cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13819663
title: Probabilistic Data Generating Process-based Crop Type Map for the EU 2010-2020

description: General Description

This dataset consists of probabilistic crop type maps for the EU-28 for the years 2010-2020 that distinguish 28 crop types at 1km resolution (EPSG:3035). The maps were generated using the Data Generating Process-based procedure developed by Baumert, Heckelei and Storm (2024) [https://doi.org/10.1016/j.ecoinf.2024.102836]. We refer to this paper for details on the generation and validation of the maps. The code used to create the maps including a detailed list of the input data can be found here: GitHub - JoBaumert/Probabilistic_Crop_Mapping_EU . 

Downloadable Data

The file “EU_expected_crop_shares.zip” consists of 11 raster files, one for each year from 2010 – 2020. The raster files indicate the expected shares for each of the 28 distinguished crop types in a grid cell for the entire EU-28 (see readme.txt contained in the zipped folder). Note that this raster file does not contain uncertainty information.

The other 28 zip files contain the entire crop map ensemble (i.e., including uncertainty information), each for one of the EU countries and the United Kingdom. Each of those zip files contain 11 raster files, one for each year from 2010 – 2020. Each raster file has 2830 bands: the first two bands indicate the weight of the cell (proportional to the utilized agricultural area in a cell) and the estimated number of agricultural fields in a cell, respectively. The next 28 bands indicate the expected shares for each of the 28 crops in the respective cell. The remaining 2800 bands compose the crop type map ensemble, i.e., 100 simulated crop shares for each of the 28 crops. The zipped country folder also includes a csv file named “bands” that describes which band refers to which crop. Note that all crop shares were multiplied by 1000 when writing them to the raster files (saving them as integers requires less storage capacity), i.e., if a crop share is 0.325 or 32.5% it will appear as 325 in the raster files. 

The distinguished crops are (with abbreviation used in "bands.csv"):



Apples and other fruits, nuts and berries (APPL+OFRU)

Barley (BARL)

Citrus fruits (CITR)

Durum wheat (DWHE)

Flowers and ornamental plants (FLOW)

Grassland (GRAS)

Maize (both green maize as well as grain maize, LMAIZ)

Rape and turnip (LRAPE)

Nurseries (NURS)

Oats (OATS)

Other cereals (OCER)

Other permanent crops (OCRO)

Other forage plants (OFAR)

Other industrial plants (OIND)

Olives (OLIVGR)

Rice (PARI)

Potatoes (POTA)

Pulses (PULS)

Fodder roots and brassicas (ROOF)

Rye (RYEM)

Soybeans (SOYA)

Sugar beets (SUGB)

Sunflowers (SUNF)

Soft/common wheat (SWHE)

Other oilseeds and fibre crops (TEXT)

Tobacco (TOBA)

Fresh vegetables, melons, strawberries (TOMA+OVEG)

Vineyards (VINY)
DOI: 10.5281/zenodo.13819664
title: Probabilistic Data Generating Process-based Crop Type Map for the EU 2010-2020

description: General Description

This dataset consists of probabilistic crop type maps for the EU-28 for the years 2010-2020 that distinguish 28 crop types at 1km resolution (EPSG:3035). The maps were generated using the Data Generating Process-based procedure developed by Baumert, Heckelei and Storm (2024) [https://doi.org/10.1016/j.ecoinf.2024.102836]. We refer to this paper for details on the generation and validation of the maps. The code used to create the maps including a detailed list of the input data can be found here: GitHub - JoBaumert/Probabilistic_Crop_Mapping_EU . 

Downloadable Data

The file “EU_expected_crop_shares.zip” consists of 11 raster files, one for each year from 2010 – 2020. The raster files indicate the expected shares for each of the 28 distinguished crop types in a grid cell for the entire EU-28 (see readme.txt contained in the zipped folder). Note that this raster file does not contain uncertainty information.

