cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14546263
title: Spatio-temporal reconstruction of annual glacier mass balance in the Central Asia (1950- 2020) using machine learning method

description: This dataset reconstructs the annual mass balance of glaciers larger than 0.1 km² in the Tien Shan and Pamir regions from 1950 to 2022. The dataset is derived using a nonlinear relationship between glacier mass balance and meteorological and topographical variables. The reconstruction method employs the XGBoost algorithm. Initially, XGBoost is trained on the complete training dataset, followed by incremental training for each sub-region to tailor models to specific regional characteristics. The final training results yield an average coefficient of determination (R²) of 0.87.

 

All code used in this dataset is publicly available and organized into the following five sections:





Data Processing



Code for extracting monthly meteorological variables.

Combines meteorological and topographical variables for each glacier.





Model Training



Implements the two-step training process for all ensemble learning methods tested in this study.





Result Analysis



Pie charts of mass balance distribution for clustered glaciers.

Line graphs of annual mass balance for each sub-region.





Result Evaluation



Extracts glacier mass balance data from previous studies.

Compares these data with the results of this study.





SHAP Analysis



Provides scripts to generate SHAP (SHapley Additive exPlanations) value-related figures, highlighting the contribution of different variables to model predictions.
DOI: 10.5281/zenodo.14546538
title: Spatio-temporal reconstruction of annual glacier mass balance in the Central Asia (1950- 2020) using machine learning method

description: This dataset reconstructs the annual mass balance of glaciers larger than 0.1 km² in the Tien Shan and Pamir regions from 1950 to 2020. The dataset is derived using a nonlinear relationship between glacier mass balance and meteorological and topographical variables. The reconstruction method employs the XGBoost algorithm. Initially, XGBoost is trained on the complete training dataset, followed by incremental training for each sub-region to tailor models to specific regional characteristics. The final training results yield an average coefficient of determination (R²) of 0.87.

 

All code used in this dataset is publicly available and organized into the following five sections:





Data Processing



Code for extracting monthly meteorological variables.

Combines meteorological and topographical variables for each glacier.





Model Training



Implements the two-step training process for all ensemble learning methods tested in this study.





Result Analysis



Pie charts of mass balance distribution for clustered glaciers.

Line graphs of annual mass balance for each sub-region.





Result Evaluation



Extracts glacier mass balance data from previous studies.

Compares these data with the results of this study.





SHAP Analysis



Provides scripts to generate SHAP (SHapley Additive exPlanations) value-related figures, highlighting the contribution of different variables to model predictions.
DOI: 10.17632/38y5p827dc
title: Service Robots with Low Anthropomorphism in Restaurants: Consumer Reactions and Implications within the AIDUA Framework

description: SPSS Data
DOI: 10.17632/38y5p827dc.1
title: Service Robots with Low Anthropomorphism in Restaurants: Consumer Reactions and Implications within the AIDUA Framework

description: SPSS Data
DOI: 10.15468/dl.ahj6y2
title: Occurrence Download

description: A dataset containing 452649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1980-2000"
 ]
}

 The dataset includes 452649 records from 375 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028135-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sp3cv
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eriobotrya japonica (Thunb.) Lindl."
 ]
}

 The dataset includes 58 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028137-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15395565
title: trichosanthes_schlechteri_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15395566
title: trichosanthes_schlechteri_zanfona_1.fasta.gz
DOI: 10.15468/dl.z6w5v6
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.79348 46.06321,12.80068 46.06321,12.80068 46.07227,12.79348 46.07227,12.79348 46.06321))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 56 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028138-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pyv7j
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia stricta L."
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028141-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxc7ee
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((25.52914 47.80497,54.44944 47.80497,54.44944 59.36814,25.52914 59.36814,25.52914 47.80497))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Wolffia arrhiza (L.) Horkel ex Wimm."
 ]
}

