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

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex litorhyncha Franch."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001739-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ohjmbi
title: Occurrence Download

description: A dataset containing 2540 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocodylus acutus (Cuvier, 1807)"
 ]
}

 The dataset includes 2540 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005733-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.giqyv2
title: Occurrence Download

description: A dataset containing 21767 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mephitidae"
 ]
}

 The dataset includes 21767 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014791-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9f994
title: Occurrence Download

description: A dataset containing 2176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Country is Spain",
 "Geometry POLYGON((-9.25656 41.81047,-6.16547 42.21267,-5.89512 42.58132,-5.58054 42.95488,-5.46749 43.79049,-6.38666 43.73963,-7.65329 43.95368,-9.64213 43.70325,-9.25656 41.81047))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EN",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "Year 1970-2025"
 ]
}

 The dataset includes 2176 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012845-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdh6rn
title: Occurrence Download

description: A dataset containing 29862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Suriname",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 29862 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012846-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwe366
title: Occurrence Download

description: A dataset containing 18906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-95.18748 16.16624,-94.50733 16.19321,-94.51072 16.68359,-95.15929 16.68533,-95.18748 16.68533,-95.18748 16.16624))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2024-2025"
 ]
}

 The dataset includes 18906 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012847-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swpcfu
title: Occurrence Download

description: A dataset containing 4574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon scorpioides"
 ]
}

 The dataset includes 4574 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012848-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17743067
title: Dump of the stacks project

description: The data was received from the Stacks Project API. stacks.csv was generated from the following code

https://archive.softwareheritage.org/swh:1:cnt:670a8a997bdd51148e280f39ea47e5755b5023ad;origin=https://github.com/wikimedia/mediawiki-extensions-MathSearch;visit=swh:1:snp:8344421145f07a81e6485f90552c28f65cada99a;anchor=swh:1:rev:fc3663457255aadc4a0689fb977988a994618fb6;path=/maintenance/ImportStacksProject.php
DOI: 10.5281/zenodo.17665471
title: Dump of the stacks project

description: The data was received from the Stacks Project API. stacks.csv was generated from the following code

https://archive.softwareheritage.org/swh:1:cnt:670a8a997bdd51148e280f39ea47e5755b5023ad;origin=https://github.com/wikimedia/mediawiki-extensions-MathSearch;visit=swh:1:snp:8344421145f07a81e6485f90552c28f65cada99a;anchor=swh:1:rev:fc3663457255aadc4a0689fb977988a994618fb6;path=/maintenance/ImportStacksProject.php
DOI: 10.15468/dl.624ecd
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laemanctus longipes"
 ]
}

 The dataset includes 267 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012850-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbeft7
title: Occurrence Download

description: A dataset containing 33053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Sula leucogaster",
 "Year 2017-2025"
 ]
}

 The dataset includes 33053 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012852-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a44r2y
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Latrodectus corallinus"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012853-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7qzf7
title: Occurrence Download

description: A dataset containing 781 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampropeltis abnorma"
 ]
}

 The dataset includes 781 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012855-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jswhss
title: Occurrence Download

description: A dataset containing 283653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 29.085278",
 "DecimalLatitude is less than or equal to 34.085278",
 "DecimalLongitude is greater than or equal to -105.0",
 "DecimalLongitude is less than or equal to -100.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 283653 records from 247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012840-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/wq3e-g381
title: NBDL-HXDQPBARQQ2E9B
DOI: 10.5281/zenodo.17743025
title: Spatiotemporal built-up patterns of 3 Romanian and 3 Polish cities

description: This dataset contains the derived spatial data and summary indicators used in the article “Divergent land consumption trajectories in post-socialist Romania and Poland: A spatiotemporal analysis of built-up expansion (1975–2020)”. It provides open, fine-scale evidence on built-up growth patterns in six second-tier cities in Central and Eastern Europe: Szczecin, Bydgoszcz and Lublin (Poland) and Timișoara, Cluj-Napoca and Iași (Romania).

