Visualization and Information System (HIVIS; see https://apps.usgs.gov/hivis/camera/WI_AO1_STAFF for this specific data set) and/or the National Imagery Management System (NIMS) API.
 
 Water segmentation models were created by tuning the open-source Segment Anything Model 2 (SAM2, https://github.com/facebookresearch/sam2) using images that were annotated by team members on this project. The models were trained on the "water" annotations, but annotation files may include additional labels, such as "snow", "sky", and "unknown". Image annotation was done in Computer Vision Annotation Tool (CVAT) and exported in COCO format (.json).
 
 All model training and testing was completed in GaugeCam Remote Image Manager Educational Artificial Intelligence (GRIME AI, https://gaugecam.org/) software (Version: Beta 16). Model performance plots were automatically generated during this process.
 
 This project was conducted in 2023-2025 by collaborators at the University of Nebraska-Lincoln, University of Nebraska at Kearney, and the U.S. Geological Survey.
 
 This material is based upon work supported by the U.S. Geological Survey under Grant/Cooperative Agreement No. G23AC00141-00. The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the opinions or policies of the U.S. Geological Survey. Mention of trade names or commercial products does not constitute their endorsement by the U.S. Geological Survey. We gratefully acknowledge graduate student support from Daugherty Water for Food Global Institute at the University of Nebraska.
DOI: 10.5281/zenodo.17184916
title: Scallop Cliffs of NPLD of Mars

description: Shapefile of  identified 226 scalloped cliffs at 98 sites across the NPLD.
DOI: 10.15468/dl.jbqu45
title: Occurrence Download

description: A dataset containing 6818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea carnea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6818 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009044-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17184915
title: Scallop Cliffs of NPLD of Mars

description: Shapefile of  identified 226 scalloped cliffs at 98 sites across the NPLD.
DOI: 10.15468/dl.45r48n
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabis collina",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009046-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rg7fj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009045-250920141307145/datasets/export for details.
DOI: 10.15468/dl.bhh2yq
title: Occurrence Download

description: A dataset containing 5290053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyatheales, Blechnum brasiliense, Blechnum columbiense, Blechnum cycadifolium, Blechnum magellanicum, Blechnum moritzianum, Blechnum schomburgkii, Blechnum tabulare, Blechnum werckleanum, Blechnum discolor, Blechnum nudum, Blechnum, Blechnum gibbum, Blechnum vittatum, Lomariocycas, Diplazium esculentum, Diplazium dietrichianum, Diplazium striatastrum, Osmunda, Todea, Tracheophyta)",
 "Country is one of (Colombia, Madagascar, Papua New Guinea)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Year is greater than or equal to 1946"
 ]
}

 The dataset includes 5290053 records from 1166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008990-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zm63ad
title: Occurrence Download

description: A dataset containing 3805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Panthera tigris tigris"
 ]
}

 The dataset includes 3805 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007112-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqb3nb
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus camaldulensis Dehn."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007113-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szshtu
title: Occurrence Download

description: A dataset containing 1118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR",
 "OccurrenceStatus is Present",
 "TaxonKey is Podarcis muralis (Laurenti, 1768)"
 ]
}

 The dataset includes 1118 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007114-250402121839773/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.28130249
title: Mechanical properties of raw bamboo fiber-reinforced phosphogypsum-based composite cementitious materials and their strengthening mechanism