 The dataset includes 234 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028142-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrpms9
title: Occurrence Download

description: A dataset containing 875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ethiopia, Kenya)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia tirucalli L."
 ]
}

 The dataset includes 875 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028143-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15395576
title: psiguria_triphylla_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15395577
title: psiguria_triphylla_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15395468
title: Lead yourself to the zone and be happy - Dataset

description: Dataset used for the analysis and development of the paper Lead yourself to the zone and be happy: the effect of self-leadership development on flow and happiness, published (pre-print) at PsyArXiv Preprints
DOI: 10.5281/zenodo.15395469
title: Lead yourself to the zone and be happy - Dataset

description: Dataset used for the analysis and development of the paper Lead yourself to the zone and be happy: the effect of self-leadership development on flow and happiness, published (pre-print) at PsyArXiv Preprints
DOI: 10.15468/dl.nrrvmk
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euryops chrysanthemoides (DC.) B.Nord."
 ]
}

 The dataset includes 189 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028146-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjeak6
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.14.112_2",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 117 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028149-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29046641
title: Dataset for manuscript: Mangrove structure, composition, and distribution through restoration of Indonesia’s mangrove: A systematic review

description: Suplementary Information for Mangrove structure, composition, and distribution through restoration of Indonesia’s mangrove: A Systematic Review
DOI: 10.5281/zenodo.14502008
title: Clumped-isotope temperature record for Lower Miocene lacustrine stromatolites of the Ebro Basin, Spain

description: Carbonate stable and clumped isotope composition of Miocene lacustrine stromatolite Ebro basin
DOI: 10.5281/zenodo.15309884
title: Data for "Understanding mammal avoidance of human settlements"

description: Two files: one containing code (anth_pottsetal_code.zip) and the other data (anth_pottsetal_data.zip). In the data zipfile is a readme.txt file explaining how the data files relate to the manuscript and a data_contacts.csv file giving the contact details for each dataset.
DOI: 10.5281/zenodo.15309885
title: Data for "Understanding mammal avoidance of human settlements"

description: Two files: one containing code (anth_pottsetal_code.zip) and the other data (anth_pottsetal_data.zip). In the data zipfile is a readme.txt file explaining how the data files relate to the manuscript and a data_contacts.csv file giving the contact details for each dataset.
DOI: 10.5281/zenodo.15395606
title: muellerargia_jeffreyana_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15395607
title: muellerargia_jeffreyana_zanfona_1.fasta.gz
DOI: 10.15468/dl.5h4c93
title: Occurrence Download

description: A dataset containing 1172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chromolaena odorata (L.) R.M.King & H.Rob.",
 "Country is South Africa",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 1172 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028151-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83jsye
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arum rupicola Boiss."
 ]
}

 The dataset includes 271 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028152-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94dzvp
title: Occurrence Download

description: A dataset containing 549706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Verbascum L."
 ]
}

 The dataset includes 549706 records from 2271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028140-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yhhab
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Panama",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Apeiba tibourbou Aubl."
 ]
}

 The dataset includes 180 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002122-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzmzbr
title: Occurrence Download

description: A dataset containing 36817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36817 records from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006064-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc2mshhf
title: CSD 2436615: Experimental Crystal Structure Determination

description: Related Article: Lukas Link, Rainer Niewa|2025|Z.Anorg.Allg.Chem.|651|e202500068|doi:10.1002/zaac.202500068
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2mshjg
title: CSD 2436616: Experimental Crystal Structure Determination

description: Related Article: Lukas Link, Rainer Niewa|2025|Z.Anorg.Allg.Chem.|651|e202500068|doi:10.1002/zaac.202500068
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.t4zkq8
title: Occurrence Download

description: A dataset containing 144614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Acer platanoides, Acer pseudoplatanus, Quercus robur, Carpinus betulus, Fagus sylvatica, Tilia cordata, Juglans regia, Prunus avium, Sorbus torminalis)",
 "Year 2022-2025"
 ]
}

