cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18673484
title: CONUS Gridded Reference Evapotranspiration Bias Correction: Inputs, Station Validation, and Outputs (gridMET/OpenET)

description: This Zenodo record archives the complete input data (Data/) and the full set of generated outputs (Plots/) associated with the GitHub repository Open-ET/gridMET-bias-correction.

What this record is for





To view the full study results without running any code: download and extract the Plots/ archive. All figures and intermediate plot products produced by the repository workflows are included.




To reproduce (re-create) the Plots/ outputs from scratch: you must set up the GitHub repository environment, extract this record’s Data/ archive into the repository Data/ directory, and run the analysis scripts provided in the repository.



Contents





Data/ (inputs): All datasets required by the analysis scripts (station time series, metadata, supporting layers, and intermediate inputs used by the workflows).




Plots/ (outputs): All figures and intermediate plot products generated by executing the repository scripts. This is provided so users can inspect results directly without executing the code.


 gridMET-bias-correction-1.0.0(source code): Python Source code of the code base that is used to reproduce all outputs from the inputs provided. This is the release of Open-ET/gridMET-bias-correction repository that was generated at the time of the first version of this record.


Reproducing the outputs (optional)

To regenerate the contents of Plots/:





Clone the GitHub repository: https://github.com/Open-ET/gridMET-bias-correction 




Create the software environment as described in the repository documentation.




Extract this record’s Data/ archive into the repository so the path is:





<repo_root>/Data/…






Run the analysis scripts in gridMET-bias-correction/gridmetbias/ to recreate the figures and other plot outputs.



Related manuscripts

This dataset supports two manuscripts:





Volk, J. M., Dunkerly, C., Majumdar, S., Huntington, J. L., Minor, B. A., Kim, Y., Morton, C. G., ReVelle, P., Kilic, A., Melton, F., Allen, R. G., Pearson, C., Purdy, A. J., & Caldwell, T. G. (2026). Assessing and Correcting Bias in Gridded Reference Evapotranspiration over Agricultural Lands Across the Contiguous United States. Under review in Agricultural Water Management. Preprint: https://doi.org/10.31223/X54F38




Dunkerly, C., Volk, J. M., Majumdar, S., Huntington, J. L., Allen, R. G., Pearson, C., Kim, Y., Morton, C. G., Minor, B. A., ReVelle, P., Kilic, A., Melton, F., Purdy, A. J., & Caldwell, T. G. (2026). A Benchmark Dataset of Agricultural Weather Stations over the Contiguous United States for Evapotranspiration Applications. Under review in Nature Scientific Data. Preprint: https://doi.org/10.31223/X56T9Z.



Related software





GitHub repository: https://github.com/Open-ET/gridMET-bias-correction
DOI: 10.25443/smu-za.31376710
title: <b>Understanding Parental Concerns on Oral Health Care Access Among School Children</b> <b>in Ga-Rankuwa: Cross-sectional study</b>

description: This dataset is drawn from a cross-sectional study conducted in 2024 in Ga-Rankuwa, South Africa, examining parental concerns and challenges related to children’s access to oral health services. Data were collected from parents/guardians of school-going children using a structured interviewer-administered questionnaire after ethical approval (TREC/123/2024: PG).The dataset includes anonymised responses on perceived barriers, knowledge of services, and suggested improvements. All identifying information has been removed. A codebook is provided to explain variable names and coding categories for ease of interpretation and reuse.
DOI: 10.25443/smu-za.31376710.v1
title: <b>Understanding Parental Concerns on Oral Health Care Access Among School Children</b> <b>in Ga-Rankuwa: Cross-sectional study</b>

description: This dataset is drawn from a cross-sectional study conducted in 2024 in Ga-Rankuwa, South Africa, examining parental concerns and challenges related to children’s access to oral health services. Data were collected from parents/guardians of school-going children using a structured interviewer-administered questionnaire after ethical approval (TREC/123/2024: PG).The dataset includes anonymised responses on perceived barriers, knowledge of services, and suggested improvements. All identifying information has been removed. A codebook is provided to explain variable names and coding categories for ease of interpretation and reuse.
DOI: 10.15468/dl.zaw543
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis siligorensis"
 ]
}

 The dataset includes 220 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032069-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge2edd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miroculis eldorado",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032070-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.15716.23687
title: Modello Excel per il calcolo dei punteggi WHODAS 2.0 (36-item e 32-item per non lavoratori/non studenti)
DOI: 10.14272/cbyosfcqmadopg-uhfffaoysa-n.1
title: Methyl [2,2'-bithiophene]-5-sulfonate
title: InChI=1S/C9H8O3S3/c1-12-15(10,11)9-5-4-8(14-9)7-3-2-6-13-7/h2-6H,1H3

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C9H8O3S3/c1-12-15(10,11)9-5-4-8(14-9)7-3-2-6-13-7/h2-6H,1H3, and canonical SMILES descriptor[cheminf_000007]: COS(=O)(=O)c1ccc(s1)c1cccs1, and by the IUPAC name[cheminf_000107]: .
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-61368