description: Phosphogypsum-based cementitious materials (PGCs) typically exhibit low strength and poor toughness when utilized as construction materials. This study explores the incorporation of raw bamboo fibers of varying lengths into PGCs at different ratios to develop raw bamboo fiber-reinforced phosphogypsum-based composite materials (BFRPGCs). Firstly, the influence of the water-cement ratio on the mechanical properties of BFRPGCs was investigated through a one-factor experimental approach, leading to the identification of an optimal water-cement ratio. Secondly, the effects of the length and content of raw bamboo fibers on the mechanical properties of BFRPGCs at this optimal water-cement ratio were examined, along with an exploration of the mechanisms by which raw bamboo fibers impact the mechanical properties of the composites, considering their damage modes. Finally, the microstructure of BFRPGCs was analyzed using scanning electron microscopy (SEM), which elucidated the mechanisms through which raw bamboo fibers influence the working and mechanical properties of the composites. The results demonstrated that the incorporation of raw bamboo fibers significantly enhanced the mechanical strength of the specimens. Specifically, when the length of the bamboo fibers was 12 mm and the doping amount was 1.0%, the compressive and flexural strengths of BFRPGCs reached their maxima at 28.99 MPa and 8.41 MPa, respectively. These values represent increases of 123.73% and 169.82% compared to the control group. Additionally, hydration-generated calcium silicate hydrate (C-S-H) gels and calcium aluminate (AFt) phases formed a skeletal support around the CaSO₄·2H₂O, reinforcing the matrix structure. Furthermore, numerous hydration products adhered to the surfaces of the raw bamboo fibers, resulting in enhanced adhesion between the fibers and the matrix. This study provides valuable insights for the research and application of fiber-reinforced phosphogypsum-based building materials.
DOI: 10.15468/dl.2d3wcx
title: Occurrence Download

description: A dataset containing 783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Macaca silenus (Linnaeus, 1758)"
 ]
}

 The dataset includes 783 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007115-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57meqv
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Ricinus communis L.",
 "Year 1903-2025"
 ]
}

 The dataset includes 170 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007116-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15162945
title: Dataset
DOI: 10.5281/zenodo.15162946
title: Dataset
DOI: 10.15468/dl.eeskyj
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus L'Hér."
 ]
}

 The dataset includes 90 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007117-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwk573
title: Occurrence Download

description: A dataset containing 3357224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3357224 records from 1698 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007109-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccrltgl
title: CCDC 703280: Experimental Crystal Structure Determination

description: Related Article: V.C.Purohit, A.S.Matla, D.Romo|2008|J.Am.Chem.Soc.|130|10478|doi:10.1021/ja803579z
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/ccrlthm
title: CCDC 703281: Experimental Crystal Structure Determination

description: Related Article: V.C.Purohit, A.S.Matla, D.Romo|2008|J.Am.Chem.Soc.|130|10478|doi:10.1021/ja803579z
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/ccrltkp
title: CCDC 703283: Experimental Crystal Structure Determination

description: Related Article: V.C.Purohit, A.S.Matla, D.Romo|2008|J.Am.Chem.Soc.|130|10478|doi:10.1021/ja803579z
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/ccrltlq
title: CCDC 703284: Experimental Crystal Structure Determination

description: Related Article: V.C.Purohit, A.S.Matla, D.Romo|2008|J.Am.Chem.Soc.|130|10478|doi:10.1021/ja803579z
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/ccrltns
title: CCDC 703286: Experimental Crystal Structure Determination

description: Related Article: V.C.Purohit, A.S.Matla, D.Romo|2008|J.Am.Chem.Soc.|130|10478|doi:10.1021/ja803579z
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/ccrltpt
title: CCDC 703287: Experimental Crystal Structure Determination

description: Related Article: V.C.Purohit, A.S.Matla, D.Romo|2008|J.Am.Chem.Soc.|130|10478|doi:10.1021/ja803579z
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/ccr6pyk
title: CCDC 691639: Experimental Crystal Structure Determination

description: Related Article: L.Busetto, F.Marchetti, R.Mazzoni, M.Salmi, S.Zacchini, V.Zanotti|2008|J.Organomet.Chem.|693|3191|doi:10.1016/j.jorganchem.2008.07.009
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/ccr6pzl
title: CCDC 691640: Experimental Crystal Structure Determination

description: Related Article: L.Busetto, F.Marchetti, R.Mazzoni, M.Salmi, S.Zacchini, V.Zanotti|2008|J.Organomet.Chem.|693|3191|doi:10.1016/j.jorganchem.2008.07.009
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: 10.15468/dl.d3ty4e
title: Occurrence Download

description: A dataset containing 7117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "Country is China",
 "GadmGid is CHN.2.1_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus corone",
 "Year 2010-2025"
 ]
}

 The dataset includes 7117 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037441-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.