cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s5nyd2
title: Occurrence Download

description: A dataset containing 998 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine digitata Richardson"
 ]
}

 The dataset includes 998 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148442-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjj889
title: Occurrence Download

description: A dataset listing the 14530 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset's 14530 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218307-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6m36et
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia chinensis Benth."
 ]
}

 The dataset includes 298 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247430-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nje952
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galathea pilosa De Man, 1888"
 ]
}

 The dataset includes 66 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136859-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzc826
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine engleriana O.E.Schulz"
 ]
}

 The dataset includes 69 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148448-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97gpw6
title: Occurrence Download

description: A dataset containing 5326 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stereocaulon paschale (L.) Hoffm."
 ]
}

 The dataset includes 5326 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247432-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eh5rt5
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amazonsprattus scintilla",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 290 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003430-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuvg42
title: Occurrence Download

description: A dataset containing 8957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acaciella angustissima",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 8957 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003431-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14788242
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25810/v575-3r57.87
title: Japanese Newspaper Coverage of Climate Change or Global Warming, 2000-2026 - January 2026

description: The Media and Climate Change Observatory Data monitors 131 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.7910/dvn/1f4i77
title: Replication Data for: Why do Armed Groups Return to War After Disarmament, Demobilization, and Reintegration? Introducing the DDR-40 Dataset (1980-2020)

description: Two RData files used in the replication/analysis. DDR40.RData contains the DDR-40 program-year dataset (1980–2020) with program characteristics, peace-accord provisions/implementation, and rearmament outcomes.
DOI: 10.15468/dl.ac7kzy
title: Occurrence Download

description: A dataset containing 24341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year is 2026",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 24341 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003433-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/tesjmm
title: Replication Data for Revisiting the Link between Politicians' Salaries and Corruption

description: It has long been argued that paying politicians higher salaries should help decrease corruption. However, the empirical evidence is mixed, partly due to the large variation in contexts, research designs, conceptual definitions and measures of corruption, and the predominance of case studies with potentially limited generalizability. To alleviate those challenges, we evaluate uniformly defined and validated corruption risk indicators from an original dataset of more than 2.4 million government contracts in 11 EU countries, covering more than half of its population and GDP. To aid causal identification, we exploit sizable changes in salaries of local politicians tied to population size across close to 100 discrete salary thresholds. Applying fixed effects estimators, regression discontinuity, and difference-in-discontinuities designs, we consistently find that better-paid local politicians (by about 15% on average) oversee less risky procurement contracts, by a third to one standard deviation on our measure of corruption risk.
DOI: 10.15468/dl.wpkfm6
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.3379 21.31803,-102.15779 21.31803,-102.15779 21.47909,-102.3379 21.47909,-102.3379 21.31803))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 47 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003434-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17980480
title: Dataset for case study in "Extending the causal inference toolkit for ecologists: A visualization method of indirect effects"

description:  



Extending the causal inference toolkit for ecologists: A visualization method of indirect effects


Allen Bush-Beaupré1, Simon Coroller-Chouraki1, Marc Bélisle1,2

1Université de Sherbrooke, Département de biologie, Sherbrooke, Canada2Centre d’étude de la forêt (CÉF)

Allen Bush-Beaupré: allen.bush-beaupre@usherbrooke.ca | ORCID: 0000-0001-6989-9278

Much ecological research focuses on how a given variable can affect another either directly or indirectly through the effect of one or more intervening variables in the context of causal inference and network analyses. Various methods to quantify the magnitude of these effects are available but are difficult to interpret in a meaningful way. We propose a method of visualizing indirect effects by means of plotting model predictions of an outcome in the presence of exposure and mediator variables. We demonstrate the method through simulations and apply them to a real-world example involving Tree Swallows (Tachycineta bicolor) and their obligatory hematophagous ectoparasites, Protocalliphora spp. bird blowflies. The simple procedure using commonplace software should prove instrumental to visualize and interpret relationships among variables involved in ecological mechanisms and can be seamlessly integrated to analysts’ workflows.

