cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/qeb-v4e-3vj
title: Tapanhuacanga laricoides (Mart. & Zucc.) P.L.R.Moraes

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.x3ejuf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leonurus sibiricus",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070733-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1py-gry-qsm
title: Psychotria thelophora Urb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ljy-5pg-7kr
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2af-nr7-esk
title: Ilex guianensis (Aubl.) Kuntze

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wey-fhb-4hq
title: Salix retusa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tfs-pnr-2lb
title: Salix sitchensis Sanson ex Bong.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.18672911
title: data generated and analysed during the study

description: data Availability
DOI: 10.15468/dl.tr4ad6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cleistocarpidium palustre)",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024783-260208012135463/datasets/export for details.
DOI: 10.15468/dl.df4sdu
title: Occurrence Download

description: A dataset containing 803 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Klebsormidium subtile"
 ]
}

 The dataset includes 803 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023894-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhcnzs
title: Occurrence Download

description: A dataset listing the 925 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((0.16092 47.23639,0.18044 47.2344,0.18442 47.23386,0.18971 47.23213,0.19245 47.23213,0.19571 47.2328,0.19815 47.23383,0.20323 47.23495,0.20494 47.23556,0.20655 47.2361,0.20828 47.23728,0.20959 47.23724,0.21154 47.23787,0.21681 47.2379,0.21829 47.23772,0.22018 47.23864,0.22065 47.23914,0.22193 47.23919,0.22281 47.24006,0.22409 47.23974,0.22625 47.24024,0.23018 47.24435,0.23544 47.24583,0.24024 47.24709,0.24584 47.24858,0.24761 47.24492,0.24855 47.24537,0.25413 47.24752,0.25936 47.25061,0.2648 47.25278,0.26478 47.25501,0.26425 47.25704,0.26354 47.26039,0.27316 47.26185,0.28118 47.26162,0.28112 47.26348,0.28335 47.2665,0.2821 47.2679,0.28114 47.26952,0.27996 47.27193,0.27511 47.26993,0.27222 47.26985,0.26715 47.26961,0.26254 47.26892,0.2604 47.26685,0.25628 47.26571,0.25429 47.26602,0.252 47.26539,0.24895 47.26602,0.2453 47.26498,0.24049 47.26519,0.23838 47.26458,0.23402 47.26437,0.22996 47.26376,0.22469 47.26253,0.22334 47.26121,0.21672 47.2607,0.21296 47.26172,0.2101 47.26059,0.20756 47.26093,0.2062 47.26017,0.20397 47.26068,0.19939 47.25883,0.19654 47.25757,0.19443 47.25824,0.1917 47.25799,0.18848 47.25799,0.18733 47.25715,0.1837 47.25642,0.17868 47.25508,0.17672 47.25582,0.17486 47.25533,0.17345 47.2557,0.17061 47.25622,0.16356 47.25666,0.16352 47.25452,0.16561 47.2537,0.16548 47.25216,0.16519 47.25119,0.16422 47.2502,0.16399 47.24905,0.16403 47.24805,0.16412 47.24765,0.16393 47.24724,0.16395 47.24687,0.16419 47.24639,0.16385 47.24637,0.16429 47.24574,0.16413 47.24528,0.16387 47.24526,0.16365 47.24473,0.16322 47.24355,0.16288 47.24311,0.16296 47.24271,0.16276 47.24205,0.16194 47.24231,0.16182 47.24211,0.16092 47.23639))",
 "HasGeospatialIssue is false",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "Year 2010-2025"
 ]
}

 The dataset's 925 records were derived from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023878-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17359397
title: Dataset for 'General First-Principles Approach to Crystals in Finite Magnetic Fields'

description: None.
DOI: 10.5281/zenodo.17359398
title: Dataset for 'General First-Principles Approach to Crystals in Finite Magnetic Fields'

description: None.
DOI: 10.5281/zenodo.15380253
title: Load Estimation in Onshore Wind Farms Using Surrogate Modelling and Generic Turbine Models

description: Load Estimation in Onshore Wind Farms Using Surrogate Modelling and Generic Turbine Models


This record provides all necessary materials to reproduce the analyses and results presented in our paper, currently under review, on wind farm load estimation.

 



The codebase — including data processing pipelines, analysis scripts, and visualization tools — is maintained separately on GitHub (see link below).



Dependencies



Python version: 3.11.1

This project uses a local copy of OpenOA v.2.3 (https://github.com/NREL/OpenOA). Other dependencies are listed in the requirements.txt



Usage
To reproduce the results, follow these steps:





Download the code repository (see link below).

Download the dataset from Zenodo.

Unzip data.zip and replace the existing data/ directory in the code repository.

Install the required dependencies.


