cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15045629
title: When Tools Overlook Domain Knowledge: An Empirical Study of Refactoring in Scientific Software

description: Abstract

Refactoring is a critical process for improving code quality, but anecdotal evidence has shown that refactoring in scientific software (Sci-SW ) is not always feasible. The inherently exploratory nature of Sci-OSS development, characterized by evolving requirements and limited adoption of traditional software engineering practices, could present significant challenges to refactoring. However, there is no systematic study exploring refactoring practices in Sci-OSS. To bridge this gap, we explore the effectiveness of three state-of-the-art refactoring detection tools: RefDiff (C), RefactoringMiner (Java), and PyRef (Python) to detect refactorings in scientific open-source software (Sci-OSS). Our findings reveal that these tools have significant limitations, detecting fewer refactorings in Sci-OSS than non-scientific OSS (Non-Sci-OSS). Through a mixed-method approach, we identified seven new types of refactorings in Sci-OSS, with 67.54% of undetected refactorings requiring domain knowledge. To complement our analysis of the refactoring code changes, we conducted surveys with 47 practitioners experienced in refactoring Sci-OSS and 14 follow-up interviews to gain deeper insights into the associated challenges. Our results revealed seven novel challenges for Sci-OSS-refactoring, including a domain knowledge gap. These findings emphasize the necessity for specialized tools and strategies to support refactoring in Sci-OSS effectively

Replication instructions

The project is written in Python 3.12.0

The requirements file contains all the necessary packages to run the project.To install the required packages, run the following command:



pip install -r requirements.txt


Once the required packages are installed, 

To download refactoring data from GitHub, 



    1. Add your GitHub API token in RQ1/scripts/mysettings.py    2. Run the download_data_from_github.py file in the RQ1/scripts folder.


This should download all the required files necessary to the data folder from GitHub

Once you have all the data, then install the refactoring detection tools:The installation instructions are listed below:



    - For PyRef: https://github.com/PyRef/PyRef    - For RefactoringMiner3.0: https://github.com/tsantalis/RefactoringMiner    - For RefDiff2.0: https://github.com/aserg-ufmg/RefDiff


Once you have the refactoring detection tools installed. Please change the execution path in their respective script file:For example, change the pyref execution path in pyref_script.py file in RQ1/scripts folder.

Once you have changed the execution paths, you should be able to run the refactoring detection tool on all the collected data.

The detection tools will create a JSON file with the list of detected refactorings for every refactoring instance with the name format as 'repo_name_issue_number'.

you can now run all files in the RQ1/scripts folder to replicate the results.
DOI: 10.48597/8msq-9ye6
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/nxhd-3hq3
title: Measurement of PM mass at Kårvatn

description: Measurement of PM mass at Kårvatn
DOI: 10.48597/p3sw-2n3z
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/54x3-xq9g
title: Organic_carbon at Kårvatn

description: Measurement of Organic_carbon at Kårvatn
DOI: 10.48597/cses-xcxy
title: Measurement of Organic_carbon at Kårvatn

description: Measurement of Organic_carbon at Kårvatn
DOI: 10.48597/vu2x-jdbv
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/35qz-mh75
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/3jqs-xfwj
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/6g7v-e3pb
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/c2hc-s8hm
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/e58g-9xsx
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/ehjp-2zw4
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/ftcj-zzub
title: OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/gma7-b9he
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/jks9-5u7a
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/qwb2-abxn
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/w9cq-3rhk
title: OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/zswm-zg48
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/jsde-e5pm
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.48597/sgzx-eayw
title: Measurement of Organic_carbon at Kårvatn

description: Measurement of Organic_carbon at Kårvatn
DOI: 10.48597/wkx4-9rkj
title: Measurement of OC/EC at Kårvatn

description: Measurement of OC/EC at Kårvatn
DOI: 10.15468/dl.4b3jkt
title: Occurrence Download

description: A dataset containing 16764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is Observation.org, Nature data from around the World",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola odorata L.",
 "Year 2005-2025"
 ]
}

