cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14756024
title: Laboratory data of bed topography, grain size, water depth and flow velocity along alternate bars

description: Experiments performed in a 24-meter-long flume with fixed straight and fixed banks, with erodible bed composed by a mixture of sediments. In each experiment, water discharge Q is kept fixed. Sediment supply is adjusted to maintain overall equilibrium with the initial channel slope S=1%. All data refer to the final equilibrium state.

Two experimental series:



MW40: channel width W=40 cm, mean grain size 1.22 mm

MW60: channel width W=60 cm, mean grain size 1.29 mm


Five types of products (geotiff format, spatial resolution 0.5x0.5 mm):



Ortophotos (RGB), obtained from Structure-from-Motion photogrammetry

Elevation model (DEM) [m], obtained from Structure-from-Motion photogrammetry

Grain size maps (d50) [mm], obtained from image analysis

Water depth maps (depth) [m], obtained from 2-D shallow water simulations

Shear stress maps (tau) [Pa], obtained from 2-D shallow water simulations

Water velocity field (velocity) [m/s], obtained from 2-D shallow water simulations


File "Grain_size_samples.csv" contains data on the 24 sediment samples used to calibrate the method for automated grain size extraction from images.

For details see: Redolfi, M., Ragno, N., Welber, M., & Bertoldi, W. (2025). Grain size sorting and steady bars formation in straight channels - Part 1. Laboratory experiments. Journal of Geophysical Research: Earth Surface (submitted).

The laboratory experiments were supported by the project GLORI, funded by the Autonomous Province of Bolzano-Bozen. We thank Francesco Boeri, Michele Portogallo and the staff of the Hydraulic Laboratory for their help in the execution of the experiments.
DOI: 10.15468/dl.vm25se
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Palorus depressus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009132-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utv3e3
title: Occurrence Download

description: A dataset containing 2252 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-6.05759 36.73779,1.99953 36.73779,1.99953 39.96396,-6.05759 39.96396,-6.05759 36.73779))",
 "Geometry POLYGON((-3.2857 37.25478,-0.03238 37.25478,-0.03238 39.23877,-3.2857 39.23877,-3.2857 37.25478))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cinclus cinclus"
 ]
}

 The dataset includes 2252 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021495-260208012135463/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/14855470
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ujd2r7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zygophyllum mongolicum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021496-260208012135463/datasets/export for details.
DOI: 10.15468/dl.kc3c7e
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aextoxicon punctatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 125 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021497-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.972226
title: Occurrence Download

description: A dataset containing 3919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Continent derived from coordinates, Coordinate rounded)",
 "OccurrenceStatus is Present",
 "TaxonKey is Acridotheres tristis",
 "Year 1970-2026"
 ]
}

 The dataset includes 3919 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021498-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18654318
title: Pyricularia oryzae PRJNA302732
DOI: 10.15468/dl.uscw4y
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berberidopsis beckleri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 131 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021499-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6dxnr
title: Occurrence Download

description: A dataset containing 81253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ceramica pisi"
 ]
}

 The dataset includes 81253 records from 292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021483-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk7b7k
title: Occurrence Download

description: A dataset containing 7166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hylurgus ligniperda"
 ]
}

 The dataset includes 7166 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021500-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18481172
title: Cholesterol Biosynthesis is a Targetable Vulnerability of CEBPA-mutant Acute Myeloid Leukemia
DOI: 10.5281/zenodo.18481173
title: Cholesterol Biosynthesis is a Targetable Vulnerability of CEBPA-mutant Acute Myeloid Leukemia
DOI: 10.15468/dl.gqffkk
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Streptothamnus moorei",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 52 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021501-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7r6cyg
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxytropis proboscidea"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021503-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zntx5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buxus sempervirens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021505-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkhycg
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catopuma temminckii"
 ]
}

 The dataset includes 353 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021506-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fj3kee
title: Occurrence Download

description: A dataset containing 36438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acanthoptila nipalensis, Turdoides nipalensis, Aegithalos iouschistos, Carpodacus roborowskii, Carpodacus thura, Crossoptilon harmani, Emberiza koslowi, Fulvetta ludlowi, Garrulax bieti, Liocichla bugunorum, Lophophorus sclateri, Montifringilla adamsi, Montifringilla henrici, Jabouilleia naungmungensis, Ophrysia superciliosa, Perdix hodgsoniae, Babax koslowi, Ianthocincla koslowi, Babax waddelli, Ianthocincla waddelli, Sitta victoriae, Spelaeornis longicaudatus, Tragopan satyra, Trochalopteron henrici, Trochalopteron imbricatum)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36438 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021507-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf7hcq
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Didymeles perrieri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 165 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021508-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3egr3
title: Occurrence Download

description: A dataset containing 3814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Madhuca longifolia",
 "GadmGid is IND"
 ]
}

 The dataset includes 3814 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021509-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18655405
title: Data for a paper entitled 'Temporal evolution of the environmental footprints of intensive farming across England'

description: This Excel workbook contains the data used for the production of the following figures in a paper enetitled ' Temporal evolution of the environmental footprints of intensive farming across England':

Fig 1: Water Management Catchments across England and the mapped coverage of farmland modelled in each.