The dataset is based on the Global Human Settlements Layer (GHSL) products produced by the European Commission’s Joint Research Centre. We use the GHS-BUILT-S (built-up surface), GHS-BUILT-V (built-up volume) and GHS-POP (population) grids at 100 m resolution for the epochs 1975, 1990, 2000 and 2015, which we process to estimate total built-up area and built-up area per capita over time. The original GHSL rasters are not redistributed here and can be downloaded directly from the JRC.

The main spatial unit of analysis is a regular 100 × 100 m grid covering a 20 km road-distance radius around each city centre. For each grid cell, we compute:– Total built-up area per epoch (m²), based on the combination of GHS-BUILT-S and GHS-BUILT-V and an assumed standard floor height;– Population per epoch (persons), from GHS-POP;– Built-up area per capita per epoch (m²/person);– A categorical cluster ID representing one of ten recurrent space–time development patterns identified via time-series clustering of total built-up area trajectories;– City identifier and basic locational attributes.

The dataset is organised in the following files:– Two vector files (Shapefile) containing the 100 m grid cells for all six cities, with attributes for city ID, cluster ID, cluster colour, total built-up area by epoch, population by epoch and built-up area per capita by epoch;– Two Excel files summarising cluster-level statistics (e.g. total area, average built-up area per capita, population) by country;– A codebook / README describing variables, units, and processing steps.

The purpose of this dataset is to allow users to: (i) replicate the main quantitative results and figures reported in the article; (ii) explore the space–time patterns of built-up expansion across the six case-study cities; and (iii) reuse the classification of development clusters in comparative research on post-socialist urbanisation, land consumption and sprawl.

Users should note that all derived indicators are subject to the spatial and temporal uncertainties inherent in GHSL products and the methodological assumptions described in the article (e.g. uniform floor height). The data are provided for research and teaching purposes and should be interpreted in conjunction with the methodological description in the associated paper.
DOI: 10.5281/zenodo.17743026
title: Spatiotemporal built-up patterns of 3 Romanian and 3 Polish cities

description: This dataset contains the derived spatial data and summary indicators used in the article “Divergent land consumption trajectories in post-socialist Romania and Poland: A spatiotemporal analysis of built-up expansion (1975–2020)”. It provides open, fine-scale evidence on built-up growth patterns in six second-tier cities in Central and Eastern Europe: Szczecin, Bydgoszcz and Lublin (Poland) and Timișoara, Cluj-Napoca and Iași (Romania).

The dataset is based on the Global Human Settlements Layer (GHSL) products produced by the European Commission’s Joint Research Centre. We use the GHS-BUILT-S (built-up surface), GHS-BUILT-V (built-up volume) and GHS-POP (population) grids at 100 m resolution for the epochs 1975, 1990, 2000 and 2015, which we process to estimate total built-up area and built-up area per capita over time. The original GHSL rasters are not redistributed here and can be downloaded directly from the JRC.

The main spatial unit of analysis is a regular 100 × 100 m grid covering a 20 km road-distance radius around each city centre. For each grid cell, we compute:– Total built-up area per epoch (m²), based on the combination of GHS-BUILT-S and GHS-BUILT-V and an assumed standard floor height;– Population per epoch (persons), from GHS-POP;– Built-up area per capita per epoch (m²/person);– A categorical cluster ID representing one of ten recurrent space–time development patterns identified via time-series clustering of total built-up area trajectories;– City identifier and basic locational attributes.

The dataset is organised in the following files:– Two vector files (Shapefile) containing the 100 m grid cells for all six cities, with attributes for city ID, cluster ID, cluster colour, total built-up area by epoch, population by epoch and built-up area per capita by epoch;– Two Excel files summarising cluster-level statistics (e.g. total area, average built-up area per capita, population) by country;– A codebook / README describing variables, units, and processing steps.

The purpose of this dataset is to allow users to: (i) replicate the main quantitative results and figures reported in the article; (ii) explore the space–time patterns of built-up expansion across the six case-study cities; and (iii) reuse the classification of development clusters in comparative research on post-socialist urbanisation, land consumption and sprawl.

