cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18047682
title: Table 4 in Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China

description: Table 4. Genetic distances of the cyt b gene computed by MEGA 7 amongst 13 analysed species of Leptobotia.
SpeciesIntraspecific1234567891011121 L. tientainensisn/c2 L. tchangi0.0030.0783 L. taeniops0.0030.0810.0584 L. rubrilabris0.0020.0770.0570.0555 L. punctata0.0040.1060.1040.1110.0966 L. pellegrini0.0020.0770.0640.0730.0610.1077 L. microphthalma0.0040.0670.0690.0670.0610.0920.0778 L. hengyangensis0.0080.0690.0410.0570.0470.0980.0590.0599 L. guilinensis0.0020.0180.0860.0860.0800.1100.0800.0690.07910 L. elongata0.0020.0730.0710.0730.0660.0960.0670.0530.0670.07311 L. citrauratea0.0040.0790.0750.0690.0620.1050.0760.0610.0690.0800.07112 L. posterodorsalisn/c0.0660.0690.0740.0680.1040.0690.0700.0660.0690.0680.06513 L. brachycephala0.0010.0760.0720.0710.0640.1060.0650.0640.0660.0780.0670.0290.060
description: Published as part of Guo, Dong-Ming & Zhang, E, 2021, Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China, pp. 89 in ZooKeys 1017 on page 89, DOI: 10.3897/zookeys.1017.57503
DOI: 10.5281/zenodo.18047681
title: Table 4 in Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China

description: Table 4. Genetic distances of the cyt b gene computed by MEGA 7 amongst 13 analysed species of Leptobotia.
SpeciesIntraspecific1234567891011121 L. tientainensisn/c2 L. tchangi0.0030.0783 L. taeniops0.0030.0810.0584 L. rubrilabris0.0020.0770.0570.0555 L. punctata0.0040.1060.1040.1110.0966 L. pellegrini0.0020.0770.0640.0730.0610.1077 L. microphthalma0.0040.0670.0690.0670.0610.0920.0778 L. hengyangensis0.0080.0690.0410.0570.0470.0980.0590.0599 L. guilinensis0.0020.0180.0860.0860.0800.1100.0800.0690.07910 L. elongata0.0020.0730.0710.0730.0660.0960.0670.0530.0670.07311 L. citrauratea0.0040.0790.0750.0690.0620.1050.0760.0610.0690.0800.07112 L. posterodorsalisn/c0.0660.0690.0740.0680.1040.0690.0700.0660.0690.0680.06513 L. brachycephala0.0010.0760.0720.0710.0640.1060.0650.0640.0660.0780.0670.0290.060
description: Published as part of Guo, Dong-Ming & Zhang, E, 2021, Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China, pp. 89 in ZooKeys 1017 on page 89, DOI: 10.3897/zookeys.1017.57503
DOI: 10.5281/zenodo.18047683
title: Table 5 in Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China

description: Table 5. Loadings of morphological traits on the ﬁrst three principal components. Variables in bold indicate higher loading values.
VariablePC1PC2PC3Standard length0.224-0.150-0.079Body depth0.1640.1550.060Body width at dorsal origin0.1630.1230.287Head length0.1690.050-0.002Head depth at nape0.1650.1730.108Head depth at eye0.1480.1500.112Caudal-peduncle length0.288- 0.445-0.100Caudal-peduncle depth0.206-0.138-0.026Caudal-peduncle width0.169-0.2370.862Dorsal-fin length0.1970.375-0.025Pectoral-fin length0.1870.241-0.118Pelvic-fin length0.1760.144-0.124Anal-fin length0.1990.3810.014Upper caudal-lobe length0.1620.259-0.031Predorsal length0.218-0.122-0.082Prepectoral length0.1810.029-0.025Prepelvic length0.228-0.039-0.030Preanal length0.220-0.075-0.052Vent to anal-fin origin0.325- 0.242-0.216Pelvic-fin insertion to anal-fin origin0.256-0.130-0.059Snout length0.1860.0760.072Postorbital head length0.170-0.035-0.087Eye diameter0.1800.035-0.023Interorbital width0.1560.2090.099Median caudal-ray length0.147-0.168-0.119Cumulative variance (%)64.619.67.4
description: Published as part of Guo, Dong-Ming & Zhang, E, 2021, Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China, pp. 89 in ZooKeys 1017 on page 89, DOI: 10.3897/zookeys.1017.57503
DOI: 10.5281/zenodo.18047684
title: Table 5 in Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China

