cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ya59dw
title: Occurrence Download

description: A dataset containing 21214 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capparis spinosa"
 ]
}

 The dataset includes 21214 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046549-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqp8mp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gnidia squarrosa",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046550-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udtrjc
title: Occurrence Download

description: A dataset containing 1142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.28.36_2",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Crocodylia, Testudines)"
 ]
}

 The dataset includes 1142 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046551-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15512423
title: Modeling Equilibrium Solid-liquid Interfaces under Effective Constant Chemical Potential using Machine Learning Interatomic Potentials

description: Training configurations and NequIP input files used in the development of the potential described in the related publication. In addition, we provide pseudo-code for implementing the iqCuMD approach.
DOI: 10.5281/zenodo.17088343
title: Modeling Equilibrium Solid-liquid Interfaces under Effective Constant Chemical Potential using Machine Learning Interatomic Potentials

description: Training configurations and NequIP input files used in the development of the potential described in the related publication. In addition, we provide pseudo-code for implementing the iqCuMD approach.
DOI: 10.7910/dvn/rlok0b
title: Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Settlement Points, Revision 01

description: The Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Settlement Points, Revision 01 is an updated version of the Settlement Points, Version 1 (v1) used in the original population reallocation. Revision 01 includes improved geospatial location for selected settlements, as well as new georeferenced settlements. Revision 01 was produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with the CUNY Institute for Demographic Research (CIDR).
description: To provide populated place (point) data with consistent population estimates.
DOI: 10.17632/w7bgjcxbxb.2
title: Implicit Extrapolation and the Beliefs Channel of Investment Demand (FINEC-D-23-00484)

description: These folders contain the code, data, and output to reproduce the exhibits in "Implicit Extrapolation and the Beliefs Channel of Investment Demand" by Haoyang Liu and Christopher Palmer, published in the Journal of Financial Economics.

Corresponding author: Haoyang Liu, Federal Reserve Bank of Dallas, liuhy@berkeley.edu
DOI: 10.25934/pr00011751
title: Boston University CEID One Health AMR study in Jharkhand, India

description: We are planning to conduct AMR surveillance in Jharkhand, India, and we would like to see previous data to determine which ARGs should be targeted in our surveillance.
DOI: 10.25505/fiz.icsd.cc2n5xkb
title: CSD 2448552: Experimental Crystal Structure Determination

description: Related Article: S. M. Gayomi K. Samarakoon, Sviatoslav Baranets|2025|Molbank|2025|M2020|doi:10.3390/M2020
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: 10.6084/m9.figshare.28908653.v1
title: Reconciling_2SFCA_and_i2SFCA

description: Replicable data and code for the paper in IJGIS - <b>Reconciling 2SFCA and i2SFCA via distance decay parameterization</b>International Journal of Geographical Information Science,9/2025<b>Abstract</b>Understanding spatial accessibility and facility crowdedness is central to public service planning, yet existing methods often treat these two metrics separately. The Two-Step Floating Catchment Area (2SFCA) method measures accessibility from the demand side, while the inverted 2SFCA (i2SFCA) assesses crowdedness from the supply side. Without proper integration, these two measures may diverge, raising concerns of their validity. This study introduces a distance decay parameterization framework to reconcile 2SFCA and i2SFCA by optimizing a unified distance decay function through cross-entropy minimization. It demonstrates that aligning demand-side and supply-side flows effectively enforces a behavioral equilibrium between accessibility and crowdedness. A case study using inpatient hospital flow data in Florida shows that the “reconciled 2SFCA (r2SFCA) model” achieves strong alignment between estimated and observed service flows while maintaining simplicity in its formulation. These findings validate the self-organizing nature of human service-seeking behaviors and support a unified, entropy-based calibration strategy for accessibility modeling.<b>Full Jupyter Notebook file: </b> Reconciling_2SFCA_and_i2SFCA-20250504.ipynb
DOI: 10.34740/kaggle/dsv/13011625
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.2pt728
title: Occurrence Download

description: A dataset containing 49637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-105.07683 22.65799,-105.60611 22.30746,-105.1319 21.58384,-104.6118 21.56962,-104.85656 22.55349,-105.07683 22.65799)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aves, Mammalia, Amphibia, Reptilia, Reptilia, Reptilia, Reptilia)"
 ]
}