 The dataset includes 16764 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014969-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/de7d9c123d7147e3
title: Custom collection of ice water content, and liquid water content data from Ny-Ålesund between 1 Jan and 31 Dec 2017
DOI: 10.15468/dl.wr2bgk
title: Occurrence Download

description: A dataset containing 15888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)"
 ]
}

 The dataset includes 15888 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014970-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/v21m-n939
title: Recurring, High-Precision Radio Channel Measurements in a Controlled Time-Varying Industrial Workshop Environment

description: To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added. To be added.
DOI: 10.15468/dl.an4tdn
title: Occurrence Download

description: A dataset containing 104356531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "SpeciesKey is not null",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "License" : [
 "is one of (CC-BY-NC 4.0)"
 ]
 }
 },
 {
 "and" : [
 "Year is greater than 2005",
 "Year is less than or equal to 2010"
 ]
 }
 ]
}

 The dataset includes 104356531 records from 2001 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014950-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwx2bv
title: Occurrence Download

description: A dataset listing the 74 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Angola",
 "Geometry POLYGON((13.73947 -11.40066,13.91142 -11.40066,13.91142 -11.2607,13.73947 -11.2607,13.73947 -11.40066))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 74 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012748-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmw5g2
title: Occurrence Download

description: A dataset containing 91475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podicipediformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 -60,30 -60,30 -30,0 -30,0 -60))"
 ]
}

 The dataset includes 91475 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060354-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jhf-tsd-5xr
title: Elephantidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.f5bbnc
title: Occurrence Download

description: A dataset containing 381553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((83.50235 23.56362,88.50236 23.56362,93.50236 23.56362,93.50236 18.56362,98.50236 18.56362,103.50236 18.56362,103.50236 13.56362,103.50236 8.56362,103.50236 3.56362,103.50236 -1.43638,108.50236 -1.43638,113.50236 -1.43638,113.50236 3.56362,118.50236 3.56362,118.50236 8.56362,123.50236 8.56362,123.50236 13.56362,123.50236 18.56362,128.50236 18.56362,128.50236 23.56362,133.50236 23.56362,133.50236 28.56362,133.50236 33.56362,128.50236 33.56362,128.50236 38.56362,133.50236 38.56362,133.50236 43.56362,138.50236 43.56362,138.50236 48.56362,138.50236 53.56362,133.50236 53.56362,128.50236 53.56362,128.50236 58.56362,123.50236 58.56362,118.50236 58.56362,118.50236 53.56362,113.50236 53.56362,113.50236 48.56362,108.50236 48.56362,108.50236 43.56362,103.50236 43.56362,98.50236 43.56362,98.50236 48.56362,93.50236 48.56362,93.50236 53.56362,88.50236 53.56362,83.50235 53.56362,83.50235 48.56362,78.50235 48.56362,78.50235 43.56362,73.50235 43.56362,68.50235 43.56362,68.50235 38.56362,68.50235 33.56362,73.50235 33.56362,73.50235 28.56362,78.50235 28.56362,78.50235 23.56362,83.50235 23.56362)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "LastInterpreted is greater than or equal to 2025-10-06",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 381553 records from 1370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060225-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tu8za
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Luculia pinceana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 381 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060403-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f547x9
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Garcinia madruno",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060404-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/wz8pa-9pf59
title: Supporting data and codes for "Seismic Rhythms: Earthquake Response to Tectonic, Hydrological, and Tidal Forcing in California"

description: These data and software supplement the following publication:
Sirorattanakul, K. & Avouac, J.-P. Seismic Rhythms: Earthquake Response to Tectonic, Hydrological, and Tidal Forcing in California.
Any questions can be directed to Krittanon (Pond) Sirorattanakul at krittanon.pond@gmail.com.
DOI: 10.15468/dl.f9j4u3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podicipediformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-120 -60,-90 -60,-90 -30,-120 -30,-120 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060406-250920141307145/datasets/export for details.
DOI: 10.21227/mxr9-dj75
title: "Whole-Body Multi-Site Skeletal X-ray Imaging Dataset for AI-Aided Opportunistic Osteoporosis Screening"