The other 28 zip files contain the entire crop map ensemble (i.e., including uncertainty information), each for one of the EU countries and the United Kingdom. Each of those zip files contain 11 raster files, one for each year from 2010 – 2020. Each raster file has 2830 bands: the first two bands indicate the weight of the cell (proportional to the utilized agricultural area in a cell) and the estimated number of agricultural fields in a cell, respectively. The next 28 bands indicate the expected shares for each of the 28 crops in the respective cell. The remaining 2800 bands compose the crop type map ensemble, i.e., 100 simulated crop shares for each of the 28 crops. The zipped country folder also includes a csv file named “bands” that describes which band refers to which crop. Note that all crop shares were multiplied by 1000 when writing them to the raster files (saving them as integers requires less storage capacity), i.e., if a crop share is 0.325 or 32.5% it will appear as 325 in the raster files. 

The distinguished crops are (with abbreviation used in "bands.csv"):



Apples and other fruits, nuts and berries (APPL+OFRU)

Barley (BARL)

Citrus fruits (CITR)

Durum wheat (DWHE)

Flowers and ornamental plants (FLOW)

Grassland (GRAS)

Maize (both green maize as well as grain maize, LMAIZ)

Rape and turnip (LRAPE)

Nurseries (NURS)

Oats (OATS)

Other cereals (OCER)

Other permanent crops (OCRO)

Other forage plants (OFAR)

Other industrial plants (OIND)

Olives (OLIVGR)

Rice (PARI)

Potatoes (POTA)

Pulses (PULS)

Fodder roots and brassicas (ROOF)

Rye (RYEM)

Soybeans (SOYA)

Sugar beets (SUGB)

Sunflowers (SUNF)

Soft/common wheat (SWHE)

Other oilseeds and fibre crops (TEXT)

Tobacco (TOBA)

Fresh vegetables, melons, strawberries (TOMA+OVEG)

Vineyards (VINY)
DOI: 10.15468/dl.j4266b
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ambystoma silvense",
 "Year 1948-2025"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026292-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7reux
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Utiaritichthys esguiceroi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 55 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026293-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf4nud
title: Occurrence Download

description: A dataset containing 19099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodinocichla rosea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 19099 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026294-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/rvk1ri
title: DSS-2021

description: Ram's Head orchid data sheet scans for 2021.
DOI: 10.15468/dl.keq3dd
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD2503"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026296-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4s4jpg
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhizothera longirostris)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 199 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026297-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhe3zf
title: Occurrence Download

description: A dataset containing 1308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhipidura threnothorax)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1308 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026298-250802193616735/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.29856519
title: The Efficacy and Safety of Prostaglandin E1 in the Management of Ischemic Retinal and Optic Nerve Diseases: A Systematic Review

description: To evaluate the efficacy and safety of intravenous prostaglandin E1 (PGE1) for the management of ischemic retinal and optic nerve diseases. Our protocol was registered prospectively on PROSPERO (CRD42024524166). We searched 4 electronic databases [PubMed, Scopus, Web of Science, and Google Scholar] to retrieve all studies reported using PGE1 for patients with including CRAO, BRAO, A-AION, A-PION, ischemia in high myopia, NA-PION, and PAMM. We conducted a Wilcoxon signed-rank test to assess the effect of PGE1 on the visual acuity (VA) of included subjects. VA change was utilized to assess the degree of VA improvement. We assessed the quality of the included studies using the JBI tool. We included a total of 12 studies with a total of 30 cases. Age ranged from 40 to 97years with a mean of 66.77years for 15 females and 15 males. The most presented disease was CRAO (60%), followed by BRAO (10%), ischemia with high myopia (10%), non-arteritic posterior ischemic optic neuropathy (10%), arteritic posterior ischemic optic neuropathy (3.3%), arteritic anterior ischemic optic neuropathy (3.3%) and PAMM (3.3%). Time from symptoms onset to presentation was reported only in 25 cases (83.3%) with a median of 8hours. Wilcoxon signed-rank test revealed significant improvement in visual acuity after IV PGE1 treatment (V = 465, <i>p</i> &lt; .05). Our analysis revealed preliminary evidence suggesting that IV PGE1 May be a potentially safe and effective treatment for improving VA in patients with posterior segment ischemia.
DOI: 10.6084/m9.figshare.29856519.v1
title: The Efficacy and Safety of Prostaglandin E1 in the Management of Ischemic Retinal and Optic Nerve Diseases: A Systematic Review