The analysis workflow is organized in Jupyter notebooks:



01_proc_raw_data.ipynb: Initial data processing and cleaning

02_sampling.ipynb: Data sampling procedures

03_gpr_training.ipynb: Gaussian Process Regression model training

03_pce_training.ipynb: Polynomial Chaos Expansion model training

04_case_study.ipynb: Application and evaluation of models in case study



Data Structure


data/

case_study/





predictions.pkl: Stored model predictions for the case study analysis




models/



gpr_models.pickle: Trained Gaussian Process Regression models

pce_models.pickle: Trained Polynomial Chaos Expansion models



samples/





sample_set.npy: Output of the 02_sampling.ipynb notebook.




scada/





farmdata_*: Processed farmdata including all turbines, ready for application




simulation/



sample_sim_setup/: A set of representative openfast files for one simulation case.

casematrix.csv: Simulation case definitions. Transformed to .csv from `sample_set.npy`

surrogate_data.csv: Processed 10min load variables by case number



turbines/



IEA-3.4-130-RWT/: IEA reference wind turbine model files (https://github.com/IEAWindSystems/IEA-3.4-130-RWT)

Adapted RWT model/: Above model with minor changes to better fit case study.


 




Contact



Alexander Mönnig: alexander.moennig@alterric.com

Ulrich Römer: u.roemer@tu-braunschweig.de
DOI: 10.5281/zenodo.17333961
title: Load Estimation in Onshore Wind Farms Using Surrogate Modelling and Generic Turbine Models

description: Load Estimation in Onshore Wind Farms Using Surrogate Modelling and Generic Turbine Models


This record provides all necessary materials to reproduce the analyses and results presented in our paper, currently under review, on wind farm load estimation.

 



The codebase — including data processing pipelines, analysis scripts, and visualization tools — is maintained separately on GitHub (see link below).



Dependencies



Python version: 3.11.1

This project uses a local copy of OpenOA v.2.3 (https://github.com/NREL/OpenOA). Other dependencies are listed in the requirements.txt



Usage
To reproduce the results, follow these steps:





Download the code repository (see link below).

Download the dataset from Zenodo.

Unzip data.zip and replace the existing data/ directory in the code repository.

Install the required dependencies.


The analysis workflow is organized in Jupyter notebooks:



01_proc_raw_data.ipynb: Initial data processing and cleaning

02_sampling.ipynb: Data sampling procedures

03_gpr_training.ipynb: Gaussian Process Regression model training

03_pce_training.ipynb: Polynomial Chaos Expansion model training

04_case_study.ipynb: Application and evaluation of models in case study



Data Structure


data/

case_study/





predictions.pkl: Stored model predictions for the case study analysis




models/



gpr_models.pickle: Trained Gaussian Process Regression models

pce_models.pickle: Trained Polynomial Chaos Expansion models



samples/





sample_set.npy: Output of the 02_sampling.ipynb notebook.




scada/





farmdata_*: Processed farmdata including all turbines, ready for application




simulation/



sample_sim_setup/: A set of representative openfast files for one simulation case.

casematrix.csv: Simulation case definitions. Transformed to .csv from `sample_set.npy`

surrogate_data.csv: Processed 10min load variables by case number



turbines/



IEA-3.4-130-RWT/: IEA reference wind turbine model files (https://github.com/IEAWindSystems/IEA-3.4-130-RWT)

Adapted RWT model/: Above model with minor changes to better fit case study.


 




Contact



Alexander Mönnig: alexander.moennig@alterric.com

Ulrich Römer: u.roemer@tu-braunschweig.de
DOI: 10.17632/bvj9s7dvtb
title: Bioremediation of cytostatic pharmaceutical and personal care products and emerging technologies

description: The increased use of various PPCPs has resulted in the accumulation of these chemicals in environ
mental media such as air, water, and soil. Many of the chemicals listed as active ingredients in the
 majority of PPCPs are toxic and have the potential to bioaccumulate. As a result, strict regulation
 on the use of such compounds should be implemented to ensure a sustainable future. Because of
 the risks posed by PPCPs to human health and other living organisms, it is critical to limit their use
 and develop methods for removing them from the environment.
DOI: 10.17632/bvj9s7dvtb.1
title: Bioremediation of cytostatic pharmaceutical and personal care products and emerging technologies

description: The increased use of various PPCPs has resulted in the accumulation of these chemicals in environ
mental media such as air, water, and soil. Many of the chemicals listed as active ingredients in the
 majority of PPCPs are toxic and have the potential to bioaccumulate. As a result, strict regulation
 on the use of such compounds should be implemented to ensure a sustainable future. Because of
 the risks posed by PPCPs to human health and other living organisms, it is critical to limit their use
 and develop methods for removing them from the environment.
DOI: 10.15468/dl.5xy6pd
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala tinctoria Vahl"
 ]
}

 The dataset includes 71 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091918-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqtcdm
title: Occurrence Download

description: A dataset containing 953 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Packera schweinitziana (Nutt.) W.A.Weber & Á.Löve"
 ]
}

 The dataset includes 953 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058079-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tk2zen
title: Occurrence Download

description: A dataset containing 11809 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Acer saccharum Marshall"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2020",
 "DecimalLatitude is greater than or equal to 22.339412732063565",
 "DecimalLatitude is less than or equal to 56.47802094128505",
 "DecimalLongitude is greater than or equal to -89.38477198181909",
 "DecimalLongitude is less than or equal to -51.77540380141015",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11809 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022949-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zjtzf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Irena tweeddalii",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091920-230530130749713/datasets/export for details.
DOI: 10.15468/dl.kpmn39
title: Occurrence Download

description: A dataset containing 40872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroptera",
 "Country is Brazil"
 ]
}