 The dataset includes 144614 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028781-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkj2zr
title: Occurrence Download

description: A dataset containing 133634 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mammal records from Britain from the Atlas of Mammals (1993), with some subsequent records"
 ]
}

 The dataset includes 133634 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002302-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3eysqf
title: Occurrence Download

description: A dataset containing 263891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Country is France",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 263891 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002296-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9s58y9dkdt.1
title: Dataset for Testing Transmission Line Protections: Energy Transition Scenarios

description: This dataset provides simulation data for testing transmission line protection algorithms in a 500 kV power system modeled in the Alternative Transients Program (ATP). The system consists of five buses, interconnected in a ring configuration by double-circuit transmission lines represented using the Bergeron model. One of the buses includes a 2 GW nuclear power plant with synchronous machine-based generation, while another bus hosts a 300 MW wind farm utilizing doubly-fed induction generators (DFIG). The remaining buses are modeled as Thévenin equivalents with distinct single-phase and three-phase fault levels. The dataset focuses on evaluating protection algorithms for the transmission line connecting the wind farm to the nuclear power plant. Instrument transformers, including current transformers (CTs) and capacitive voltage transformers (CVTs), are installed at both terminals of this transmission line. The CTs incorporate saturation effects, and all instrument transformers are modeled based on real equipment data. The dataset consists of files containing primary and secondary phase voltage and line current signals for various fault scenarios. These scenarios include variations in: Fault location; Inception angle; Fault resistance; Transmission system topology at the time of the fault; Noise in secondary signals; Communication channel asymmetry between the two line terminals; Each simulation scenario is stored in a separate file, enabling detailed testing of line protection schemes under diverse operational conditions.

More details will be available in the future.
DOI: 10.17632/rw3wyzfxsy.1
title: Effect of intravenous mannitol on renal function in patients undergoing laparoscopic nephron-sparing surgery: a randomised, double-blinded trial.

description: SPSS sheet of all data collected in the study
DOI: 10.17632/rw3wyzfxsy
title: Effect of intravenous mannitol on renal function in patients undergoing laparoscopic nephron-sparing surgery: a randomised, double-blinded trial.

description: SPSS sheet of all data collected in the study
DOI: 10.17632/rw3wyzfxsy.2
title: Effect of intravenous mannitol on renal function in patients undergoing laparoscopic nephron-sparing surgery: a randomised, double-blinded trial.

description: SPSS sheet of all data collected in the study
DOI: 10.48580/dfsr-3cx
title: World List of Trematoda
DOI: 10.48580/dfsr-3cz
title: MolluscaBase
DOI: 10.48580/dfp3-3d3
title: World List of Chaetognatha
DOI: 10.48580/dfsr-3d2
title: World List of Octocorallia
DOI: 10.6084/m9.figshare.29957747
title: Dataset for "Long-term Psychological Impact of the COVID-19 Pandemic: A Cross-Sectional Survey among Students and Technical Staff in Health Care Institutions"

description: This dataset includes documents and materials underlying the study <i>“A survey to assess depression, anxiety, stress level & impact of COVID-19 pandemic among students.”</i> The files comprise: (i) institutional ethical clearance and NOC from the Principal Investigator, (ii) the study questionnaire, (iii) anonymized questionnaire responses, (iv) statistical analysis outputs, (v) study results, and (vi) the SRQR (Standards for Reporting Qualitative Research) checklist. Together, these files provide complete transparency of the research process, from study approval and data collection to analysis and reporting.
DOI: 10.6084/m9.figshare.29957747.v1
title: Dataset for "Long-term Psychological Impact of the COVID-19 Pandemic: A Cross-Sectional Survey among Students and Technical Staff in Health Care Institutions"

