cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13909078
title: Merged HLS2 and GEDI data for estimating canopy height with IBM's granite-geospatial-canopyheight model

description: This dataset contains merged Harmonized Landsat-Sentinel 2 (HLS2) (L30 only) and Global Ecosystem Dynamics Investigation (GEDI) L2A data following CRS:4326. It has been assembled for estimating canopy height with a fine-tuned granite geospatial foundation model developed by IBM Research. Please see https://huggingface.co/ibm-granite/granite-geospatial-canopyheight for more information on data preparation and model use.

HLS2—Masek, J., J. Ju, J. Roger, S. Skakun, E. Vermote, M. Claverie, J. Dungan, Z. Yin, B. Freitag, C. Justice. HLS Sentinel-2 MSI Surface Reflectance Daily Global 30m v2.0. 2021, distributed by NASA EOSDIS Land Processes DAAC, https://doi.org/10.5067/HLS/HLSS30.002 

GEDI L2A—Lee, J., S. Favrichon, S. Mauceri, Y. Yang, J. Armston, and S. Saatchi. 2023. Addressing underestimation in global forest structure mapping. https://doi.org/10.22541/essoar.167276451.10705079/v1
DOI: 10.5281/zenodo.14044865
title: Merged HLS2 and GEDI data for estimating canopy height with IBM's granite-geospatial-canopyheight model

description: This dataset contains merged Harmonized Landsat-Sentinel 2 (HLS2) (L30 only) and Global Ecosystem Dynamics Investigation (GEDI) L2A data following CRS:4326. It has been assembled for estimating canopy height with a fine-tuned granite geospatial foundation model developed by IBM Research. Please see https://huggingface.co/ibm-granite/granite-geospatial-canopyheight for more information on data preparation and model use.

HLS2—Masek, J., J. Ju, J. Roger, S. Skakun, E. Vermote, M. Claverie, J. Dungan, Z. Yin, B. Freitag, C. Justice. HLS Sentinel-2 MSI Surface Reflectance Daily Global 30m v2.0. 2021, distributed by NASA EOSDIS Land Processes DAAC, https://doi.org/10.5067/HLS/HLSS30.002 

GEDI L2A—Lee, J., S. Favrichon, S. Mauceri, Y. Yang, J. Armston, and S. Saatchi. 2023. Addressing underestimation in global forest structure mapping. https://doi.org/10.22541/essoar.167276451.10705079/v1
DOI: 10.15468/dl.ns8urq
title: Occurrence Download

description: A dataset containing 1661486 species occurrences available in GBIF matching the query:
{
 "FamilyKey" : [
 "is Cupressaceae"
 ]
}

 The dataset includes 1661486 records from 3097 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027081-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pdiqa
title: Occurrence Download

description: A dataset containing 4415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Congo",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 4415 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007942-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jvft3
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jatropha tropaeolifolia Pax"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034796-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cyuyb
title: Occurrence Download

description: A dataset containing 4319 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Annona muricata L.)"
 ]
}

 The dataset includes 4319 records from 438 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043260-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ohrvk
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pareas margaritophorus (Jan, 1866)"
 ]
}

 The dataset includes 227 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007942-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgk9kv
title: Occurrence Download

description: A dataset containing 94842 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Greater London Habitat Survey tree data"
 ]
}

 The dataset includes 94842 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043264-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pn63j
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris odontostyla B.Mathew & Wendelbo"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034823-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7v3c6m
title: Occurrence Download

description: A dataset containing 556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adiantum wattii (Bedd.) Baker"
 ]
}

 The dataset includes 556 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016632-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wfrvt
title: Occurrence Download

description: A dataset containing 2519 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selaginella uliginosa (Labill.) Spring"
 ]
}

 The dataset includes 2519 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007943-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vk9nfq
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jeffreya petitiana (Lisowski) Beentje"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034853-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgt35b
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Chinese Taipei, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tetracentron sinense Oliv."
 ]
}

 The dataset includes 376 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043265-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.356wdp
title: Occurrence Download

description: A dataset containing 2973 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenosaura hemilopha (Cope, 1863)"
 ]
}

 The dataset includes 2973 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034836-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzdskm
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harpia harpyja (Linnaeus, 1758)",
 "Country is Colombia"
 ]
}

 The dataset includes 52 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007944-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2avpu6
title: Occurrence Download

description: A dataset containing 2848 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Spea intermontana (Cope, 1883)"
 ]
}