description: "This dataset comprises full-body, multi-site skeletal X-ray images obtained from 2,186 patients across three hospitals between January 2021 and November 2024, totaling 12,099 images. In accordance with World Health Organization (WHO) standards and based on dual-energy X-ray absorptiometry (DXA) test results, patients are classified into three groups: normal bone mass (T-score \u2265 -1.0), osteopenia (-1.0 &lt; T-score &lt; -2.5), and osteoporosis (T-score \u2264 -2.5). "
DOI: 10.5281/zenodo.17291698
title: Global Airport Cabin Baggage Scanner Market 2025 To 2034

description: Airport Cabin Baggage Scanner Market Size, Trends and Insights By Security Level (Standard, Enhanced, Prohibited), By Scanning Technology (X-ray Scanning, CT Scanning, Millimeter Wave Scanning), By Type (In-line, Handheld, Integrated), By Resolution (High Resolution (3D imaging), Medium Resolution, Low Resolution), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Airport Cabin Baggage Scanner Market analysis conducted by the CMI Team, the global Airport Cabin baggage Scanner Market is expected to record a CAGR of 9.8% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 3.5 Billion. By 2034, the valuation is anticipated to reach USD 7.5 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=74439
DOI: 10.5281/zenodo.17291699
title: Global Airport Cabin Baggage Scanner Market 2025 To 2034

description: Airport Cabin Baggage Scanner Market Size, Trends and Insights By Security Level (Standard, Enhanced, Prohibited), By Scanning Technology (X-ray Scanning, CT Scanning, Millimeter Wave Scanning), By Type (In-line, Handheld, Integrated), By Resolution (High Resolution (3D imaging), Medium Resolution, Low Resolution), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Airport Cabin Baggage Scanner Market analysis conducted by the CMI Team, the global Airport Cabin baggage Scanner Market is expected to record a CAGR of 9.8% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 3.5 Billion. By 2034, the valuation is anticipated to reach USD 7.5 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=74439
DOI: 10.3535/938-af1-4gm
title: Rhinocerotidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.spexeq
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Garcinia mangostana",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060407-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwcejn
title: Occurrence Download

description: A dataset containing 2666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lumnitzera racemosa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2666 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060408-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwxfxm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Garcinia mangostana",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060409-250920141307145/datasets/export for details.
DOI: 10.15468/dl.m7qw8s
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haloragis stricta R.Br. ex Benth."
 ]
}

 The dataset includes 78 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237242-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7v6dnd
title: Occurrence Download

description: A dataset containing 77075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CABI Africa Invasive and Alien Species data"
 ]
}

 The dataset includes 77075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234751-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqhurs
title: Occurrence Download

description: A dataset containing 2873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((130.2033 44.45083,135.16386 44.45083,135.16386 48.85723,130.2033 48.85723,130.2033 44.45083))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2873 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033571-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7u4jm
title: Occurrence Download

description: A dataset containing 5579 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthropoda, Nematoda, Tardigrada, Rotifera, Annelida, Mollusca, Platyhelminthes)",
 "Geometry POLYGON ((-157.024235 71.421645, -157.051406 71.152825, -156.220271 71.142324, -156.181543 71.410981, -157.024235 71.421645))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is one of (301, 3036, 999, 9999)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5579 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235624-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zpax8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Sedum samium Runemark & Greuter, Polycnemum majus A.Braun)"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237240-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47585k
title: Occurrence Download

description: A dataset containing 2873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((129.95837 44.70618,134.83264 44.70618,134.83264 48.85423,129.95837 48.85423,129.95837 44.70618))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2873 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033580-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dzvuh
title: Occurrence Download

description: A dataset containing 23001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rodentia",
 "Country is Kenya"
 ]
}

 The dataset includes 23001 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019072-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g66pfg
title: Occurrence Download

description: A dataset listing the 193 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.72783 15.14833,-92.59717 15.02804,-92.45308 15.17659,-92.59786 15.28241,-92.72783 15.14833))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2012-2023"
 ]
}

 The dataset's 193 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235650-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rmnne
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sulculus diversicolor (Reeve, 1846)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069283-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.