cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.n94ug6
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cirroteuthidae"
 ]
}

 The dataset includes 76 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246042-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ejepd
title: Occurrence Download

description: A dataset containing 1188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrrhura viridicata Todd, 1913, Pyrrhura viridicata Todd, 1913, Pyrrhura viridicata Todd, 1913)",
 "DecimalLatitude is greater than or equal to -14",
 "DecimalLatitude is less than or equal to 13",
 "DecimalLongitude is greater than or equal to -83",
 "DecimalLongitude is less than or equal to -60"
 ]
}

 The dataset includes 1188 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066673-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x9mph
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.925 53.075,4.975 53.075,4.975 53.125,4.925 53.125,4.925 53.075))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305509-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v5j23
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio mohavensis A.Gray",
 "Year 1899-2019"
 ]
}

 The dataset includes 668 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323314-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8pnpr
title: Occurrence Download

description: A dataset containing 4450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhamnaceae",
 "Year 2015-2021"
 ]
}

 The dataset includes 4450 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250281-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr7we6
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Procapra picticaudata Hodgson, 1846"
 ]
}

 The dataset includes 50 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312898-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j0yozs
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aetheorhiza bulbosa subsp. microcephala Rech.fil."
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007946-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhbs3u
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((76.99896 18.89340,130.00104 18.89340,130.00104 40.10660,76.99896 40.10660,76.99896 18.89340))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ottelia acuminata (Gagnep.) Dandy"
 ]
}

 The dataset includes 82 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323307-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fbp2r
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paraneetroplus synspilus (Hubbs, 1935)"
 ]
}

 The dataset includes 117 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248957-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vplnws
title: Occurrence Download

description: A dataset containing 36747 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fusarium Link, 1809"
 ]
}

 The dataset includes 36747 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007946-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9dkay
title: Occurrence Download

description: A dataset containing 479 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strigops habroptila G.R.Gray, 1845"
 ]
}

 The dataset includes 479 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250280-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cb4k7t
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((31.73907 -42.99103,163.26093 -42.99103,163.26093 48.99103,31.73907 48.99103,31.73907 -42.99103))",
 "HasCoordinate is true",
 "TaxonKey is Hydrophis cyanocinctus Daudin, 1803",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 104 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007946-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dm6tjb
title: Occurrence Download

description: A dataset containing 730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odocoileus virginianus (Zimmermann, 1780)",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 730 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000703-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42umcc
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porphyra abbottae"
 ]
}

 The dataset includes 237 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250295-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w227xw
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gossypium lanceolatum Tod.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052062-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7fvzm
title: Occurrence Download

description: A dataset containing 8209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ovis canadensis Shaw, 1804"
 ]
}

 The dataset includes 8209 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075063-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uxfnx
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliophyta",
 "Geometry POLYGON((10.277667 53.514745,10.277667 53.512015,10.281615 53.512015,10.281615 53.514745,10.277667 53.514745))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 178 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000703-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fazjzz
title: Occurrence Download

description: A dataset containing 119558 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((52.06128 19.85550,164.62395 19.85550,164.62395 64.85550,52.06128 64.85550,52.06128 19.85550))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Streptopelia orientalis (Latham, 1790)",
 "Year 1969-2021"
 ]
}

 The dataset includes 119558 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232070-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3na6n
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scaphiopus holbrookii (Harlan, 1835))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "Issue" : [
 "is Identified date unlikely"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Recorded date mismatch"
 ]
 }
 },
 "Country is not null",
 "Geometry POLYGON((-83.3723 36.9697,-82.1258 37.7777,-80.6327 37.7222,-78.3572 39.7272,-77.2465 39.4507,-76.691 38.4095,-74.8734 38.0419,-75.8597 36.2869,-83.8431 36.3829,-83.3723 36.9697))",
 "CoordinateUncertaintyInMeters is less than 2000"
 ]
}

 The dataset includes 227 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312906-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4faey
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombus atratus Franklin, 1913",
 "Country is Colombia"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000703-150827100048397/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttxs6a
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molva macrophthalma (Rafinesque, 1810)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 160 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080753-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgekc6
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dregea volubilis L.f."
 ]
}

 The dataset includes 137 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240810-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfukqk
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ephedra rupestris Benth."
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0318139-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6ceu3
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Dichrorampha aeratana (Pierce & Metcalfe, 1915)"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007947-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnhha6
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pharomachrus mocinno mocinno"
 ]
}

 The dataset includes 238 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000704-150306150734599/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8086508
title: Dataset - Downscaling ERA5 Wind Speed Data: A Machine Learning approach considering Topographic Influences

description: The dataset for paper: Downscaling ERA5 Wind Speed Data: A Machine Learning approach considering Topographic Influences
DOI: 10.5281/zenodo.8086507
title: Dataset - Downscaling ERA5 Wind Speed Data: A Machine Learning approach considering Topographic Influences

description: This dataset provides three products:

1. The topographic data.  

These data are provided as GeoTIFF files for Europe with 1km x 1km spatial resolution. These maps include:



Digital Elevation Model (DEM) map: Europe_DEM.tif

Slope map: Europe_slope.tif

Aspect map: Europe_aspect.tif

Topographic Position Index (TPI) with a 5 km radius map: Europe_TPI_5.tif

Topographic Position Index (TPI) with a 75 km radius map: Europe_TPI_75.tif

Terrain Diversity Index (TDI) map: Europe_TDI.tif


These data can be used as input maps for the preprocessing step. In addition, the two TPI maps can also be used in the regression process.