 The dataset includes 2848 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042135-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry554p
title: Occurrence Download

description: A dataset containing 1273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris pallida Lam."
 ]
}

 The dataset includes 1273 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034855-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9pfqc
title: Occurrence Download

description: A dataset containing 33858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 10000.0",
 "Geometry POLYGON((-125.55609 24.95091,-59.3994 24.95091,-59.3994 48.95408,-125.55609 48.95408,-125.55609 24.95091))",
 "HasCoordinate is true",
 "TaxonKey is Canis latrans Say, 1823"
 ]
}

 The dataset includes 33858 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042173-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr23ny
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe leblanciae Raym.-Hamet"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034901-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92pmyf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fuerstia bartsioides (Baker) G.Taylor"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051362-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwetha
title: Occurrence Download

description: A dataset containing 307051 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Castanea sativa Mill.)"
 ]
}

 The dataset includes 307051 records from 1430 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043261-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gx7s8h
title: Occurrence Download

description: A dataset containing 962 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogogyne douglasii Benth."
 ]
}

 The dataset includes 962 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004283-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zeha6
title: Occurrence Download

description: A dataset containing 1427 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juncus atratus Krock."
 ]
}

 The dataset includes 1427 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004284-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4xj8q
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogogyne floribunda Jokerst"
 ]
}

 The dataset includes 199 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004285-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq443k
title: Occurrence Download

description: A dataset containing 9912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.64631 44.18939,1.62776 44.13689,1.7877 44.08614,1.84005 44.17991,1.71292 44.20919,1.64631 44.18939))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 9912 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004286-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2af59y
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogogyne nudiuscula A.Gray"
 ]
}

 The dataset includes 289 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004288-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2rkta
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "TaxonKey is Stenotaphrum micranthum (Desv.) C.E.Hubb."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004289-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11403192
title: Robust quantum dots charge autotuning using neural network uncertainty - Output data

description: Outputs of the model training and the offline autotuning experiments presented in the paper: "Robust quantum dots charge autotuning using neural network uncertainty".

For convenience, the results are splitted in several zipped files:



run_outputs_light.zip: contains only settings and results text files (sufficient for compiling result tables).

run_outputs_full_scan.zip: contains complete scan of the diagrams (for qualitative analyse)

run_outputs_part<N>.zip: contains all autotuning simulation output, grouped by seed (images and video output types might vary between seeds)


Each folder in the zipped files represent a run that includes:



log file

plots / images

run settings

performance results

pytorch model parameters


See README.txt for more information about the file strucutre.
DOI: 10.17603/ds2n10s
title: LEAP-UCD-2017 Experiments (Liquefaction Experiments and Analysis Projects)

description: Twenty-four centrifuge model tests of liquefaction and lateral spreading, performed as part of a round robin test program, are shared and compared in this archive. Please see the general report section of the published project for an overview comparison and background of all of the experiments. One document in the report (with “ReadMe” in the file name) describes the organization of the data archive. The comparisons presented in the general report section will serve as an index to help the users find individual experiments of interest. This data from 24 model tests is published as nine separate experiments in this archive (one experiment per centrifuge facility). Each "experiment" includes two or three model tests and each model test includes between one and three destructive shaking events. All of the tests modeled a 4 m thick deposit of Ottawa F-65 sand with a 5-degree surface slope in a rigid box. The tests covered a range of ground motion intensities and a range of relative densities to define the median response and the sensitivity of the response to relative density and shaking intensity. The nine centrifuge facilities involved in this test program included Cambridge University (UK), Ehime University (Japan), IFSTTAR (France), NCU (Taiwan), KAIST (Korea), Kyoto University (Japan), RPI (USA), UC Davis (USA), and Zhejiang University (China).
DOI: 10.17632/hnm5sczn45.3
title: A multiscale accuracy assessment of moisture content predictions using time-lapse electrical resistivity tomography in mine tailings

