cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cag2qe
title: Occurrence Download

description: A dataset containing 528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eustroma melancholica (Butler, 1878)"
 ]
}

 The dataset includes 528 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076469-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trumwa
title: Occurrence Download

description: A dataset containing 14578 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didelphis virginiana Kerr, 1792"
 ]
}

 The dataset includes 14578 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051048-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8h4v7
title: Occurrence Download

description: A dataset containing 243605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex pilulifera L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 243605 records from 679 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076454-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enfcwj
title: Occurrence Download

description: A dataset containing 841 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlegmariurus saururus (Lam.) B.Øllg."
 ]
}

 The dataset includes 841 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221778-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjj0ol
title: Occurrence Download

description: A dataset containing 708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juncus polyanthemus Buchenau",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 708 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051049-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emymx3
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is International Barcode of Life project (iBOL)",
 "TaxonKey is Diploptera Saussure, 1864"
 ]
}

 The dataset includes 34 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076468-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6b3my
title: Occurrence Download

description: A dataset containing 29683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Terathopius ecaudatus (Daudin, 1800)",
 "Year 1920-2020"
 ]
}

 The dataset includes 29683 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112672-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nji7hz
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juniperus bermudiana L.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 51 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051052-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pprf3
title: Occurrence Download

description: A dataset containing 3513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nysius senecionis (Schilling, 1829))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3513 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043594-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8ng4t
title: Occurrence Download

description: A dataset containing 1241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alhagi maurorum Medik.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1241 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076470-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68uwdm
title: Occurrence Download

description: A dataset containing 137710 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ailanthus altissima (Mill.) Swingle"
 ]
}

 The dataset includes 137710 records from 1102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080022-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2kvc98hc65.1
title: AutoSpectral: 40-colour ID7000 dataset

description: Healthy human PBMC and buffy coat samples, cryopreserved and stained with a 40-colour flow cytometry panel. Acquired on a 5-laser Sony ID7000 spectral instrument. Unmixed using WLSM on the Sony software or using AutoSpectral.
DOI: 10.17632/jx35g3jnx9
title: Unprocessed western blot images

description: Original western blot images
DOI: 10.17632/jx35g3jnx9.1
title: Unprocessed western blot images

description: Original western blot images
DOI: 10.17632/f936rbc6gg
title: An Optimum Currency Area Index for BRICS

description: This folder contains the data and code required to replicate all empirical results, tables, and figures reported in the manuscript. The analysis constructs a forward-looking Optimum Currency Area (OCA) index for BRICS economies using a Bayesian Seemingly Unrelated Regression (SUR) model. It contains five do files and five data (dta) files with the corresponding country names.
DOI: 10.17632/f936rbc6gg.2
title: An Optimum Currency Area Index for BRICS

description: This folder contains the data and code required to replicate all empirical results, tables, and figures reported in the manuscript. The analysis constructs a forward-looking Optimum Currency Area (OCA) index for BRICS economies using a Bayesian Seemingly Unrelated Regression (SUR) model. It contains five do files and five data (dta) files with the corresponding country names.
DOI: 10.17632/v759h5sdjs.1
title: Influence factors on the surface structure of DED-workpieces

description: Influence factors on the surface topology, i.e. surface features, of workpieces manufactured by directed energy deposition are comprehensively compiled in this work, forming a basis for future standardization work as well as defect-cause analysis. The schematics where derived from thorough analysis of various manufacturing workflows using directed energy deposition.
DOI: 10.17632/hvw873bmfn
title: Between Migration and In-Situ Adaptation: Climate-Related Decision-Making in Western Zambia

description: Research data for the paper Between Migration and In-Situ Adaptation: Climate-Related Decision-Making in Western Zambia.
DOI: 10.17632/hvw873bmfn.1
title: Between Migration and In-Situ Adaptation: Climate-Related Decision-Making in Western Zambia

description: Research data for the paper Between Migration and In-Situ Adaptation: Climate-Related Decision-Making in Western Zambia.
DOI: 10.17632/kgcvfv63h2.1
title: Jackfruit Leaf Disease Image Dataset: Four-Class Classification (Burn, Healthy, Red Rust, and Spot)

description: This is the JackfruitVision Dataset, a comprehensive collection of 9,949 annotated images of jackfruit leaves and trees for machine learning-based disease detection. The dataset is organized into four distinct categories: Healthy/Fresh Leaf, Red Rust (caused by Cephaleuros sp.), and Spot Disease (caused by multiple fungi including Colletotrichum orbiculare) and burn.

