cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6szgx9
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mantella haraldmeieri Busse, 1981"
 ]
}

 The dataset includes 66 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346938-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thj9ed
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mungotictis decemlineata (Grandidier, 1867)"
 ]
}

 The dataset includes 60 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029001-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsfosh
title: Occurrence Download

description: A dataset containing 4998 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petromyzon marinus sp. dorsatus Wilder, 1883"
 ]
}

 The dataset includes 4998 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003736-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ce6mag
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calumma andringitraense (Brygoo, Blanc & Domergue, 1972)"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342579-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg252x
title: Occurrence Download

description: A dataset containing 657223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorbus aucuparia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 657223 records from 577 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345954-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfhrma
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Propithecus edwardsi Grandidier, 1871"
 ]
}

 The dataset includes 170 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348078-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnscv7
title: Occurrence Download

description: A dataset containing 5791 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Buprestidae"
 ]
}

 The dataset includes 5791 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008983-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8menv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calumma vencesi Andreone, Mattioli, Jesu & Randrianirina, 2001"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342639-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfgkhs
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calidris ruficollis (Pallas, 1776)",
 "Year 2000-2024"
 ]
}

 The dataset includes 130 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084326-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23664/ahri.his01-01-admissions.201909.v5
title: AHRI.HIS-Admissions.Release 2019-09
DOI: 10.15468/dl.x4z7rd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microcebus danfossi Olivieri, Zimmermann, Randrianambinina, Rassoloharijaona, Rakotondravony, Gsuchanski et al., 2006"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346954-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xumnhv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callulina meteora Menegon, Gower & Loader, 2011"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342574-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqa25m
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis rhodoscelis (Boulenger, 1882)"
 ]
}

 The dataset includes 41 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028146-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75h52a
title: Occurrence Download

description: A dataset containing 7700 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spheniscus demersus (Linnaeus, 1758)"
 ]
}

 The dataset includes 7700 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348838-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skshn9
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acropora hemprichii (Ehrenberg, 1834)"
 ]
}

 The dataset includes 80 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0339535-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tv26pb
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phataginus tricuspis (Rafinesque, 1821)"
 ]
}

 The dataset includes 144 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029028-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n29fqw
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Holothuria fuscogilva Cherbonnier, 1980"
 ]
}

 The dataset includes 395 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345213-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13012/b2idb-4015036_v2
title: Data for Field-Effect Transistors from Artificial Charged Domain Walls in Stacked van der Waals Ferroelectric α-In2Se3

description: Room-temperature transfer curves; Benchmarking conductance; STEM images of charged domain walls; Temperature-dependent transfer curves; Scaling of conductance, hopping length, threshold voltage, trap density, and field-effect mobility with temperature; Magnetotransport data; Optical, AFM, and PFM image of different field-effect transistors; STEM images of contacts; Output and transfer curves of FETs; Additional STEM images of charged domain walls; Temperature scaling of subthreshold swing and threshold voltage difference; Comparison of maximum field-effect mobility for different structures
DOI: 10.5281/zenodo.18588077
title: Analogue-based synthetic data generation to inform hydrological models: demonstration and application to the Volta River Basin in West Africa

description: All datasets in this repository are either used by or generated with the method described in the associated paper “Analogue-based synthetic data generation to inform hydrological models: demonstration and application to the Volta River Basin in West Africa”, currently under review.

The repository contains two ZIP archives. All files are provided in NetCDF format.

The first archive, kNN_data, contains all input data and outputs of the analogue-based (kNN) method. The input folder stores the datasets required to generate synthetic images. The hindcast folder contains the results of the hindcast experiment. The for_mHM folder contains the results of the validation experiment formatted for use in mHM. Variable naming follows: pre for total daily precipitation, tmax for daily maximum temperature, and tmin for daily minimum temperature. Files ending with _mhm correspond to datasets specifically prepared for mHM.

The second archive, mHM_data, contains all datasets used for the mHM hydrological model experiments. This includes the model input data, validation results using only real datasets, real datasets combined with synthetic evapotranspiration, and only synthetic datasets, as well as hindcast results obtained using only synthetic datasets. All details on data processing and experimental design are provided in the associated paper.
DOI: 10.5281/zenodo.18588078
title: Analogue-based synthetic data generation to inform hydrological models: demonstration and application to the Volta River Basin in West Africa

description: All datasets in this repository are either used by or generated with the method described in the associated paper “Analogue-based synthetic data generation to inform hydrological models: demonstration and application to the Volta River Basin in West Africa”, currently under review.

The repository contains two ZIP archives. All files are provided in NetCDF format.