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 CHMO:0000470 | mass spectrometry (MS)
 
 CHMO:0000763 | attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.14272/cbyosfcqmadopg-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) ()
title: InChI=1S/C9H8O3S3/c1-12-15(10,11)9-5-4-8(14-9)7-3-2-6-13-7/h2-6H,1H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/cbyosfcqmadopg-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) ()
title: InChI=1S/C9H8O3S3/c1-12-15(10,11)9-5-4-8(14-9)7-3-2-6-13-7/h2-6H,1H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/cbyosfcqmadopg-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ()
title: InChI=1S/C9H8O3S3/c1-12-15(10,11)9-5-4-8(14-9)7-3-2-6-13-7/h2-6H,1H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/cbyosfcqmadopg-uhfffaoysa-n/chmo0000763
title: attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR) ()
title: InChI=1S/C9H8O3S3/c1-12-15(10,11)9-5-4-8(14-9)7-3-2-6-13-7/h2-6H,1H3

description: dataset for attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR)
DOI: 10.14272/pczrvribjphebb-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (tert-butyl 5-fluoroindole-1-carboxylate)
title: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/pczrvribjphebb-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (tert-butyl 5-fluoroindole-1-carboxylate)
title: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/pczrvribjphebb-uhfffaoysa-n/chmo0000597
title: 19F nuclear magnetic resonance spectroscopy (19F NMR) (tert-butyl 5-fluoroindole-1-carboxylate)
title: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3

description: dataset for 19F nuclear magnetic resonance spectroscopy (19F NMR)
DOI: 10.14272/pczrvribjphebb-uhfffaoysa-n.1
title: tert-butyl 5-fluoroindole-1-carboxylate
title: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3, and canonical SMILES descriptor[cheminf_000007]: Fc1ccc2c(c1)ccn2C(=O)OC(C)(C)C, and by the IUPAC name[cheminf_000107]: tert-butyl 5-fluoroindole-1-carboxylate.
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-61383

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 CHMO:0000597 | 19F nuclear magnetic resonance spectroscopy (19F NMR)
 
 CHMO:0000470 | mass spectrometry (MS)
 
 CHMO:0001075 | elemental analysis (EA)
 
 CHMO:0000763 | attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.14272/pczrvribjphebb-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) (tert-butyl 5-fluoroindole-1-carboxylate)
title: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/pczrvribjphebb-uhfffaoysa-n/chmo0000763
title: attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR) (tert-butyl 5-fluoroindole-1-carboxylate)
title: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3

description: dataset for attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR)
DOI: 10.14272/pczrvribjphebb-uhfffaoysa-n/chmo0001075
title: elemental analysis (EA) (tert-butyl 5-fluoroindole-1-carboxylate)
title: InChI=1S/C13H14FNO2/c1-13(2,3)17-12(16)15-7-6-9-8-10(14)4-5-11(9)15/h4-8H,1-3H3

description: dataset for elemental analysis (EA)
DOI: 10.15468/auqp62
title: EBMS Denmark 15 minute counts

description: European Butterfly Monitoring Scheme (EBMS) 15 minute count data for Denmark. The aim of the project is to collect data appropriate for analysis of population changes of Danish butterfly populations.

This dataset consists of counts of butterfly occurrences in 15 minute periods by the volunteers of the project. Counts are mainly made in the field season (1st April – 30th September). Butterflies are counted within the 5x5x5m box of the Pollard walk method (Pollard and Yates, 1993), route is not predetermined.

Counts are made with the Butterfly Count app or through the EBMS-website: https://butterfly-monitoring.net/

The project started in June 2023 and is still ongoing. Funding was provided by Aage V. Jensen Nature Foundation and 15. juni fonden.
DOI: 10.14272/vugzdcdkcwhwcr-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ()
title: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/vugzdcdkcwhwcr-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) ()
title: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/vugzdcdkcwhwcr-uhfffaoysa-n/chmo0000763
title: attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR) ()
title: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3

description: dataset for attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR)
DOI: 10.14272/vugzdcdkcwhwcr-uhfffaoysa-n/chmo0000597
title: 19F nuclear magnetic resonance spectroscopy (19F NMR) ()
title: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3

description: dataset for 19F nuclear magnetic resonance spectroscopy (19F NMR)
DOI: 10.14272/vugzdcdkcwhwcr-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) ()
title: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/vugzdcdkcwhwcr-uhfffaoysa-n/chmo0001075
title: elemental analysis (EA) ()
title: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3

description: dataset for elemental analysis (EA)
DOI: 10.14272/vugzdcdkcwhwcr-uhfffaoysa-n.1
title: tert-Butyl 5-fluoro-2-(methoxysulfonyl)-1H-indole-1-carboxylate
title: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C14H16FNO5S/c1-14(2,3)21-13(17)16-11-6-5-10(15)7-9(11)8-12(16)22(18,19)20-4/h5-8H,1-4H3, and canonical SMILES descriptor[cheminf_000007]: COS(=O)(=O)c1cc2c(n1C(=O)OC(C)(C)C)ccc(c2)F, and by the IUPAC name[cheminf_000107]: .
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-61391