Check out Bush-Beaupré's website

The dataset, list of variables and their definitions concerning the Case Study are now available below along with Quarto files to run the Simulations and Case Study. ↓
DOI: 10.5281/zenodo.18564136
title: Dataset for case study in "Extending the causal inference toolkit for ecologists: A visualization method of indirect effects"

description:  



Extending the causal inference toolkit for ecologists: A visualization method of indirect effects


Allen Bush-Beaupré1, Simon Coroller-Chouraki1, Marc Bélisle1,2

1Université de Sherbrooke, Département de biologie, Sherbrooke, Canada2Centre d’étude de la forêt (CÉF)

Allen Bush-Beaupré: allen.bush-beaupre@usherbrooke.ca | ORCID: 0000-0001-6989-9278

Much ecological research focuses on how a given variable can affect another either directly or indirectly through the effect of one or more intervening variables in the context of causal inference and network analyses. Various methods to quantify the magnitude of these effects are available but are difficult to interpret in a meaningful way. We propose a method of visualizing indirect effects by means of plotting model predictions of an outcome in the presence of exposure and mediator variables. We demonstrate the method through simulations and apply them to a real-world example involving Tree Swallows (Tachycineta bicolor) and their obligatory hematophagous ectoparasites, Protocalliphora spp. bird blowflies. The simple procedure using commonplace software should prove instrumental to visualize and interpret relationships among variables involved in ecological mechanisms and can be seamlessly integrated to analysts’ workflows.

Check out Bush-Beaupré's website

The dataset, list of variables and their definitions concerning the Case Study are now available below along with Quarto files to run the Simulations and Case Study. ↓
DOI: 10.5281/zenodo.18564328
title: CAMBER Dataset – Road Monitoring Route #6

description: This dataset contains GPS route data collected within the CAMBER - European Road Infrastructure Monitoring Project. The data represent a road monitoring campaign captured using mobile devices with GPS tracking.

**Data Generation Method:**
The route was recorded using GPS-enabled mobile devices during road survey activities. GPS coordinates were logged at regular intervals (typically 1Hz) and synchronized with video recordings for infrastructure condition assessment.

**Type of Data:** Time series / Geospatial track data

**Data Format(s):** GPX (GPS Exchange Format)

**Temporal Coverage:**
- Collection date: 2026-02-09

**Dataset Information:**
- Route ID: 6

**Data Access:**
The dataset files are stored on the CAMBER project infrastructure. Zenodo serves as a persistent metadata record and DOI landing page. Access to the full dataset is provided via the related identifiers in this record.

**Funding:**
This work was funded by the European Union under the Horizon Europe programme, Grant Agreement No. 101156387.
description: For access requests, technical questions, or further information about this dataset, please contact: data@camber-project.eu

Project website: https://camber-project.eu (TODO: Update with actual URL)
DOI: 10.5281/zenodo.18564329
title: CAMBER Dataset – Road Monitoring Route #6

description: This dataset contains GPS route data collected within the CAMBER - European Road Infrastructure Monitoring Project. The data represent a road monitoring campaign captured using mobile devices with GPS tracking.

**Data Generation Method:**
The route was recorded using GPS-enabled mobile devices during road survey activities. GPS coordinates were logged at regular intervals (typically 1Hz) and synchronized with video recordings for infrastructure condition assessment.

**Type of Data:** Time series / Geospatial track data

**Data Format(s):** GPX (GPS Exchange Format)

**Temporal Coverage:**
- Collection date: 2026-02-09

**Dataset Information:**
- Route ID: 6

**Data Access:**
The dataset files are stored on the CAMBER project infrastructure. Zenodo serves as a persistent metadata record and DOI landing page. Access to the full dataset is provided via the related identifiers in this record.

**Funding:**
This work was funded by the European Union under the Horizon Europe programme, Grant Agreement No. 101156387.
description: For access requests, technical questions, or further information about this dataset, please contact: data@camber-project.eu

Project website: https://camber-project.eu (TODO: Update with actual URL)
DOI: 10.15468/dl.e7scys
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anchoviella alleni",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 55 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003435-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18537786
title: Supplementary Audio Data: Sonification of Critical Fractal Interpolation Functions on the Koch Curve

description: This dataset contains auditory sonifications of the Energy-Based Fractal Interpolation Functions (EB-FIF) defined on the Koch curve. These audio files serve as supplementary material for the research paper titled "Structural Uniqueness and the Box Dimension of some Critical Fractal Interpolation Functions on the Koch Curve".