description: This dataset includes documents and materials underlying the study <i>“A survey to assess depression, anxiety, stress level & impact of COVID-19 pandemic among students.”</i> The files comprise: (i) institutional ethical clearance and NOC from the Principal Investigator, (ii) the study questionnaire, (iii) anonymized questionnaire responses, (iv) statistical analysis outputs, (v) study results, and (vi) the SRQR (Standards for Reporting Qualitative Research) checklist. Together, these files provide complete transparency of the research process, from study approval and data collection to analysis and reporting.
DOI: 10.48580/dfp3-3dn
title: World List of Orthonectida
DOI: 10.48580/dfrt-3dr
title: World List of Merostomata
DOI: 10.48580/dfsr-3ds
title: World Kinorhyncha Database
DOI: 10.48580/dfpd-3dt
title: World List of Cephalochordata
DOI: 10.48580/dfsr-3dx
title: World Foraminifera Database
DOI: 10.48580/dfs6-3f8
title: Curculionidae
DOI: 10.48580/dfsr-3fk
title: World Ostracoda Database
DOI: 10.48580/dfsr-3fl
title: World List of Actiniaria
DOI: 10.48580/dfpd-3fn
title: World List of Appendicularia
DOI: 10.48580/dfq8-3fp
title: World List of Ceriantharia
DOI: 10.48580/dfsr-3fq
title: Phylum Ctenophora: list of all valid species names. Electronic internet document
DOI: 10.48580/dfrt-3fs
title: World List of Loricifera
DOI: 10.48580/dfry-3fr
title: World List of Cubozoa
DOI: 10.48580/dfp3-3fv
title: World List of Staurozoa
DOI: 10.48580/dfsr-3ft
title: Pycnobase: World Pycnogonida Database
DOI: 10.48580/dfs6-3fx
title: Ascidiacea World Database
DOI: 10.48580/dfsr-3fw
title: World List of Thaliacea
DOI: 10.48580/dfsr-3fz
title: World List of Scyphozoa
DOI: 10.48580/dfsr-3g4
title: World of Copepods Database
DOI: 10.48580/dfqz-3g7
title: World List of Antipatharia
DOI: 10.48580/dfsr-3g6
title: World List of turbellarian worms: Acoelomorpha, Catenulida, Rhabditophora
DOI: 10.48580/dfsr-3g8
title: World List of Corallimorpharia
DOI: 10.48580/dfsr-3g9
title: World List of Scleractinia
DOI: 10.48580/dfsr-3gb
title: World List of Zoantharia
DOI: 10.48580/dfs6-3gc
title: Isoptera Catalog
DOI: 10.48580/dfsr-3gf
title: MilliBase
DOI: 10.48580/dfsr-3gh
title: World Amphipoda Database
DOI: 10.48580/dfsr-4ky
title: The Integrated Taxonomic Information System
DOI: 10.48580/dfsr-4pt
title: Opiliones of the World
DOI: 10.48580/dfsr-4rb
title: World Brachiopoda Database
DOI: 10.48580/dfry-4rd
title: World Euphausiacea Database
DOI: 10.48580/dfsr-4rc
title: World List of Crinoidea
DOI: 10.48580/dfsr-4rf
title:  Nemys, World Database of Nematodes
DOI: 10.48580/dfs6-4rx
title: 3i World Auchenorrhyncha Database
DOI: 10.48580/dfsr-4th
title: Catalogue of World Gelechiidae
DOI: 10.48580/dfry-75rv
title: The World Odonata List
DOI: 10.48580/dfsr-49xk
title: Global Lepidoptera Index
DOI: 10.48580/dfsy
title: Catalogue of Life Checklist
DOI: 10.48580/dfsy-38g
title: World Scarabaeidae Database
DOI: 10.48580/dfp3-38m
title: Cerambycidae database
DOI: 10.48580/dfsy-392
title: World Porifera Database
DOI: 10.15468/dl.57e53m
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon dactylon",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027834-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/dfsy-39j
title: World Cumacea Database