2. The resulting map of the preprocessing step. 

This map offers predictions on the quality of ERA5 data across Europe and is also provided as a GeoTIFF file with 1km x 1km spatial resolution under the name:



 Europe_classification.tif


In this map, Class1 represents a good ERA5 quality with an RMSE of less than 1.5 m/s, Class2 represents a moderate ERA5 quality with an RMSE bigger than 1.5 m/s but less than 3 m/s, while Class 3 indicates a poor ERA5 quality with an RMSE greater than 3 m/s.

3. The downscaled wind speed time series data. 

Europe has been divided into 64 equal area blocks to accommodate the large data size. Each downscaled dataset is provided as a NetCDF file, offering hourly wind speed time series for a year (8760 hours) at approximately 1km x 1km spatial resolution. Each NetCDF file has three dimensions: 'lon' representing longitude, 'lat' representing latitude, and 'time' representing the hour. The variable name for wind speed in the NetCDF file is 'WindSpeed'. The 'WindSpeed' variable is stored as an Int32 data type in the NetCDF file, with values multiplied by 10000 in order to significantly reduce the data size. To utilize this variable, please divide it by 10000.

For regions identified as Class1 and Class2, the downscaled wind speed is obtained through a simple nearest neighbour spatial interpolation of ERA5 due to the good quality of ERA5 in these regions. However, for the regions identified as Class3, the downscaled wind speed is derived using the machine learning-based regression approach described in the relevant publication. The geographic extent and the visual representation for each block are provided in 'Readme.pdf' document.

 

To cite this dataset, please cite our published paper in Environmental Research Letters (DOI: 10.1088/1748-9326/aceb0a)
DOI: 10.5281/zenodo.8100208
title: Dataset - Downscaling ERA5 Wind Speed Data: A Machine Learning approach considering Topographic Influences

description: This dataset provides three products:

1. The topographic data.  

These data are provided as GeoTIFF files for Europe with 1km x 1km spatial resolution. These maps include:



Digital Elevation Model (DEM) map: Europe_DEM.tif

Slope map: Europe_slope.tif

Aspect map: Europe_aspect.tif

Topographic Position Index (TPI) with a 5 km radius map: Europe_TPI_5.tif

Topographic Position Index (TPI) with a 75 km radius map: Europe_TPI_75.tif

Terrain Diversity Index (TDI) map: Europe_TDI.tif


These data can be used as input maps for the preprocessing step. In addition, the two TPI maps can also be used in the regression process.

2. The resulting map of the preprocessing step. 

This map offers predictions on the quality of ERA5 data across Europe and is also provided as a GeoTIFF file with 1km x 1km spatial resolution under the name:



 Europe_classification.tif


In this map, Class1 represents a good ERA5 quality with an RMSE of less than 1.5 m/s, Class2 represents a moderate ERA5 quality with an RMSE bigger than 1.5 m/s but less than 3 m/s, while Class 3 indicates a poor ERA5 quality with an RMSE greater than 3 m/s.

3. The downscaled wind speed time series data. 

Europe has been divided into 64 equal area blocks to accommodate the large data size. Each downscaled dataset is provided as a NetCDF file, offering hourly wind speed time series for a year (8760 hours) at approximately 1km x 1km spatial resolution. Each NetCDF file has three dimensions: 'lon' representing longitude, 'lat' representing latitude, and 'time' representing the hour. The variable name for wind speed in the NetCDF file is 'WindSpeed'. The 'WindSpeed' variable is stored as an Int32 data type in the NetCDF file, with values multiplied by 10000 in order to significantly reduce the data size. To utilize this variable, please divide it by 10000.

For regions identified as Class1 and Class2, the downscaled wind speed is obtained through a simple nearest neighbour spatial interpolation of ERA5 due to the good quality of ERA5 in these regions. However, for the regions identified as Class3, the downscaled wind speed is derived using the machine learning-based regression approach described in the relevant publication. The geographic extent and the visual representation for each block are provided in 'Readme.pdf' document.

 

To cite this dataset, please cite our published paper in Environmental Research Letters (DOI: 10.1088/1748-9326/aceb0a)
DOI: 10.15468/dl.ep5q4x
title: Occurrence Download

description: A dataset containing 4753 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apodemia mormo Felder, 1859"
 ]
}

 The dataset includes 4753 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286202-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uh38x4
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beaucarnea pliabilis (Baker) Rose"
 ]
}

 The dataset includes 194 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248131-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aanbso
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa scabrella Benth."
 ]
}

 The dataset includes 307 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000704-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6e7eq
title: Occurrence Download

description: A dataset containing 571 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Brazil",
 "Country is Peru",
 "Country is Ecuador",
 "Country is Colombia",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Bolivia (Plurinational State of)",
 "Country is French Guiana",
 "Country is Guyana",
 "Country is Argentina",
 "Country is Paraguay",
 "Country is Uruguay",
 "Country is Chile"
 ]
 },
 "Year 1998-2019",
 "HasCoordinate is true",
 "TaxonKey is Picumnus nebulosus Sundevall, 1866",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 571 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007947-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvzhyt
title: Occurrence Download

description: A dataset containing 49532 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 {
 "or" : [
 "Country is Hungary",
 "Country is Poland",
 "Country is Romania"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1799-2020"
 ]
}

 The dataset includes 49532 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297803-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vj9r5n
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelvicachromis pulcher (Boulenger, 1901)"
 ]
}

 The dataset includes 124 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248960-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5dz8h
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia calycina Benth."
 ]
}

 The dataset includes 109 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006772-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.