The collection includes an Original Set (approximately 2,020 images) and an Augmented Set (approximately 8,340 files) of resized images, making it immediately suitable for Deep Learning, Computer Vision, and transfer learning tasks like automated disease classification and image segmentation in agricultural AI applications.

Dataset BreakDown:
Original dataset:

- burn leaf: 547 files
- healthy leaf: 443 files
- red rust: 503 files
- spot: 569 files

Augmented Data

- burn resize: 2188 files
- healthy resize: 1748 files
- red rust resize: 2012 files
- spot resize: 2392 files
DOI: 10.17632/gp2vrt26cx.1
title: DED-Surface Feature Sample Catalogue

description: In this dataset, a comprehensive collection of examples of structured feature assessment of real-world workpieces manufactured by directed energy deposition is presented. The examples supplement a tabular technical specification of surface features with visual topology appearances. For more details on source, context and interpretation of the data see research article "Structured approach towards surface feature classification on DED-printed parts" in the related link. Samples #24 … #30 courtesy of GEFERTEC, Berlin.
DOI: 10.17632/2fbscwyjm3
title: Governance, Aid, and Adaptation: The Macroeconomic Payoff of Climate Finance in Emerging and Developing Economies

description: This repository contains the panel dataset and Stata replication materials for the study examining whether climate-tagged official development assistance (ODA) promotes macroeconomic resilience—proxied by real GDP growth—and whether institutional quality conditions this relationship across developing economies (2000–2024). The replication package reproduces all tables/figures reported in the manuscript, including OLS baselines, two-step IV–GMM estimates, and income-group heterogeneity analyses.
DOI: 10.17632/2fbscwyjm3.1
title: Governance, Aid, and Adaptation: The Macroeconomic Payoff of Climate Finance in Emerging and Developing Economies

description: This repository contains the panel dataset and Stata replication materials for the study examining whether climate-tagged official development assistance (ODA) promotes macroeconomic resilience—proxied by real GDP growth—and whether institutional quality conditions this relationship across developing economies (2000–2024). The replication package reproduces all tables/figures reported in the manuscript, including OLS baselines, two-step IV–GMM estimates, and income-group heterogeneity analyses.
DOI: 10.15468/dl.hezued
title: Occurrence Download

description: A dataset containing 226 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 PRINTF('%04d-%02d', "year", "month") yearmonth,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, PRINTF('%04d-%02d', "year", "month"))) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 GBIF_WITHIN('POLYGON((-85.43011 18.80679,-73.41046 18.80679,-73.41046 29.75998,-85.43011 29.75998,-85.43011 18.80679))', occurrence.decimallatitude, occurrence.decimallongitude) = TRUE
 AND (CAST(occurrence.taxonkey AS INTEGER) = 5139909 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 5139909 OR CAST(occurrence.kingdomkey AS INTEGER) = 5139909 OR CAST(occurrence.phylumkey AS INTEGER) = 5139909 OR CAST(occurrence.classkey AS INTEGER) = 5139909 OR CAST(occurrence.orderkey AS INTEGER) = 5139909 OR CAST(occurrence.familykey AS INTEGER) = 5139909 OR CAST(occurrence.genuskey AS INTEGER) = 5139909 OR CAST(occurrence.specieskey AS INTEGER) = 5139909)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence."month" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 PRINTF('%04d-%02d', "year", "month")

 The dataset's 226 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002892-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tw3fg44nyx
title: Replication package for the paper “The economics of water scarcity in the Americas”, 27 October 2025

description: The code and data files help to replicate the paper “The economics of water scarcity in the Americas”. This version includes all the raw Excel, CSV and Stata files, which allow for full replication of every code. A single main do file “Main_WaterScarcity_FMM_2025.do" replicates the entire paper with one click. Links to the raw data sources are also included in the README.
DOI: 10.17632/tw3fg44nyx.1
title: Replication package for the paper “The economics of water scarcity in the Americas”, 27 October 2025

description: The code and data files help to replicate the paper “The economics of water scarcity in the Americas”. This version includes all the raw Excel, CSV and Stata files, which allow for full replication of every code. A single main do file “Main_WaterScarcity_FMM_2025.do" replicates the entire paper with one click. Links to the raw data sources are also included in the README.
DOI: 10.17632/x7z4bdvv7y
title: AutoSpectral: Bead unmixed

description: Data prepared for the 2024 Babraham Spectral Symposium. Unmixing in SpectroFlo software.