Users should note that all derived indicators are subject to the spatial and temporal uncertainties inherent in GHSL products and the methodological assumptions described in the article (e.g. uniform floor height). The data are provided for research and teaching purposes and should be interpreted in conjunction with the methodological description in the associated paper.
DOI: 10.5281/zenodo.13765495
title: An in vivo and in vitro spatiotemporal profile of human midbrain development (Supplementary Files)

description: Supplemental data for the pre-print "An in vivo and in vitro spatiotemporal atlas of human midbrain development". It includes:



Supplementary File 1: "inVitroLines_hg38LO.vcf"

VCF file with the donor genotypes of five iPSC-derived lines used for the in vitro dopaminergic differentiation and profiled with single-cell transcriptomics. This file is used for donor deconvolution with demuxlet, as the lines were pooled at the time of sequencing.  

200999750078_R05C02     ## Control 1201464380013_R01C01     ## Patient 2201464380013_R05C01     ## Crispr 1202418170052_R06C02     ## Control 29934626012_R07C01       ## Patient 1

 

Supplementary File 2: "MLOallgenotypes.vcf.bgz"

VCF file with the genotypes of nine donors (5 iPSC-derived lines and 4 foetuses) that were profiled with single-cell transcriptomics.This file is used for deconvoluting the fetal data, as the lines were also pooled at the time of sequencing.  

200999750078_R05C02     ## Control 19934626012_R07C01       ## Patient 1201464380013_R01C01     ## Patient 2201464380013_R05C01     ## Crispr 1 (patient-corrected line from Patient 2)202418170052_R06C02     ## Control 2205437750120_R05C02     ## PCW16205437750120_R06C02     ## PCW20205794880025_R05C02     ## PCW12205794880025_R06C02     ## PCW10

* The VCF file "inVitroLines_hg38LO.vcf" is a subset of the file "MLOallgenotypes.vcf.bgz", as it contains 5 out of the 9 donor genotypes. Still, as the initial donor deconvolution for the in vitro 10x libraries was performed with the subset we kept this file for reproducibility.

 

Supplementary File 3: "mlo_resolution075_Annot.RDS"

Single-cell data generated in our study (RDS object: Seurat object with counts and metadata).

 




Supplementary File 4: "midBrainIntegration.RDS"

Integrated datasets (RDS object: Seurat object with counts and metadata).
DOI: 10.5281/zenodo.13765496
title: An in vivo and in vitro spatiotemporal profile of human midbrain development (Supplementary Files)

description: Supplemental data for the pre-print "An in vivo and in vitro spatiotemporal atlas of human midbrain development". It includes:



Supplementary File 1: "inVitroLines_hg38LO.vcf"

VCF file with the donor genotypes of five iPSC-derived lines used for the in vitro dopaminergic differentiation and profiled with single-cell transcriptomics. This file is used for donor deconvolution with demuxlet, as the lines were pooled at the time of sequencing.  

200999750078_R05C02     ## Control 1201464380013_R01C01     ## Patient 2201464380013_R05C01     ## Crispr 1202418170052_R06C02     ## Control 29934626012_R07C01       ## Patient 1

 

Supplementary File 2: "MLOallgenotypes.vcf.bgz"

VCF file with the genotypes of nine donors (5 iPSC-derived lines and 4 foetuses) that were profiled with single-cell transcriptomics.This file is used for deconvoluting the fetal data, as the lines were also pooled at the time of sequencing.  

200999750078_R05C02     ## Control 19934626012_R07C01       ## Patient 1201464380013_R01C01     ## Patient 2201464380013_R05C01     ## Crispr 1 (patient-corrected line from Patient 2)202418170052_R06C02     ## Control 2205437750120_R05C02     ## PCW16205437750120_R06C02     ## PCW20205794880025_R05C02     ## PCW12205794880025_R06C02     ## PCW10

* The VCF file "inVitroLines_hg38LO.vcf" is a subset of the file "MLOallgenotypes.vcf.bgz", as it contains 5 out of the 9 donor genotypes. Still, as the initial donor deconvolution for the in vitro 10x libraries was performed with the subset we kept this file for reproducibility.