Fig 3: The spatial patterns of relative changes in areal specific GWP20, EP and AP in 2021, relative to 2010.

Fig 4: Monthly average concentrations of nitrate, phosphorus and suspended solids in the three modelled years based on filtered monitoring data from the UK water quality data archive (https://environment.data.gov.uk/water-quality/view/landing)

Table S1: Conversion coefficients for CO2-equivalent emissions (kg) from the farm use of fuels and fertilisers. 

Table S2: Estimted relative changes of farming production expressed in monetary values, relative to 2010.
DOI: 10.5281/zenodo.15835558
title: Data for a paper entitled 'Temporal evolution of the environmental footprints of intensive farming across England'

description: This Excel workbook contains the data used for the production of the following figures in a paper enetitled ' Temporal evolution of the environmental footprints of intensive farming across England':

Fig 1: Water Management Catchments across England and the mapped coverage of farmland modelled in each.

Fig 3: The spatial patterns of relative changes in areal specific GWP20, EP and AP in 2021, relative to 2010.

Fig 4: Monthly average concentrations of nitrate, phosphorus and suspended solids in the three modelled years based on filtered monitoring data from the UK water quality data archive (https://environment.data.gov.uk/water-quality/view/landing)

Table S1: Conversion coefficients for CO2-equivalent emissions (kg) from the farm use of fuels and fertilisers. 

Table S2: Estimted relative changes of farming production expressed in monetary values, relative to 2010.
DOI: 10.15468/dl.geaejz
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxytropis ochrocephala"
 ]
}

 The dataset includes 269 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021510-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7juzsb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anagallis arvensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021489-260208012135463/datasets/export for details.
DOI: 10.15468/dl.r8s724
title: Occurrence Download

description: A dataset containing 847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pachysandra terminalis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 847 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021511-260208012135463/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.31124179
title: Intensifying drought risk weakens vegetation resilience in global drylands

description: Monitoring changes in drought-induced vegetation loss risk and ecosystem resilience is crucial for understanding the stability of dryland ecosystems under a warming climate. Using long-term satellite vegetation indices and hydroclimatic drivers, we mapped historical drought-induced vegetation loss risk and vegetation resilience across global drylands and projected their future changes under CMIP6 SSP scenarios. We further applied machine-learning models to quantify the relative importance of key drivers and to support attribution of resilience changes. These analyses advance mechanistic understanding of drought-driven risk and resilience dynamics, supporting dryland ecological restoration and adaptive management.
DOI: 10.6084/m9.figshare.31124179.v2
title: Intensifying drought risk weakens vegetation resilience in global drylands

description: Monitoring changes in drought-induced vegetation loss risk and ecosystem resilience is crucial for understanding the stability of dryland ecosystems under a warming climate. Using long-term satellite vegetation indices and hydroclimatic drivers, we mapped historical drought-induced vegetation loss risk and vegetation resilience across global drylands and projected their future changes under CMIP6 SSP scenarios. We further applied machine-learning models to quantify the relative importance of key drivers and to support attribution of resilience changes. These analyses advance mechanistic understanding of drought-driven risk and resilience dynamics, supporting dryland ecological restoration and adaptive management.
DOI: 10.5281/zenodo.18654755
title: A high-yield protein expression platform in the unicellular red alga Cyanidioschyzon merolae
DOI: 10.5281/zenodo.18654756
title: A high-yield protein expression platform in the unicellular red alga Cyanidioschyzon merolae
DOI: 10.15468/dl.dyc4ju
title: Occurrence Download

description: A dataset containing 3748 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaerephon plicatus"
 ]
}

 The dataset includes 3748 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021512-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pavd3u
title: Occurrence Download

description: A dataset containing 883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achatocarpus nigricans",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 883 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021513-260208012135463/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.30122284.v1
title: Data and code for: A universal scaling law of intra-urban inequality

description: Data and code for: A universal scaling law of intra-urban inequality
DOI: 10.15468/dl.8j5bsg
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chiropodomys gliroides"
 ]
}