 The dataset includes 49637 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046552-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tysff8gh8y
title: Vietnamese High School Teachers' Occupational Happiness Dataset: Curriculum Reform 2018

description: Overview
This dataset explores the occupational happiness of 2,195 Vietnamese high school teachers during the 2018 General Education Program, a competency-based reform in Vietnam. Collected in 2025 via a cross-sectional survey, it captures teachers’ perceptions of job resources, demands, and psychological states, offering insights for studying teacher well-being and educational reform in Vietnam and globally.
Dataset Content
The dataset, derived from a survey of 2,195 teachers across Northern, Central, and Southern Vietnam, uses stratified sampling based on:
• Geographical region: North, Central, South, reflecting socio-economic diversity.
• School type: Public, non-public, specialized, and small/medium-sized high schools.
• Professional tenure: &lt;5 years, 5–15 years, &gt;15 years of experience.
• Subject area: Core (Mathematics, Literature, Foreign Languages) and specialized subjects (Natural/Social Sciences, Arts, Physical Education, Technology–Informatics).
It includes 101 variables across eight constructs, measured on a five-point Likert scale (1 = Strongly Disagree, 5 = Strongly Agree):
1. Independent Variables:
o Organizational Support (14 items): Collegial support, managerial recognition.
o Professional Autonomy (12 items): Flexibility in lesson design, assessments.
o Workload and Work Pace (11 items): Task volume, curriculum change urgency.
o Quality of Professional Training (13 items): Effectiveness of training programs.
o Readiness for Curriculum Implementation (10 items): Preparedness for the 2018 curriculum.
2. Mediating Variables:
o Job Satisfaction (15 items): Affective/cognitive contentment with teaching.
o Professional Self-Efficacy (12 items): Confidence in handling reform tasks.
3. Dependent Variable:
o Occupational Happiness (14 items): Well-being, accomplishment, job meaning.
Items were adapted from validated scales (Sheridan et al., 2025; Lillelien & Jensen, 2025; Wang et al., 2025) and contextualized for Vietnam’s reform. Data collection adhered to ethical standards, ensuring anonymity and voluntary participation per MOET regulations (Circular No. 23/2014/TT-BGDĐT).
Data Structure
• Format: Excel file containing raw survey data and a separate sheet with the questionnaire (101-item scale).
• Variables: 101 items (IV_OS1–14, IV_PA1–12, IV_WW1–11, IV_PT1–13, IV_RC1–10, MV_JS1–15, MV_SA1–12, DV_OH1–14) plus demographics (region, school type, tenure, subject).
• Size: ~2,195 rows (participants), 101+ columns (items + demographics).
Usage Notes
• Access: Available on Mendeley Data for academic research, with anonymized data.
• Ethics: Use for non-commercial purposes, respecting participant anonymity.
• Supplementary Materials: Includes a questionnaire sheet detailing item descriptions and scale origins.
• Limitations: Cross-sectional data limits causal inference; external factors (e.g., parental expectations) are not included.
DOI: 10.17632/tysff8gh8y.1
title: Vietnamese High School Teachers' Occupational Happiness Dataset: Curriculum Reform 2018

description: Overview
This dataset explores the occupational happiness of 2,195 Vietnamese high school teachers during the 2018 General Education Program, a competency-based reform in Vietnam. Collected in 2025 via a cross-sectional survey, it captures teachers’ perceptions of job resources, demands, and psychological states, offering insights for studying teacher well-being and educational reform in Vietnam and globally.
Dataset Content
The dataset, derived from a survey of 2,195 teachers across Northern, Central, and Southern Vietnam, uses stratified sampling based on:
• Geographical region: North, Central, South, reflecting socio-economic diversity.
• School type: Public, non-public, specialized, and small/medium-sized high schools.
• Professional tenure: &lt;5 years, 5–15 years, &gt;15 years of experience.
• Subject area: Core (Mathematics, Literature, Foreign Languages) and specialized subjects (Natural/Social Sciences, Arts, Physical Education, Technology–Informatics).
It includes 101 variables across eight constructs, measured on a five-point Likert scale (1 = Strongly Disagree, 5 = Strongly Agree):
1. Independent Variables:
o Organizational Support (14 items): Collegial support, managerial recognition.
o Professional Autonomy (12 items): Flexibility in lesson design, assessments.
o Workload and Work Pace (11 items): Task volume, curriculum change urgency.
o Quality of Professional Training (13 items): Effectiveness of training programs.
o Readiness for Curriculum Implementation (10 items): Preparedness for the 2018 curriculum.
2. Mediating Variables:
o Job Satisfaction (15 items): Affective/cognitive contentment with teaching.
o Professional Self-Efficacy (12 items): Confidence in handling reform tasks.
3. Dependent Variable:
o Occupational Happiness (14 items): Well-being, accomplishment, job meaning.
Items were adapted from validated scales (Sheridan et al., 2025; Lillelien & Jensen, 2025; Wang et al., 2025) and contextualized for Vietnam’s reform. Data collection adhered to ethical standards, ensuring anonymity and voluntary participation per MOET regulations (Circular No. 23/2014/TT-BGDĐT).
Data Structure
• Format: Excel file containing raw survey data and a separate sheet with the questionnaire (101-item scale).
• Variables: 101 items (IV_OS1–14, IV_PA1–12, IV_WW1–11, IV_PT1–13, IV_RC1–10, MV_JS1–15, MV_SA1–12, DV_OH1–14) plus demographics (region, school type, tenure, subject).
• Size: ~2,195 rows (participants), 101+ columns (items + demographics).
Usage Notes
• Access: Available on Mendeley Data for academic research, with anonymized data.
• Ethics: Use for non-commercial purposes, respecting participant anonymity.
• Supplementary Materials: Includes a questionnaire sheet detailing item descriptions and scale origins.
• Limitations: Cross-sectional data limits causal inference; external factors (e.g., parental expectations) are not included.
DOI: 10.15468/dl.fbmxyr
title: Occurrence Download