 

Supplementary File 3: "mlo_resolution075_Annot.RDS"

Single-cell data generated in our study (RDS object: Seurat object with counts and metadata).

 




Supplementary File 4: "midBrainIntegration.RDS"

Integrated datasets (RDS object: Seurat object with counts and metadata).
DOI: 10.15468/dl.n35cv4
title: Occurrence Download

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampropeltis annulata"
 ]
}

 The dataset includes 530 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012857-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/5auteh
title: Fiocruz/CTIOC - Coleção de Triatomíneos do Instituto Oswaldo Cruz

description: A Coleção de Triatomíneos do Instituto Oswaldo Cruz, CTIOC, é composta por triatomíneos e outros reduviídeos (Insecta: Hemiptera: Heteroptera: Reduviidae), incluindo diversos holótipos e parátipos coligidos em inúmeras localidades do Brasil e outros países.
Atualmente, a coleção abriga mais de 9.000 exemplares secos, e está sob responsabilidade do Laboratório Nacional e Internacional de Referência em Taxonomia de Triatomíneos, LNIRTT. Além destes, o laboratório mantém ainda o maior insetário de triatomíneos do mundo em termos de diversidade, com colônias de 4 espécies.

O acervo da CTIOC vem sendo continuamente fichado e inventariado, e nos últimos anos também informatizado. Seu catálogo eletrônico está disponível via página web, pelo qual é possível acessar informações como localidade e data de coleta de cada espécime, além de criar gráficos e mapas de distribuição geográfica utilizando diferentes filtros.

Para maiores informações acesse a página web da CTIOC/ For more information please visit the CTIOC website: http://ctioc.fiocruz.br/
DOI: 10.5281/zenodo.17743069
title: Supplementary materials for "AI-supported development of teachers' pedagogical competences: evidence and policy implications from a middle-income education system"

description: This repository contains supplementary materials for the article “AI-supported development of teachers’ pedagogical competences: evidence and policy implications from a middle-income education system”. It includes: (i) a source list with basic metadata for all documents included in the qualitative evidence base; and (ii) a short analytic note describing the thematic framework and how the three dimensions (motivation, competences, equity) were derived.
DOI: 10.5281/zenodo.17743068
title: Supplementary materials for "AI-supported development of teachers' pedagogical competences: evidence and policy implications from a middle-income education system"

description: This repository contains supplementary materials for the article “AI-supported development of teachers’ pedagogical competences: evidence and policy implications from a middle-income education system”. It includes: (i) a source list with basic metadata for all documents included in the qualitative evidence base; and (ii) a short analytic note describing the thematic framework and how the three dimensions (motivation, competences, equity) were derived.
DOI: 10.15468/dl.6rj8e7
title: Occurrence Download

description: A dataset containing 1489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampropeltis polyzona"
 ]
}

 The dataset includes 1489 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012858-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dmpk9
title: Occurrence Download

description: A dataset containing 120573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stilpnia cayana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120573 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012842-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxyr6u
title: Occurrence Download

description: A dataset containing 1974 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidophyma flavimaculatum"
 ]
}

 The dataset includes 1974 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012861-251120083545085/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/13901346
title: Dataset jadwal event lariku.info
DOI: 10.15468/dl.3bhskh
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidophyma lineri"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012862-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eas594
title: Occurrence Download

description: A dataset containing 3779 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephalopholis boenak"
 ]
}

 The dataset includes 3779 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012864-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyawet
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidophyma lipetzi"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012865-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2pchg1
title: CCDC 2483703: Experimental Crystal Structure Determination

description: Related Article: Sundaram Maurya, Vaibhav B. Patil, G. Raghu Ramudu, Virendra S. Amrutkar, Yash G. Mendapara, Jagadeesh Babu Nanubolu, Rambabu Chegondi|2025|Chem.Commun.|61|19108|doi:10.1039/d5cc05400a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.