cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.t6zb4s
title: Occurrence Download

description: A dataset containing 99099 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ESA herbarium - Universidade de São Paulo - Herbário Virtual REFLORA"
 ]
}

 The dataset includes 99099 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044078-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euhxkx
title: Occurrence Download

description: A dataset listing the 2253 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.11.26_2)",
 "Country is one of (Colombia)"
 ]
 }
 ]
}

 The dataset's 2253 records were derived from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044072-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/g3tx-n446-j10v
title: ACE-1: GOES-7 WV Imagery. Version 1.0

description: GOES-7 6.7 Micron Water Vapor (WV) imagery collected during the ACE-1 transect period via McIDAS-X then converted to GIF image format. These data consist of full-disk, 32 km resolution images collected every 6 hours. Digital McIDAS Area format files (8 km resolution) were collected hourly at OFPS from NOAA/NSSFC from which these GIF images were created. These images are available for browsing purposes.
DOI: 10.25553/0gba-4r74
title: Gateway Harmonized KLoSA, Version F
DOI: 10.5281/zenodo.17259463
title: Slab window opening beneath southwestern North America and its relationship to regional magmatism: insights from numerical modeling

description: This dataset contains the research data supporting the submitted manuscript Pérez-Luján et al., Slab window opening beneath southwestern North America and its relationship to regional magmatism: insights from numerical modeling, submitted to EPSL, 2025. It includes files for visualizing the numerical model in ParaView (a set of .vts and .pvts files containing the present-day state of the model) as well as boundary condition data used to reproduce the plate kinematics and thermal structure of the oceanic lithosphere. A configuration (.cfg) file is also provided containing the specific parameters to configure the Citcoms 3.3.1 model.
DOI: 10.5281/zenodo.17259462
title: Slab window opening beneath southwestern North America and its relationship to regional magmatism: insights from numerical modeling

description: This dataset contains the research data supporting the submitted manuscript Pérez-Luján et al., Slab window opening beneath southwestern North America and its relationship to regional magmatism: insights from numerical modeling, submitted to EPSL, 2025. It includes files for visualizing the numerical model in ParaView (a set of .vts and .pvts files containing the present-day state of the model) as well as boundary condition data used to reproduce the plate kinematics and thermal structure of the oceanic lithosphere. A configuration (.cfg) file is also provided containing the specific parameters to configure the Citcoms 3.3.1 model.
DOI: 10.26023/enyz-f6tr-2f0f
title: ACE-1: GMS-5 WV Imagery. Version 1.0

description: GMS-5 Water Vapor (WV) 6.7 micron imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, from the Australian Bureau of Meteorology (BoM) then converted to GIF image format. These images consist of the Southern Ocean (image center 30 deg S, 140 deg E), 8 km resolution, every hour. Digital McIDAS Area format files (4 km resolution) were collected hourly at OFPS from the BoM from which these GIF images were created.
DOI: 10.3886/e237197v2
title: ECIN Replication Package for "Social Networks and Spread of Immigration Attitudes"

description: This study investigates how changes in immigration attitudes in an area spread to other localities. We use the exogenous variation in immigration attitudes from the Associated Press news wire service ban on the term ``illegal immigrant,'' which previous research has shown made immigration attitudes less hostile in more affected United States counties. We show that respondents in areas more socially connected (via Facebook) to those more affected by the ban exhibited improved immigration attitudes. Additional results suggest the likely channel is changing attitudes in socially connected counties and that people who use social media for political information are more affected.
DOI: 10.15468/dl.9bdzb4
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044092-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dvsww
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Antarctica",
 "Month is one of (December, January, February, March)",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypogastrura viatica",
 "Year 2005-2025"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044093-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e238619
title: Tajikistan USAID Education Data

description: Two USAID Tajikistan projects’ data are included in this folder, covering the period from 2013 to 2021. The projects are: 1) Quality Reading Project (QRP) and 2) Reading With Me (RWM). Across the projects, the folder contains the following files, with the number of each indicated in parentheses: codebooks (27), consent forms (2), data files (30), instruments (4), and reports (6).
DOI: 10.3886/e238619v1
title: Tajikistan USAID Education Data

description: Two USAID Tajikistan projects’ data are included in this folder, covering the period from 2013 to 2021. The projects are: 1) Quality Reading Project (QRP) and 2) Reading With Me (RWM). Across the projects, the folder contains the following files, with the number of each indicated in parentheses: codebooks (27), consent forms (2), data files (30), instruments (4), and reports (6).
DOI: 10.15468/dl.cuj3y8
title: Occurrence Download

description: A dataset containing 109716 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Amphibia [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Antioquia, Chocó, Valle del Cauca, Nariño, Cauca, Risaralda, Córdoba)"
 ]
 }
 ]
}