The fully stained data are the same as in AutoSpectral: Difficult cell controls.

Mouse samples stained with an unoptimized panel intended to create difficulties in spectral unmixing. Acquired on a 5-laser Cytek Aurora. In this set, UltraComp Plus bead controls are provided for single colour stains. Unstained samples of spleen, lung and brain are provided for autofluorescence extraction options.
DOI: 10.17632/x7z4bdvv7y.1
title: AutoSpectral: Bead unmixed

description: Data prepared for the 2024 Babraham Spectral Symposium. Unmixing in SpectroFlo software.

The fully stained data are the same as in AutoSpectral: Difficult cell controls.

Mouse samples stained with an unoptimized panel intended to create difficulties in spectral unmixing. Acquired on a 5-laser Cytek Aurora. In this set, UltraComp Plus bead controls are provided for single colour stains. Unstained samples of spleen, lung and brain are provided for autofluorescence extraction options.
DOI: 10.17632/vzdxy8n7wf
title: AutoSpectral: Difficult cell controls, AutoSpectral-unmixed

description: See DOI: 10.17632/y2zp5xx2hg.2 for details on the data generation. This repository contains the data as unmixed using AutoSpectral.

scAF: single cell (per-cell) autofluorescence extraction
perCellFluor: per-cell fluorophore spectral optimization (with per-cell autofluorescence extraction)
OLS: ordinary least squares
DOI: 10.17632/vzdxy8n7wf.1
title: AutoSpectral: Difficult cell controls, AutoSpectral-unmixed

description: See DOI: 10.17632/y2zp5xx2hg.2 for details on the data generation. This repository contains the data as unmixed using AutoSpectral.

scAF: single cell (per-cell) autofluorescence extraction
perCellFluor: per-cell fluorophore spectral optimization (with per-cell autofluorescence extraction)
OLS: ordinary least squares
DOI: 10.17632/6zp65y5hc7
title: Canopy Openings Reduce Functional Volume in Amphibian Populations of a Neotropical Forest

description: The study of amphibian functional traits in response to natural disturbance treefall regimes provides a key framework for understanding natural disturbances in tropical forests. In the tropical rainforest of Los Tuxtlas, Mexico, we measured five traits—body biomass and volume, cephalic width, mouth width, and snout-vent length—in three amphibian species that exhibit distinct responses to canopy openings: Rheohyla miotympanum, which occurs exclusively beneath the closed canopy; Incilius cavifrons, which is abundant in canopy openings but less frequent under closed canopy conditions; and Pseudoeurycea werleri, which is common under the closed canopy and rare in openings. No significant differences were observed in the traits of I. cavifrons between open and closed canopy habitats. In P. werleri, only mouth width differed significantly, being greater under the closed canopy. Rheohyla miotympanum, exhibited the lowest functional richness, while I. cavifrons and P. werleri displayed higher values under the closed canopy. Contrary to our initial hypothesis, the results indicate that some amphibian species respond differentially to canopy openings through feeding-related traits (e.g., mouth width) rather than body size traits such as snout-vent length, biomass or volume. Environmental filtering associated with canopy disturbance appears to constrain the functional trait space of certain populations, leaving ecological niches vacant and intensifying interspecific competition for resources. These findings underscore the complexity of amphibian responses to environmental change and emphasize the critical role of functional traits in elucidating the ecological dynamics of tropical forest systems.
DOI: 10.17632/6zp65y5hc7.3
title: Canopy Openings Reduce Functional Volume in Amphibian Populations of a Neotropical Forest