 The dataset includes 40872 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025957-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peg3wy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Archaeorhizomyces borealis Menkis, T.Y.James & Rosling",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "GadmGid is USA.1_1",
 "GadmGid is USA.11_1",
 "GadmGid is USA.25_1",
 "GadmGid is USA.41_1",
 "GadmGid is USA.34_1",
 "GadmGid is USA.43_1",
 "GadmGid is USA.18_1",
 "GadmGid is USA.47_1",
 "GadmGid is USA.49_1",
 "GadmGid is USA.15_1",
 "GadmGid is USA.19_1",
 "GadmGid is USA.4_1",
 "GadmGid is USA.26_1",
 "GadmGid is USA.14_1",
 "GadmGid is USA.36_1",
 "GadmGid is USA.39_1",
 "GadmGid is USA.21_1",
 "GadmGid is USA.16_1",
 "GadmGid is USA.8_1",
 "GadmGid is USA.31_1"
 ]
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016875-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp8rd5
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 105 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021907-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.477wrx
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berkeleyomyces basicola (Berk. & Broome) W.J.Nel, Z.W.de Beer, T.A.Duong & M.J.Wingf.",
 {
 "not" : {
 "Country" : [
 "is United States of America"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is Canada"
 ]
 }
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 470 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128405-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vk2y3
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxytropis bryophila (Greene) Jurtzev"
 ]
}

 The dataset includes 546 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057094-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vdr46
title: Occurrence Download

description: A dataset containing 1428 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Packera werneriifolia (A.Gray) W.A.Weber & Á.Löve"
 ]
}

 The dataset includes 1428 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058090-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nr9ztw
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala usafuensis Gürke"
 ]
}

 The dataset includes 156 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091952-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9yvcy
title: Occurrence Download

description: A dataset containing 1126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Packera subnuda (DC.) Trock & T.M.Barkley"
 ]
}

 The dataset includes 1126 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058082-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xydyd
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Circus aeruginosus (Linnaeus, 1758)",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((10.947273 42.770383,10.947419 42.769054,10.947455 42.768619,10.945918 42.766618,10.941873 42.753578,10.935783 42.755238,10.932955 42.751194,10.93291 42.751208,10.932821 42.751105,10.927107 42.752781,10.926993 42.75342,10.926981 42.753431,10.92695 42.753659,10.926831 42.754326,10.926333 42.75471,10.925409 42.755015,10.925031 42.755492,10.923324 42.755919,10.921755 42.756018,10.920978 42.75632,10.9205 42.756763,10.918305 42.75727,10.918195 42.757355,10.918102 42.757376,10.917882 42.757546,10.916352 42.757884,10.91245 42.758771,10.907545 42.75987,10.904275 42.76059,10.902273 42.761132,10.901267 42.761227,10.900161 42.761519,10.899265 42.76173,10.898472 42.76186,10.894567 42.762668,10.892561 42.763054,10.892245 42.763013,10.891599 42.763151,10.89155 42.763199,10.890011 42.76613,10.894288 42.768432,10.895601 42.76915,10.896718 42.769695,10.898649 42.770332,10.900246 42.77094,10.901697 42.771479,10.903007 42.772127,10.904128 42.772813,10.91252 42.779824,10.91799 42.784294,10.922211 42.787781,10.923774 42.788847,10.925282 42.789667,10.92702 42.790166,10.929039 42.790519,10.931794 42.790667,10.934234 42.790696,10.935857 42.790598,10.937474 42.790289,10.939086 42.789839,10.940695 42.789283,10.941927 42.788945,10.942783 42.78879,10.943387 42.788739,10.943299 42.787356,10.943339 42.787066,10.943915 42.786621,10.946078 42.785064,10.946209 42.784518,10.946832 42.784037,10.948058 42.782351,10.948575 42.781618,10.949096 42.780993,10.949272 42.78101,10.94965 42.780933,10.949893 42.780953,10.949998 42.780912,10.95041 42.780514,10.95045 42.780083,10.950326 42.779537,10.950053 42.779307,10.950005 42.779284,10.949651 42.778335,10.947238 42.770824,10.947289 42.770434,10.947273 42.770383)))"
 ]
}

 The dataset includes 87 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025976-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqjmpb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Ixidia erythropthalmos",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091925-230530130749713/datasets/export for details.
DOI: 10.15468/dl.dh5mf4
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calibrachoa linearis (Hook.) Wijsman"
 ]
}

 The dataset includes 176 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008107-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcen9n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Islerothraupis rufiventer",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091927-230530130749713/datasets/export for details.
DOI: 10.15468/dl.xsgcyg
title: Occurrence Download

description: A dataset containing 2032 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Packera tampicana (DC.) C.Jeffrey"
 ]
}

 The dataset includes 2032 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058084-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s2q7g
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Harpalus australasiae Dejean, 1829)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 80 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068313-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.