 The dataset includes 109716 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044066-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.dtqyi01q
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.26023/gqzy-3vtk-c50f
title: ACE-1: Antarctic IR Composite Satellite Imagery. Version 1.0

description: Composite Infrared (IR) imagery of the Antarctic Region collected during the ACE-1 period via McIDAS-X and converted to GIF image format. These images consist of polar stereographic projection of the South Pole, 20 km resolution, collected every 3 hours. This imagery contains infrared data composited from all available satellites (GOES and POES) during a 3-hourly interval, produced by the University of Wisconsin's Space Science and Engineering Center (SSEC). Digital McIDAS Area format files (10 km resolution) were collected every 3 hours at OFPS from the SSEC from which these GIF images were created.
DOI: 10.25574/23881
title: Chandra X-ray Observatory ObsId 23881

description: Ultra-Deep Chandra Monitoring of the JWST-NEP Time Domain Field
DOI: 10.3886/e238620
title: Uzbekistan USAID Education Data

description: One USAID Uzbekistan project’s data are included in this folder, covering the period of 2021. The project is: ACR Uzbekistan. Across the project, the folder contains the following files, with the number of each indicated in parentheses: codebooks (2), consent forms (1), data files (4), instruments (0), and reports (0).
DOI: 10.3886/e238620v1
title: Uzbekistan USAID Education Data

description: One USAID Uzbekistan project’s data are included in this folder, covering the period of 2021. The project is: ACR Uzbekistan. Across the project, the folder contains the following files, with the number of each indicated in parentheses: codebooks (2), consent forms (1), data files (4), instruments (0), and reports (0).
DOI: 10.25553/6k19-3x50
title: Gateway Harmonized HRS Life History, Version A
DOI: 10.15468/dl.eka3ae
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Azolla filiculoides",
 "Country is Mexico",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044081-250920141307145/datasets/export for details.
DOI: 10.15468/dl.mum2pe
title: Occurrence Download

description: A dataset containing 1608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Bdellovibrionia",
 "Year 2021-2025"
 ]
}

 The dataset includes 1608 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044096-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17259518
title: Java Code Vulnerability Detection Dataset

description: We curated a large Java dataset from Vul4J, Kaggle CVE Fixes, and Kaggle Vulnerability Fixes, collecting 36,425 code samples. Due to heavy vulnerability bias, we added 6,000 synthetically crafted safe files. After removing duplicates and errors, the final dataset contained 35,610 CFG-parsable files (6,234 safe, 29,376 vulnerable). Control Flow Graphs were generated using PROGEX, averaging 20.6 nodes and 20.3 edges per graph, enabling simultaneous analysis of structural complexity and semantic intent via pretrained LLM embeddings.

Graph embeddings: Node features are constructed from node text (e.g., statement tokens or code snippets). We extract graph-level embeddings using four complementary encoders: GraphSAGE for neighborhood sampling and aggregation, GCN for message passing, GAT as a graph attention network that learns edge attention coefficients, and Node2Vec for random-walk based structural embeddings. Each encoder produces node embeddings which are pooled (global mean pooling) to obtain a graph-level vector. In this work we fix the embedding dimension as 128 for all graph pipelines to ensure a fair comparison between encoders.

LLM embeddings: For each code sample we obtain a contextual embedding from a local code-Large-Language-Model (LLM). To preserve privacy and enable execution on modest hardware we restrict to lightweight models (parameter count <4B). Models considered include Qwen2.5 Coder 3B, DeepSeek Coder 1.3B, Stable Code 3B, and Phi 3.5 Mini. LLM embeddings encode high-order semantics (name usage, API semantics, docstrings, idioms) that structural encoders cannot directly capture.