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 83.6 - 84.0 (°C)
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 CHMO:0000597 | 19F nuclear magnetic resonance spectroscopy (19F NMR)
 
 CHMO:0000470 | mass spectrometry (MS)
 
 CHMO:0001075 | elemental analysis (EA)
 
 CHMO:0000763 | attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.5281/zenodo.18630889
title: Second-life LFP battery dataset

description: The dataset contains 23 second-life LFP batteries. The battery brand is LongTTech. The degradation history of these cells is unknown. Therefore, each battery was subjected to three capacity tests following the standard capacity testing protocol, and the final capacity was determined as the average of the three measurements. The capacity of each cell is indicated in the title of its corresponding dataset.

Each battery was then charged using a standard constant-current/constant-voltage (CC/CV) charging protocol, with a charging current of 1C and a constant voltage of 3.65 V. The charging temperature was maintained at 25 °C.

The dataset includes measurements of date, voltage, current, temperature, and SOC, with a sampling interval of 1 s. The SOC is calculated based on the nominal capacity.  The tests were performed using a Neware battery testing system (CTE-8008T-5V60A). The measurement accuracy of voltage and current is ±0.05%, and the temperature measurement accuracy is ±1 °C.
description: The reference code dv_prominence.m can identify peaks and valleys in SLBs_LFP. Put the script and datasets under the same folder to run the script.
DOI: 10.5281/zenodo.17534750
title: Second-life LFP battery dataset

description: The dataset contains 23 second-life LFP batteries. The battery brand is LongTTech. The degradation history of these cells is unknown. Therefore, each battery was subjected to three capacity tests following the standard capacity testing protocol, and the final capacity was determined as the average of the three measurements. The capacity of each cell is indicated in the title of its corresponding dataset.

Each battery was then charged using a standard constant-current/constant-voltage (CC/CV) charging protocol, with a charging current of 1C and a constant voltage of 3.65 V. The charging temperature was maintained at 25 °C.

The dataset includes measurements of date, voltage, current, temperature, and SOC, with a sampling interval of 1 s. The SOC is calculated based on the nominal capacity.  The tests were performed using a Neware battery testing system (CTE-8008T-5V60A). The measurement accuracy of voltage and current is ±0.05%, and the temperature measurement accuracy is ±1 °C.
description: The reference code dv_prominence.m can identify peaks and valleys in SLBs_LFP. Put the script and datasets under the same folder to run the script.
DOI: 10.5281/zenodo.18711241
title: Impact of humidity on aerosol growth from methanesulfonic acid
DOI: 10.5281/zenodo.18711242
title: Impact of humidity on aerosol growth from methanesulfonic acid
DOI: 10.15468/l1memj
title: Tree sparrow recovery project summary data, North West England, 2004-2010

description: The project was set up as a result of a massive decline in tree sparrow numbers which had fallen by 95% between 1970-1995. The project's main objective was to provide a good supply of seed to help support wintering birds, and nestboxes for breeding. Data was collected on a farm by farm basis. Feeding station sightings and additional sightings were recorded, nest box monitoring was also undertaken. 
 &lt;br /&gt;&lt;br /&gt;
 This summary dataset consists of : 1. the maximum number of nestboxes used by tree sparrow per farm per year, 2. the maximum number of tree sparrow seen at any one time during the breeding season per farm per year, 3. the maximum number of tree sparrow seen at any one time during the winter per farm per year. 
 &lt;br /&gt;&lt;br /&gt;
 Where the maximum number of recorded birds or nestboxes was uncertain, the Count Type has been marked as Estimate. The grid references refer to the centroids of sites (exact site boundaries are not available), the average site size is about 66 Ha. Data collection was mainly done by volunteers and sites visits have not always been regular.
DOI: 10.15468/dl.xnq38m
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miroculis mocidade",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032071-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/u1g4qi
title: NDFF Monitoring bats in attics

description: This guide describes the method for counting the number of hibernating bats in attics of large buildings, such as churches, monasteries, castles and country houses.
A standardised count is carried out annually by trained volunteers. The data is combined by the Dutch Mammal Society and, in collaboration with Statistics Netherlands, used to calculate population developments and trends.
Dataset available via https://www.ndff.nl/english / serviceteamndff@natuurloket.nl
Positive observations without zeros.
3,955 records (March 2018)
https://www.ndff.nl/overdendff/validatie/protocollen/17-202-monitoren-van-vleermuizen-op-zolders/
DOI: 10.15468/dl.jhu4w6
title: Occurrence Download

description: A dataset containing 82049 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zostera marina"
 ]
}

 The dataset includes 82049 records from 606 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031978-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/4cq38
title: Master narrative of economic growth: Irish parliamentary debate data

description: Analysis and coding of data in study on 'economic growth' and 'economic prosperity' in Irish parliamentary debate between 2020 and 2024
DOI: 10.15468/dl.369eus
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miroculis xavieri",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032072-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.