description: To evaluate the efficacy and safety of intravenous prostaglandin E1 (PGE1) for the management of ischemic retinal and optic nerve diseases. Our protocol was registered prospectively on PROSPERO (CRD42024524166). We searched 4 electronic databases [PubMed, Scopus, Web of Science, and Google Scholar] to retrieve all studies reported using PGE1 for patients with including CRAO, BRAO, A-AION, A-PION, ischemia in high myopia, NA-PION, and PAMM. We conducted a Wilcoxon signed-rank test to assess the effect of PGE1 on the visual acuity (VA) of included subjects. VA change was utilized to assess the degree of VA improvement. We assessed the quality of the included studies using the JBI tool. We included a total of 12 studies with a total of 30 cases. Age ranged from 40 to 97years with a mean of 66.77years for 15 females and 15 males. The most presented disease was CRAO (60%), followed by BRAO (10%), ischemia with high myopia (10%), non-arteritic posterior ischemic optic neuropathy (10%), arteritic posterior ischemic optic neuropathy (3.3%), arteritic anterior ischemic optic neuropathy (3.3%) and PAMM (3.3%). Time from symptoms onset to presentation was reported only in 25 cases (83.3%) with a median of 8hours. Wilcoxon signed-rank test revealed significant improvement in visual acuity after IV PGE1 treatment (V = 465, <i>p</i> &lt; .05). Our analysis revealed preliminary evidence suggesting that IV PGE1 May be a potentially safe and effective treatment for improving VA in patients with posterior segment ischemia.
DOI: 10.15468/dl.56fygh
title: Occurrence Download

description: A dataset containing 337648 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nigerian Bird Atlas Project (Adhoc Records)"
 ]
}

 The dataset includes 337648 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026284-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d55n38
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis arcanus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026299-250802193616735/datasets/export for details.
DOI: 10.15468/dl.bsxw9h
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anoplocapros gibbosus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026300-250802193616735/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.29649986
title: dat2.with.niches.norm.Robj

description: This is a processed spatial data for package "PathwayEmbed".
DOI: 10.6084/m9.figshare.29649986.v1
title: dat2.with.niches.norm.Robj

description: This is a processed spatial data for package "PathwayEmbed".
DOI: 10.15468/dl.m3exwm
title: Occurrence Download

description: A dataset listing the 57 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Phytoplankton microscopic observations from the FjordPhyto Citizen Science Project of the 2016-2017 Antarctic season"
 ]
}

 The dataset's 57 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026288-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xc9hwq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodonessa caryophyllacea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026301-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25800/fp0g-j613
title: DSA-110 Data for Candidate Fast Radio Burst 221116aaab

description: Data associated with DSA-110 candidate transient.
DOI: 10.15468/dl.q385vc
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodopechys alienus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026302-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ec7rew
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acerana grayi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026304-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4z28yr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gymnostomus horai)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026303-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6544dg
title: Occurrence Download

description: A dataset containing 225504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Galium boreale"
 ]
}

 The dataset includes 225504 records from 716 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026229-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16764177
title: Planck-Scale Black Hole Remnants as Dark Matter and the Emergence of Dark Energy via Quantum Decay

description: “Independent Researcher”
DOI: 10.5281/zenodo.16764178
title: Planck-Scale Black Hole Remnants as Dark Matter and the Emergence of Dark Energy via Quantum Decay

description: “Independent Researcher”
DOI: 10.15468/dl.xdqcmm
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Anguilla",
 "HasCoordinate is true",
 "Elevation is greater than or equal to -1000m",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 123 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026305-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dn5q6
title: Occurrence Download

description: A dataset containing 4684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodospingus cruentus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 4684 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026307-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bayggg
title: Occurrence Download

description: A dataset containing 16782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodopis vesper)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 16782 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026306-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yje98
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ostracion lenticularis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026308-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbrzxt
title: Occurrence Download

description: A dataset containing 408290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Cormobates leucophaea)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 408290 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026277-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6h5pge
title: Occurrence Download

description: A dataset containing 2971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma velasci"
 ]
}

 The dataset includes 2971 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026309-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kv6h3s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypsopanchax catenatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026310-250802193616735/datasets/export for details.
DOI: 10.15468/dl.gvbkms
title: Occurrence Download

description: A dataset containing 5305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodophoneus cruentus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 5305 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026312-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh5cvq
title: Occurrence Download

description: A dataset containing 23516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhopocichla atriceps)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 23516 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026313-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.