Methodology:

Unlike stochastic noise simulations, these signals were generated using the exact deterministic zigzag construction described in the paper (Proposition 2.1). The fractal function values h(x) were mapped linearly to audio amplitude at a sampling rate of 44.1 kHz, traversing the domain parameter x at constant speed.
DOI: 10.15468/dl.pmx8aq
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marcgravia eichleriana"
 ]
}

 The dataset includes 45 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003436-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.473d77
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fuchsia encliandra encliandra",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 149 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003437-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17896469
title: fishFingers: Supplementary Information
DOI: 10.5281/zenodo.17896468
title: fishFingers: Supplementary Information
DOI: 10.7910/dvn/ziwhdf
title: Replication Data for: An assessment of the khat and vegetable trade in the local economic ecosystem: The case of northern Madagascar

description: This dataset contains the quantitative data underlying the analyses presented in the study “An assessment of the khat and vegetable trade in the local economic ecosystem: The case of northern Madagascar.” The purpose of the dataset is to document and compare the economic performance of khat and vegetable trading activities, as well as their contribution to municipal revenues and local economic development in northern Madagascar.

The dataset includes daily income diaries collected from khat and vegetable sellers operating in the city of Diego-Suarez during two agricultural seasons (dry and rainy seasons). These diaries record key economic variables such as daily income and wholesale price, allowing for the analysis of income levels, price dynamics, and seasonal variations. 

In addition, the dataset includes aggregated municipal financial data from two major khat-producing municipalities, Joffre-ville and Antsalaka, covering the period 2019–2023. These data summarize annual khat-related tax revenues and are used to examine the role of khat taxation in municipal finance and local development.
DOI: 10.15468/dl.hyf8dn
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Everniopsis trulla"
 ]
}

 The dataset includes 27 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003438-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18563357
title: Table 1. Morphometric data for Hyphessobrycon compressus. H 1 in Redescription and osteology of Hyphessobrycon compressus (Meek) (Teleostei: Characidae), type species of the genus

description: Table 1. Morphometric data for Hyphessobrycon compressus. H 1 = holotype of Hyphessobrycon compressus (FMNH 4641); H 2 = holotype of Hyphessobrycon compressus milleri (CAS 70115). N = number of specimens, SD = Standard Deviation.
H1H2ParatypesNon-typesNRangeMeanSDNRangeMeanSDStandard length (mm)31.231.32626.6-35.730.0-13019.7-36.428.5-Percents of Standard LengthBody depth39.041.02636.2-40.738.71.213029.0-41.635.22.8Head length28.628.42626.6-30.428.10.813025.9-31.127.90.9Head depth29.432.92627.9-31.429.81.013025.2-33.328.61.3Predorsal length58.056.82653.4-59.555.81.413051.6-60.054.71.4Prepelvic length47.149.02645.7-50.247.61.213044.0-51.347.11.3Pelvic fin to anal distance14.614.62611.4-17.414.41.113011.6-18.714.51.0Caudal peduncle depth10.310.6239.2-10.810.00.51308.0-11.29.40.6Dorsal-fin base length13.914.32612.9-14.513.80.513012.0-15.813.60.8Anal-fin base length33.931.82529.0-35.732.81.413029.0-37.133.11.4Pectoral-fin length22.520.72519.0-23.121.31.113017.6-24.121.31.4Pelvic-fin length19.720.72518.6-22.820.81.012917.0-22.719.71.4Dorsal-fin length29.5-1922.0-32.829.92.211724.4-34.030.01.7Anal-fin length19.1-1920.1-25.522.71.512219.9-28.023.41.8Caudal peduncle length12.814.82312.3-14.813.30.613011.2-16.013.00.9Dorsal fin to adipose-fin distance34.332.62631.7-36.634.61.212930.1-37.934.51.3Eye to dorsal-fin origin43.141.42633.4-43.441.32.013036.4-45.639.71.5Dorsal origin to caudal origin50.050.52350.5-55.652.41.313039.1-54.351.41.7Percents of Head LengthInterorbital width26.231.32626.4-30.028.00.913025.6-35.628.91.5Snout length21.723.32618.1-25.223.11.413020.0-24.822.51.0Orbital diameter42.137.22237.9-44.840.12.012738.3-46.442.91.8Upper jaw length43.341.32540.9-51.744.42.012936.3-47.242.22.2
description: Published as part of Carvalho, Fernando R. & Malabarba, Luiz R., 2015, Redescription and osteology of Hyphessobrycon compressus (Meek) (Teleostei: Characidae), type species of the genus, pp. 517 in Neotropical Ichthyology 13 (3) on page 517, DOI: 10.1590/1982-0224-20140173, http://zenodo.org/record/12718022
DOI: 10.5281/zenodo.18563358
title: Table 1. Morphometric data for Hyphessobrycon compressus. H 1 in Redescription and osteology of Hyphessobrycon compressus (Meek) (Teleostei: Characidae), type species of the genus