description: A dataset containing 1390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xerotyphlops vermicularis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is 1950,2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1390 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046553-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awxbqy
title: Occurrence Download

description: A dataset containing 4998 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ohio State University Tetrapod Division - Amphibian Collection (OSUM)"
 ]
}

 The dataset includes 4998 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046554-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrnqf6
title: Occurrence Download

description: A dataset containing 1032 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopias superciliosus"
 ]
}

 The dataset includes 1032 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046555-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggreb3
title: Occurrence Download

description: A dataset containing 10023 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyphantria Harris, 1841"
 ]
}

 The dataset includes 10023 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0182912-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7y6s4
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus edmonstonei (Hook.f.) H.Rob."
 ]
}

 The dataset includes 51 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144263-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upuro5
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-80.68359 35.37472,-108.45703 18.54629,-107.05078 10.38409,-96.85547 -14.02575,-77.87109 -13.68441,-43.41797 -17.40935,-43.41797 -7.46705,-41.66016 8.65054,-46.58203 14.84286,-61.34766 31.26353,-64.86328 39.01407,-80.68359 35.37472))",
 "HasCoordinate is true",
 "TaxonKey is Coccoloba diversifolia Jacq.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 344 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026796-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m296fj
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus ochrochlorus Boiss. & Hohen."
 ]
}

 The dataset includes 26 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034606-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45yqr5
title: Occurrence Download

description: A dataset containing 9584 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeschynanthus Jack"
 ]
}

 The dataset includes 9584 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187162-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7iu1b0
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chromolaena mucronata (Gardner) R.M.King & H.Rob.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026796-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7f9r7a
title: Occurrence Download

description: A dataset containing 714 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula fragilis Cirillo"
 ]
}

 The dataset includes 714 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066758-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gru9pj
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxechinus albus (Molina, 1782)"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189222-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u32seb
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wikstroemia tenuiramis Miq."
 ]
}

 The dataset includes 163 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144265-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqplbc
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.37793 32.62087,-113.64258 23.24135,-105.38086 18.14585,-97.11914 22.75592,-96.70166 25.6019,-97.19604 25.85922,-97.94312 26.03704,-98.9978 26.27371,-99.34937 26.80446,-99.45923 27.35225,-99.85474 27.81964,-100.29419 28.40106,-100.88745 29.26723,-101.45874 29.66896,-102.31567 29.78345,-102.79907 29.30556,-103.19458 28.97931,-104.29321 29.45873,-104.8645 30.2211,-105.94116 31.27855,-106.49048 31.69078,-108.1604 31.70948,-108.20435 31.40991,-108.3252 31.1282,-109.99512 30.90222,-112.36816 31.50363,-116.6748 33.28462,-117.37793 32.62087))",
 "TaxonKey is Centruroides suffusus Pocock, 1902",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 315 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026796-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.443te5
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton cotoneaster Müll.Arg."
 ]
}

 The dataset includes 112 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014379-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggd5sj
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Dipteronia dyerana Henry"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176724-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uc3m8u
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium linguifolium Engl."
 ]
}

 The dataset includes 32 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144264-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g469ew
title: Occurrence Download

description: A dataset containing 911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Brosimum alicastrum Sw.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 911 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026797-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6g9veb
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.22998 42.31934,-2.13135 40.95703,-3.58154 38.23242,-3.27393 36.69434,-1.25244 39.28711,3.84521 41.26465,3.58154 42.89063,-1.07666 43.81348,-3.22998 42.31934))",
 "OccurrenceStatus is Present",
 "TaxonKey is Graellsia isabellae Graëlls, 1849",
 "Year 2000-2021"
 ]
}

 The dataset includes 82 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190156-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.