description: Table 5. Loadings of morphological traits on the ﬁrst three principal components. Variables in bold indicate higher loading values.
VariablePC1PC2PC3Standard length0.224-0.150-0.079Body depth0.1640.1550.060Body width at dorsal origin0.1630.1230.287Head length0.1690.050-0.002Head depth at nape0.1650.1730.108Head depth at eye0.1480.1500.112Caudal-peduncle length0.288- 0.445-0.100Caudal-peduncle depth0.206-0.138-0.026Caudal-peduncle width0.169-0.2370.862Dorsal-fin length0.1970.375-0.025Pectoral-fin length0.1870.241-0.118Pelvic-fin length0.1760.144-0.124Anal-fin length0.1990.3810.014Upper caudal-lobe length0.1620.259-0.031Predorsal length0.218-0.122-0.082Prepectoral length0.1810.029-0.025Prepelvic length0.228-0.039-0.030Preanal length0.220-0.075-0.052Vent to anal-fin origin0.325- 0.242-0.216Pelvic-fin insertion to anal-fin origin0.256-0.130-0.059Snout length0.1860.0760.072Postorbital head length0.170-0.035-0.087Eye diameter0.1800.035-0.023Interorbital width0.1560.2090.099Median caudal-ray length0.147-0.168-0.119Cumulative variance (%)64.619.67.4
description: Published as part of Guo, Dong-Ming & Zhang, E, 2021, Re-description of the loach species Leptobotia citrauratea (Teleostei, Botiidae), with the description of L. brachycephala from southern Zhejiang Province, China, pp. 89 in ZooKeys 1017 on page 89, DOI: 10.3897/zookeys.1017.57503
DOI: 10.17632/r8n2kp2m8g
title: Brightfield images of rank-based transformation (RBT)

description: The Rank-Based Transformation (RBT) method combines histogram expansion and normalization to enhance image contrast. It works by ranking each pixel's intensity in ascending order, and then redistributing these ranks evenly across a specified intensity range. Pixels with identical intensities share the same rank, ensuring consistent mapping. This process produces an output image with uniformly spaced intensity levels, improving contrast while preserving relative intensity relationships.

For more details, please check the included README.md or visit the GitHub for RBT algorithm (https://github.com/nordlinglab/RBT).
DOI: 10.17632/r8n2kp2m8g.1
title: Brightfield images of rank-based transformation (RBT)

description: The Rank-Based Transformation (RBT) method combines histogram expansion and normalization to enhance image contrast. It works by ranking each pixel's intensity in ascending order, and then redistributing these ranks evenly across a specified intensity range. Pixels with identical intensities share the same rank, ensuring consistent mapping. This process produces an output image with uniformly spaced intensity levels, improving contrast while preserving relative intensity relationships.

For more details, please check the included README.md or visit the GitHub for RBT algorithm (https://github.com/nordlinglab/RBT).
DOI: 10.15468/dl.dab5ey
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dinarolacerta mosorensis (Kolombatovic, 1886)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020315-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcnt6e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vipera ursinii rakosiensis Méhely, 1893",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020316-250127130748423/datasets/export for details.
DOI: 10.15468/dl.5dxyzn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Speleomantes imperialis (Stefani, 1969)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020317-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgycsa
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenocereus humilis (Britton & Rose) D.R.Hunt"
 ]
}

 The dataset includes 111 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020318-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uq9fg2
title: Occurrence Download

description: A dataset containing 3097719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2010-2015"
 ]
}

 The dataset includes 3097719 records from 999 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020244-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rh72sg
title: Occurrence Download

description: A dataset containing 2078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-89.85684 15.17555,-88.57025 15.17555,-88.57025 16.32106,-89.85684 16.32106,-89.85684 15.17555))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Vieja maculicauda (Regan, 1905), Rocio spinosissima (Vaillant & Pellegrin, 1902), Chuco godmanni (Günther, 1862), Cichlidae, Characidae, Heptapteridae, Poeciliidae, Siluridae, Rivulidae, Bryconidae)"
 ]
}

 The dataset includes 2078 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020319-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddzj6g
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zamenis lineatus (Camerano, 1891)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020320-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f89zrm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euproctus platycephalus (Gravenhorst, 1829)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020321-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnq5gb
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenocereus humilis (Britton & Rose) D.R.Hunt"
 ]
}