 The dataset includes 380 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021514-260208012135463/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.31345315.v1
title: Impacts of Unoccupied Aerial Systems navigation and sensor technology on ultra-shallow bathymetry mapping

description: Unoccupied Aerial Systems (UAS) have emerged as powerful tools for ultra-shallow (&lt;2 m) bathymetric mapping using Structure-from-Motion (SfM) or spectrally derived bathymetry (SDB) based methods. However, the impact of equipment selection on the accuracy of bathymetric maps created through these methods is not well characterized. This study investigates how different UAS navigation and imaging sensors impact bathymetric accuracy and whether this differs for SfM- and SDB-based methods. We assessed five common UAS across two coral reef habitats. real-time kinematics or post-processing kinematics based positioning was critical for accurate SfM-based bathymetry (RMSE = 0.14 ± 0.02 m). However, shallow water adaptations of Stumpf’s band ratio trained on as few as 10 ground truth samples consistently outperformed SfM, regardless of the UAS configuration (RMSE = 0.11 ± 0.003 m). Spectrally trained support vector machines and single-layer neural networks demonstrated the strongest performance (RMSE = 0.09 ± 0.005 m) but required 200 ground truth measurements to reach such accuracies. Multispectral sensors improved the accuracy of spectrally derived bathymetric maps, but broadband RGB cameras also performed well (RMSE difference ≤0.06 m). SfM-derived bathymetry could be combined with spectral models to improve bathymetry reconstruction in texture-poor sand habitats. However, the overall accuracy of such combined models remained constrained by the accuracy of the original SfM reconstruction. Ultimately, Stumpf’s band ratio using the red image band as the denominator provided the most practical and accurate method for UAS-based ultra-shallow bathymetry retrieval when ground truth data was sparse, while spectral machine learning models performed the best when ground truth data were abundant.
DOI: 10.6084/m9.figshare.31345315
title: Impacts of Unoccupied Aerial Systems navigation and sensor technology on ultra-shallow bathymetry mapping

description: Unoccupied Aerial Systems (UAS) have emerged as powerful tools for ultra-shallow (&lt;2 m) bathymetric mapping using Structure-from-Motion (SfM) or spectrally derived bathymetry (SDB) based methods. However, the impact of equipment selection on the accuracy of bathymetric maps created through these methods is not well characterized. This study investigates how different UAS navigation and imaging sensors impact bathymetric accuracy and whether this differs for SfM- and SDB-based methods. We assessed five common UAS across two coral reef habitats. real-time kinematics or post-processing kinematics based positioning was critical for accurate SfM-based bathymetry (RMSE = 0.14 ± 0.02 m). However, shallow water adaptations of Stumpf’s band ratio trained on as few as 10 ground truth samples consistently outperformed SfM, regardless of the UAS configuration (RMSE = 0.11 ± 0.003 m). Spectrally trained support vector machines and single-layer neural networks demonstrated the strongest performance (RMSE = 0.09 ± 0.005 m) but required 200 ground truth measurements to reach such accuracies. Multispectral sensors improved the accuracy of spectrally derived bathymetric maps, but broadband RGB cameras also performed well (RMSE difference ≤0.06 m). SfM-derived bathymetry could be combined with spectral models to improve bathymetry reconstruction in texture-poor sand habitats. However, the overall accuracy of such combined models remained constrained by the accuracy of the original SfM reconstruction. Ultimately, Stumpf’s band ratio using the red image band as the denominator provided the most practical and accurate method for UAS-based ultra-shallow bathymetry retrieval when ground truth data was sparse, while spectral machine learning models performed the best when ground truth data were abundant.
DOI: 10.15468/dl.ry7ryq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrodon parvifolius",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021515-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14469/hpc/15141
title: FAIR Data Table. S4 and S5 systems.

description: FAIR Data table showing NBOs.
DOI: 10.15468/dl.3fe3r9
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cremnomys cutchicus"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021517-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rrrya
title: Occurrence Download

description: A dataset containing 25167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "GadmGid is IND.29_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 25167 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021516-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71726/je9udqvq
title: BirdLife/Wirambi Landcare Tree Martin (Petrochelidon nigricans) Survey

description: Over a five-month period, from September 2024 to January 2025, vehicle-based surveys of street power poles identified 33 Tree Martin nests, 30 of which were in the cross bars of street power poles. Most of the nests were close to remnant, native vegetation (52%) or urban parkland (21%), and almost half of all nests were within 500m of a wetland (48%).