description: Table 1. Morphometric data for Hyphessobrycon compressus. H 1 = holotype of Hyphessobrycon compressus (FMNH 4641); H 2 = holotype of Hyphessobrycon compressus milleri (CAS 70115). N = number of specimens, SD = Standard Deviation.
H1H2ParatypesNon-typesNRangeMeanSDNRangeMeanSDStandard length (mm)31.231.32626.6-35.730.0-13019.7-36.428.5-Percents of Standard LengthBody depth39.041.02636.2-40.738.71.213029.0-41.635.22.8Head length28.628.42626.6-30.428.10.813025.9-31.127.90.9Head depth29.432.92627.9-31.429.81.013025.2-33.328.61.3Predorsal length58.056.82653.4-59.555.81.413051.6-60.054.71.4Prepelvic length47.149.02645.7-50.247.61.213044.0-51.347.11.3Pelvic fin to anal distance14.614.62611.4-17.414.41.113011.6-18.714.51.0Caudal peduncle depth10.310.6239.2-10.810.00.51308.0-11.29.40.6Dorsal-fin base length13.914.32612.9-14.513.80.513012.0-15.813.60.8Anal-fin base length33.931.82529.0-35.732.81.413029.0-37.133.11.4Pectoral-fin length22.520.72519.0-23.121.31.113017.6-24.121.31.4Pelvic-fin length19.720.72518.6-22.820.81.012917.0-22.719.71.4Dorsal-fin length29.5-1922.0-32.829.92.211724.4-34.030.01.7Anal-fin length19.1-1920.1-25.522.71.512219.9-28.023.41.8Caudal peduncle length12.814.82312.3-14.813.30.613011.2-16.013.00.9Dorsal fin to adipose-fin distance34.332.62631.7-36.634.61.212930.1-37.934.51.3Eye to dorsal-fin origin43.141.42633.4-43.441.32.013036.4-45.639.71.5Dorsal origin to caudal origin50.050.52350.5-55.652.41.313039.1-54.351.41.7Percents of Head LengthInterorbital width26.231.32626.4-30.028.00.913025.6-35.628.91.5Snout length21.723.32618.1-25.223.11.413020.0-24.822.51.0Orbital diameter42.137.22237.9-44.840.12.012738.3-46.442.91.8Upper jaw length43.341.32540.9-51.744.42.012936.3-47.242.22.2
description: Published as part of Carvalho, Fernando R. & Malabarba, Luiz R., 2015, Redescription and osteology of Hyphessobrycon compressus (Meek) (Teleostei: Characidae), type species of the genus, pp. 517 in Neotropical Ichthyology 13 (3) on page 517, DOI: 10.1590/1982-0224-20140173, http://zenodo.org/record/12718022
DOI: 10.15468/dl.7fhvy5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anchoviella hernanni",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003439-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14969230
title: Dataset - Experience Matters: White-fronted Woodpeckers' Defence Against European Starlings in Argentina

description: Raw dataset and explained code used for data analysis in the manuscript titled "Experience Matters: White-fronted Woodpeckers' Defence Against European Starlings in Argentina"
DOI: 10.5281/zenodo.14969216
title: Dataset - Experience Matters: White-fronted Woodpeckers' Defence Against European Starlings in Argentina

description: Raw dataset and explained code used for data analysis in the manuscript titled "Experience Matters: White-fronted Woodpeckers' Defence Against European Starlings in Argentina"
DOI: 10.15468/dl.rrb8ty
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-15.78926 28.14353,-15.88703 27.92114,-15.71405 27.66833,-15.51475 27.68165,-15.33049 27.87794,-15.28913 28.04069,-15.4057 28.22639,-15.65389 28.22308,-15.78926 28.14353))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lampropeltis californiae"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003440-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.