 The dataset includes 111 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020323-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aewbch
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salamandrina terdigitata (Bonnaterre, 1789)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020324-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9faga4
title: Occurrence Download

description: A dataset containing 103224 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Milvus milvus (Linnaeus, 1758)"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "DecimalLatitude is greater than or equal to 45.47044504390093",
 "DecimalLatitude is less than or equal to 48.37750748589138",
 "DecimalLongitude is greater than or equal to 4.813766180399915",
 "DecimalLongitude is less than or equal to 10.322235502620819",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 103224 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020261-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ded2qu
title: Occurrence Download

description: A dataset containing 5366 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is MEX.15.20_2"
 ]
}

 The dataset includes 5366 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020322-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65d76c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salamandra atra aurorae Trevisan, 1982",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020325-250127130748423/datasets/export for details.
DOI: 10.15468/dl.8hr3dq
title: Occurrence Download

description: A dataset containing 933253425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is United States of America"
 ]
}

 The dataset includes 933253425 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020147-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69cm7f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelobates fuscus insubricus Cornalia, 1873",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020326-250127130748423/datasets/export for details.
DOI: 10.15468/dl.hpyswy
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rana italica Dubois, 1987",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 129 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020328-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k38b2x
title: Occurrence Download

description: A dataset containing 15282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Human Observation, Observation, Material citation, Occurrence evidence, Specimen)",
 "Continent is South America",
 "Country is Colombia",
 "GadmGid is COL.21.16_2",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "Month is one of (January, February, April, March, May, June, July, August, September, October, November, December)",
 "TaxonKey is Animalia",
 "Year 1000-2025"
 ]
}

 The dataset includes 15282 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020329-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekvsgp
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podarcis filfolensis (Bedriaga, 1876)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 185 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020330-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14787332
title: No Simple Answer to Data Complexity Ledger

description: This dataset contains instance-level output predictions and calculated complexity metrics from the models trained in Cook et al. (2025).  Models are trained in text classification for the 4 tasks / dependent variables in the FairPsych data from Abbasi et al. (2021), which are noted in the 'score_var' column.  Code for data loading / ID creation and downstream analysis can be found the paper's GitHub repository under utils/data_loading_no_demo.py and artifact_code/, respectively.  Data for the Depression task is not included in this export per the IRB for its collection; please reach out to the authors to discuss additional data and code availability.
DOI: 10.5281/zenodo.14834841
title: No Simple Answer to Data Complexity Ledger

description: This dataset contains instance-level output predictions and calculated complexity metrics from the models trained in Cook et al. (2025).  Models are trained in text classification for the 4 tasks / dependent variables in the FairPsych data from Abbasi et al. (2021), which are noted in the 'score_var' column.  Code for data loading / ID creation and downstream analysis can be found the paper's GitHub repository under utils/data_loading_no_demo.py and artifact_code/, respectively.  Data for the Depression task is not included in this export per the IRB for its collection; please reach out to the authors to discuss additional data and code availability.
DOI: 10.15468/dl.4qyesv
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phidippus tux Pinter, 1970"
 ]
}

 The dataset's 1 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020298-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14787331
title: No Simple Answer to Data Complexity Ledger

description: This dataset contains instance-level output predictions and calculated complexity metrics from the models trained in Cook et al. (2025).  Models are trained in text classification for the 4 tasks / dependent variables in the FairPsych data from Abbasi et al. (2021), which are noted in the 'score_var' column.  Code for data loading / ID creation and downstream analysis can be found the paper's GitHub repository under utils/data_loading_no_demo.py and artifact_code/, respectively.  Data for the Depression task is not included in this export per the IRB for its collection; please reach out to the authors to discuss additional data and code availability.
DOI: 10.5281/zenodo.14834909
title: No Simple Answer to Data Complexity Ledger

description: This dataset contains instance-level output predictions and calculated complexity metrics from the models trained in Cook et al. (2025).  Models are trained in text classification for the 4 tasks / dependent variables in the FairPsych data from Abbasi et al. (2021), which are noted in the 'score_var' column.  Code for data loading / ID creation and downstream analysis can be found the paper's GitHub repository under utils/data_loading_no_demo.py and artifact_code/, respectively.  Data for the Depression task is not included in this export per the IRB for its collection; please reach out to the authors to discuss additional data and code availability.
DOI: 10.15468/dl.9xh4x2
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podarcis waglerianus Gistel, 1868",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020331-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6an7dz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natrix natrix cetti Gené, 1838",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020333-250127130748423/datasets/export for details.
DOI: 10.15468/dl.s2hj29
title: Occurrence Download

description: A dataset containing 1131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cordia elaeagnoides A.DC."
 ]
}

 The dataset includes 1131 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020332-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.