description: The study of amphibian functional traits in response to natural disturbance treefall regimes provides a key framework for understanding natural disturbances in tropical forests. In the tropical rainforest of Los Tuxtlas, Mexico, we measured five traits—body biomass and volume, cephalic width, mouth width, and snout-vent length—in three amphibian species that exhibit distinct responses to canopy openings: Rheohyla miotympanum, which occurs exclusively beneath the closed canopy; Incilius cavifrons, which is abundant in canopy openings but less frequent under closed canopy conditions; and Pseudoeurycea werleri, which is common under the closed canopy and rare in openings. No significant differences were observed in the traits of I. cavifrons between open and closed canopy habitats. In P. werleri, only mouth width differed significantly, being greater under the closed canopy. Rheohyla miotympanum, exhibited the lowest functional richness, while I. cavifrons and P. werleri displayed higher values under the closed canopy. Contrary to our initial hypothesis, the results indicate that some amphibian species respond differentially to canopy openings through feeding-related traits (e.g., mouth width) rather than body size traits such as snout-vent length, biomass or volume. Environmental filtering associated with canopy disturbance appears to constrain the functional trait space of certain populations, leaving ecological niches vacant and intensifying interspecific competition for resources. These findings underscore the complexity of amphibian responses to environmental change and emphasize the critical role of functional traits in elucidating the ecological dynamics of tropical forest systems.
DOI: 10.15468/dl.8j9sp3
title: Occurrence Download

description: A dataset containing 2301 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea murucoides"
 ]
}

 The dataset includes 2301 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002935-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16736485
title: Auditory social cognition precursors in 12-month-old infants with visual impairment: A preliminary study

description: This database includes the raw data linked with the paper " Auditory social cognition precursors in 12-month-old infants with visual impairment: A preliminary study". The present study explores socio-cognitive behaviours in response to auditory stimuli in infants with visual impairment (VI) compared to a group of fully sighted (FS) infants at 9 and 12 months of age (mo).

Methods

A group of 39 FS infants (15 9-mo and 24 12-mo) and 20 infants with VI (10 9-mo and 10 12-mo) and their mothers were included. Infants and their mothers took part in a remotely videotaped face-to-face interaction. After 2 minutes of free play, researchers introduced series of three human or non-human sounds. While the sounds played (30 seconds), mothers were instructed to maintain neutral expressions. After each exposure, play resumed for 30 seconds (reunion). Episodes were micro-analytically coded. Analyses focused on gaze orienting (% time orienting to the source of the sound), gaze triangulation (present vs absent), communicative signalling (% time communicating to the source) and pointing (present vs absent). Differences between VI-FS at 9-12 months were assessed via ANOVA and chi-squared tests.

Results (in brief)

Gaze orienting and the production of basic communication signals, such as vocalizations and gestures aimed at initiating social interaction, were largely comparable between the VI and FS groups. However, important differences emerged in more complex socio-cognitive behaviours: significantly less infants with VI exhibited triangulation or pointing gestures compared to FS infants.
DOI: 10.5281/zenodo.16736486
title: Auditory social cognition precursors in 12-month-old infants with visual impairment: A preliminary study

description: This database includes the raw data linked with the paper " Auditory social cognition precursors in 12-month-old infants with visual impairment: A preliminary study". The present study explores socio-cognitive behaviours in response to auditory stimuli in infants with visual impairment (VI) compared to a group of fully sighted (FS) infants at 9 and 12 months of age (mo).

Methods

A group of 39 FS infants (15 9-mo and 24 12-mo) and 20 infants with VI (10 9-mo and 10 12-mo) and their mothers were included. Infants and their mothers took part in a remotely videotaped face-to-face interaction. After 2 minutes of free play, researchers introduced series of three human or non-human sounds. While the sounds played (30 seconds), mothers were instructed to maintain neutral expressions. After each exposure, play resumed for 30 seconds (reunion). Episodes were micro-analytically coded. Analyses focused on gaze orienting (% time orienting to the source of the sound), gaze triangulation (present vs absent), communicative signalling (% time communicating to the source) and pointing (present vs absent). Differences between VI-FS at 9-12 months were assessed via ANOVA and chi-squared tests.

Results (in brief)

Gaze orienting and the production of basic communication signals, such as vocalizations and gestures aimed at initiating social interaction, were largely comparable between the VI and FS groups. However, important differences emerged in more complex socio-cognitive behaviours: significantly less infants with VI exhibited triangulation or pointing gestures compared to FS infants.