description: Accurate and large-scale assessment of volumetric water content (VWC) plays a critical role in mining waste monitoring to mitigate the geotechnical and environmental risks they can represent. In recent years, time-lapse electrical resistivity tomography (TL-ERT) has emerged as a promising monitoring approach that can be used in combination with traditional invasive and point-measurements techniques to predict VWC in mine tailings across larger scales. Generally, the bulk electrical conductivity (EC) imaged using TL-ERT is converted into VWC in the field using petrophysical relationships that have been calibrated in the laboratory at sample scales. This study is the first to assess the scale effect on the accuracy of ERT-predicted VWC in mine tailings. Simultaneous and co-located monitoring of bulk EC and VWC are carried out in mine tailings at five different scales, ranging from a few centimeters sample-scale cells to a 20 m-long experimental cover in the field. At each scale, the hydrogeophysical datasets are used to calibrate an Archie petrophysical model, which is used to predict VWC from TL-ERT data at the other scales. Overall, the accuracy of ERT-predicted VWC is ±0.03 m3∕m3 at the scales studied, and the petrophysical models determined at sample-scale in the laboratory remain valid at larger scales. Notably, the impact of temperature and pore water EC evolution plays a major role in VWC predictions at the field scale (tenfold reduction of accuracy) and, therefore, must be properly taken into account during the TL-ERT data processing using complementary hydrogeological sensors. Based on these results, we suggest that future studies using TL-ERT to predict VWC in mine tailings could use sample-scale laboratory apparatus similar to the electrical resistivity Tempe cell presented here to calibrate petrophysical models and carefully upscale them to field monitoring applications.
DOI: 10.17909/62eg-0f60
title: And III acs/wfc observations

description: ACS/WFC observations used in And-III proper-motion study by Casetti-Dinescu et al.
DOI: 10.17909/r78a-kn48
title: And III wfpc2 observations

description: WFPC2 observations used in And-III proper-motion study by Casetti-Dinescu et al.
DOI: 10.25318/9810030301-eng
title: Citizenship by visible minority and immigrant status and period of immigration: Canada, provinces and territories and federal electoral districts (2013 Representation Order)

description: Data on citizenship by visible minority and immigrant status and period of immigration, age and gender for the population in private households in Canada, provinces and territories, and federal electoral districts.
DOI: 10.25423/cmcc/medsea_multiyear_phy_006_004_e3r1i
title: Mediterranean Sea Physical Reanalysis INTERIM (CMEMS MED-Currents, E3R1i system)
title: MEDSEA_MULTIYEAR_PHY_006_004-INTERIM

description: The Mediterranean Forecasting System, physical reanalysis INTERIM dataset, is provided by means of a hydrodynamic model, supplied by the Nucleous for European Modelling of the Ocean (NEMO v3.6), with a variational data assimilation scheme (OceanVAR) for temperature and salinity vertical profiles and satellite Sea Level Anomaly along track data, assimilating Near Real Time Observations. The model horizontal grid resolution is 1/24˚ (ca. 4-5 km) and the unevenly spaced vertical levels are 141.
DOI: 10.25850/nioz/7b.b.xh
title: VMADCP data for validation of SCARIBOS model

description: Bertoncelj et al. Ocean Sciences Flow patterns, hotspots and connectivity of land-derived substances at the sea surface of Curaçao in the Southern Caribbean The South Caribbean Island of Curaçao is abundant in coral reef communities, but they are declining. Land-derived nutrients and pollutants are a potential contributing factor to this decline, as these substances after entering the ocean, can be transported towards reef sites by ocean currents. To study the movement of the substances and their potential impact on coral reefs, we developed SCARIBOS, a fine-resolution hydrodynamic model of the South CARIBbean Ocean System, with a 1/100° resolution. SCARIBOS covers the period from April 2020 to March 2024 (excluding spin-up time) to analyse flow patterns within that period around the close proximity of Curaçao. Furthermore, SCARIBOS is used as hydrodynamic input for Lagrangian particle tracking analysis with the Parcels framework, where we assess the distribution of positively buoyant substances and explore connectivity within Curaçao’s coastlines as well as with nearby regions of Aruba, Bonaire, the Venezuelan islands, and a portion of the Venezuelan mainland. Results reveal two dominant processes: the northwest-directed Caribbean Current and weaker cyclonic eddies moving in the opposite direction. These flow patterns influence hotspot locations of higher substance concentrations observed during eddy events. Our analysis also highlights increased particle accumulation of land-derived substances in the northwest of Curaçao, corresponding to the prevailing currents. While the focus is on land-derived nutrients and pollutants, this methodology can be extended to study other particle types such as plastic debris and coral larvae, providing valuable insights for marine conservation efforts and environmental management.