The first archive, kNN_data, contains all input data and outputs of the analogue-based (kNN) method. The input folder stores the datasets required to generate synthetic images. The hindcast folder contains the results of the hindcast experiment. The for_mHM folder contains the results of the validation experiment formatted for use in mHM. Variable naming follows: pre for total daily precipitation, tmax for daily maximum temperature, and tmin for daily minimum temperature. Files ending with _mhm correspond to datasets specifically prepared for mHM.

The second archive, mHM_data, contains all datasets used for the mHM hydrological model experiments. This includes the model input data, validation results using only real datasets, real datasets combined with synthetic evapotranspiration, and only synthetic datasets, as well as hindcast results obtained using only synthetic datasets. All details on data processing and experimental design are provided in the associated paper.
DOI: 10.15468/dl.7528mm
title: Occurrence Download

description: A dataset containing 80568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia affinis",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 80568 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006108-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m89szx
title: Occurrence Download

description: A dataset containing 761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is FSFN: Forest Soil Fauna Network: Nematoda, Flanders Belgium",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 761 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006143-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18235788
title: Forward-Looking Multibeam - Water Column Detection and Tracking Dataset (FLM-WCDT)

description: Institute for Systems and Computer Engineering, Technology and Science (INESC TEC) aims to make a significant contribution to the advancement of marine robotics and environmental monitoring by providing a novel dataset: the Forward-Looking Multibeam - Water Column Detection and Tracking Dataset (FLM-WCDT). Addressing the critical scarcity of labelled underwater data, this work presents 8,156 acoustic images acquired using the Kongsberg M3 High-Frequency Multibeam Echosounder with a forward-looking configuration installed in the PORTUS Unmanned Surface Vehicle (USV).

Collected in the manoeuvring basin of Leixões harbour, this dataset offers information on 10 distinct types of marine debris. It provides input for developing deep learning algorithms, refining sonar signal processing, and enhancing the perception capabilities of different platforms for data extraction and environmental interaction. By making this dataset publicly available, INESC TEC seeks to drive further innovation in underwater computer vision and automated clean-up solutions, fostering a cleaner and more sustainable ocean environment.
DOI: 10.5281/zenodo.14268498
title: Forward-Looking Multibeam - Water Column Detection and Tracking Dataset (FLM-WCDT)

description: Institute for Systems and Computer Engineering, Technology and Science (INESC TEC) aims to make a significant contribution to the advancement of marine robotics and environmental monitoring by providing a novel dataset: the Forward-Looking Multibeam - Water Column Detection and Tracking Dataset (FLM-WCDT). Addressing the critical scarcity of labelled underwater data, this work presents 8,156 acoustic images acquired using the Kongsberg M3 High-Frequency Multibeam Echosounder with a forward-looking configuration installed in the PORTUS Unmanned Surface Vehicle (USV).

Collected in the manoeuvring basin of Leixões harbour, this dataset offers information on 10 distinct types of marine debris. It provides input for developing deep learning algorithms, refining sonar signal processing, and enhancing the perception capabilities of different platforms for data extraction and environmental interaction. By making this dataset publicly available, INESC TEC seeks to drive further innovation in underwater computer vision and automated clean-up solutions, fostering a cleaner and more sustainable ocean environment.
DOI: 10.5281/zenodo.18600263
title: IMPLEMENTATION OF THE PLEA DEAL MECHANISM: A RECENT DEVELOPMENT IN UZBEKISTAN'S CRIMINAL JUSTICE SYSTEM

description: The article analyzes the purpose and social necessity of introducing the institution of a plea agreement into the criminal process, the features of the application of this institution, explores the main provisions of the law regarding plea agreements, important aspects of the plea agreement procedure, the advantages and disadvantages of this institution. The role of the court in concluding a plea agreement, the differences between such concepts as "plea agreement", "cooperation agreement" and "abbreviated forms of litigation", as well as their essence are highlighted. In addition, the views of scientists on the appointment and main functions of the institution of admission of guilt are studied, the author's conclusions and conclusions are presented.
DOI: 10.5281/zenodo.18600262
title: IMPLEMENTATION OF THE PLEA DEAL MECHANISM: A RECENT DEVELOPMENT IN UZBEKISTAN'S CRIMINAL JUSTICE SYSTEM

description: The article analyzes the purpose and social necessity of introducing the institution of a plea agreement into the criminal process, the features of the application of this institution, explores the main provisions of the law regarding plea agreements, important aspects of the plea agreement procedure, the advantages and disadvantages of this institution. The role of the court in concluding a plea agreement, the differences between such concepts as "plea agreement", "cooperation agreement" and "abbreviated forms of litigation", as well as their essence are highlighted. In addition, the views of scientists on the appointment and main functions of the institution of admission of guilt are studied, the author's conclusions and conclusions are presented.
DOI: 10.6084/m9.figshare.31306678
title: <b>City-level carbon emission data in Southeast Asia from 2000 to 2020</b>

description: This study presents a city-level carbon emissions dataset for SEA from 2000 to 2020, constructed within a top‑down allocation framework that anchors city estimates to EDGAR provincial totals. By integrating multiple proxies: impervious surfaces, nighttime lights, and urban–rural residential distributions, and evaluating Random Forest, Gradient Boosting, and Neural Network algorithms within an adaptive dual‑modeling strategy, the approach delivers a consistent, two‑decade panel for 4,413 city‑level units.<br>This work was supported by the Lee Kuan Yew School of Public Policy, National University of Singapore.
DOI: 10.6084/m9.figshare.31306678.v1
title: <b>City-level carbon emission data in Southeast Asia from 2000 to 2020</b>

description: This study presents a city-level carbon emissions dataset for SEA from 2000 to 2020, constructed within a top‑down allocation framework that anchors city estimates to EDGAR provincial totals. By integrating multiple proxies: impervious surfaces, nighttime lights, and urban–rural residential distributions, and evaluating Random Forest, Gradient Boosting, and Neural Network algorithms within an adaptive dual‑modeling strategy, the approach delivers a consistent, two‑decade panel for 4,413 city‑level units.<br>This work was supported by the Lee Kuan Yew School of Public Policy, National University of Singapore.
DOI: 10.15468/dl.u8cc42
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Baccaurea polyneura",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 119 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006146-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzcv4y
title: Occurrence Download

description: A dataset containing 223724 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Araneus diadematus"
 ]
}

 The dataset includes 223724 records from 1044 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006118-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7488/ds/7904
title: SUPERSEDED - National Security and Defence Documents Dataset (1987-2024) v2.0

description: ## This item has been replaced by the one which can be found at https://datashare.ed.ac.uk/handle/10283/9156 ## Version 2.0 of this dataset consists of 607 national security and defence documents from 119 countries, covering the period from 1987 to 2024. It includes national security strategies, defence white papers, and other top-level security documents, all available as machine-readable PDFs and txt files. Non-English texts are accompanied by translations. The corpus is complemented by metadata providing context for each document and country, including variables such as UN region, regime type, and economic data. This collection enables comparative analysis, trend identification, and research across security studies, international relations, and related fields. The corpus serves as a resource for researchers, policymakers, civil society, and educational purposes, offering a compilation of global security priorities spanning nearly four decades. Additionally, the team provides code for reproducing their computational text analysis, allowing other researchers to replicate and build upon their work.
description: pdf_documents.zip - machine-readable national security and defence documents for 119 countries, translated where necessary. Country_metadata.csv (14.29Kb) - data about all countries in dataset, one row per country document_metadata.csv (112.7Kb) - data about all documents in dataset, one row per document Original_language_documents.zip - original untranslated national security and defence documents en_core_web_lg-3.4.1.zip (560.4Mb) - data tools model.zip (3.092Gb) - semantic embedding model use-4.zip (916.5Mb) - semantic model encoder ns_codebase.zip (933.5Kb) - codebase for topic search, analysis, document processing, and model building ns_codebase_installation.txt (1.073Kb) - installation instructions readme.txt (6.821Kb) license_text (17.00Kb) institutional_membership_data.zip - additional country metadata txt_files.zip - national security and defence documents extracted and cleaned from pdf documents as plain text
DOI: 10.5517/cc7syb8
title: CCDC 232510: Experimental Crystal Structure Determination

description: Related Article: Qin-De Liu, M.S.Mudadu, R.Thummel, Ye Tao, Suning Wang|2005|Adv.Funct.Mater.|15|143|doi:10.1002/adfm.200400081
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.
DOI: 10.5517/cc7syc9
title: CCDC 232511: Experimental Crystal Structure Determination

description: Related Article: Qin-De Liu, M.S.Mudadu, R.Thummel, Ye Tao, Suning Wang|2005|Adv.Funct.Mater.|15|143|doi:10.1002/adfm.200400081
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.
DOI: 10.5517/cc7sydb
title: CCDC 232512: Experimental Crystal Structure Determination

description: Related Article: Qin-De Liu, M.S.Mudadu, R.Thummel, Ye Tao, Suning Wang|2005|Adv.Funct.Mater.|15|143|doi:10.1002/adfm.200400081
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.