Note: LLM embeddings have not been uploaded to Zenodo due to memory constraints. You can reproduce the LLM embeddings for the dataset using the code provided in the GitHub repository.
DOI: 10.5281/zenodo.17259519
title: Java Code Vulnerability Detection Dataset

description: We curated a large Java dataset from Vul4J, Kaggle CVE Fixes, and Kaggle Vulnerability Fixes, collecting 36,425 code samples. Due to heavy vulnerability bias, we added 6,000 synthetically crafted safe files. After removing duplicates and errors, the final dataset contained 35,610 CFG-parsable files (6,234 safe, 29,376 vulnerable). Control Flow Graphs were generated using PROGEX, averaging 20.6 nodes and 20.3 edges per graph, enabling simultaneous analysis of structural complexity and semantic intent via pretrained LLM embeddings.

Graph embeddings: Node features are constructed from node text (e.g., statement tokens or code snippets). We extract graph-level embeddings using four complementary encoders: GraphSAGE for neighborhood sampling and aggregation, GCN for message passing, GAT as a graph attention network that learns edge attention coefficients, and Node2Vec for random-walk based structural embeddings. Each encoder produces node embeddings which are pooled (global mean pooling) to obtain a graph-level vector. In this work we fix the embedding dimension as 128 for all graph pipelines to ensure a fair comparison between encoders.

LLM embeddings: For each code sample we obtain a contextual embedding from a local code-Large-Language-Model (LLM). To preserve privacy and enable execution on modest hardware we restrict to lightweight models (parameter count <4B). Models considered include Qwen2.5 Coder 3B, DeepSeek Coder 1.3B, Stable Code 3B, and Phi 3.5 Mini. LLM embeddings encode high-order semantics (name usage, API semantics, docstrings, idioms) that structural encoders cannot directly capture.

Note: LLM embeddings have not been uploaded to Zenodo due to memory constraints. You can reproduce the LLM embeddings for the dataset using the code provided in the GitHub repository.
DOI: 10.15468/dl.2brpu5
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies procera",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 598 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044097-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1bms-v358
title: "HLX on NLVM: IoT Evaluation Traces, WoT TDs, and Manifests (v1.0-paper)"

description: "Per-scenario evaluation data for HLX (Human-Language eXecution) on IoT\/RTOS targets: runtime traces (JSON), benchmark summaries (JSON\/CSV), W3C WoT Thing Descriptions (TD 1.1), and edge\/cloud manifests. Includes replication steps and package requirements for reproducibility."
DOI: 10.15468/dl.56exdr
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies procera",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044098-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/n1cq-n8fm-v20w
title: ACE-1: NOAA-10 VIS Channel 2 Imagery. Version 1.0

description: NOAA-10 POES Visible (ch 2) imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, via the Naval Postgraduate School (NPGS) portable Seaspace Terrascan satellite receiver system, then converted to GIF image format. These images consist of horizon to horizon scans at 4 km resolution, collected every overpass (typically 2 times per day). Digital Terrascan format files were collected by the NPGS from which these GIF images were created.
DOI: 10.15468/dl.7genyg
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies procera",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044099-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tta6rv
title: Occurrence Download

description: A dataset containing 125857 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.11.26_2)",
 "Country is one of (Colombia)"
 ]
 }
 ]
}

 The dataset includes 125857 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044073-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cydfda
title: Occurrence Download

description: A dataset containing 46304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "TaxonKey is Aedes aegypti"
 ]
}

 The dataset includes 46304 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044101-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/y4hr-z2h1-nm08
title: ACE-1: NOAA-10 IR Channel 3 Imagery. Version 1.0

description: NOAA-10 POES Infrared (IR) Channel 3 imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, via the Naval Postgraduate School (NPGS) portable Seaspace Terrascan receiver system, then converted to GIF image format. These images consist of horizon to horizon scans at 4 km resolution, collected every overpass (typically 2 times per day). Digital Terrascan format files were collected by NPGS from which these images were created.
DOI: 10.26023/ebm0-2n4k-300j
title: ACE-1: NOAA-10 IR Channel 4 Imagery. Version 1.0

description: NOAA-10 POES Infrared (IR) Channel 4 imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, via the Naval Postgraduate School (NPGS) portable SeaSpace Terrascan receiver system, then converted to GIF image format. These images consist of horizon to horizon scans at 4 km resolution, collected every overpass (typically 2 times per day). Digital Terrascan format files were collected by NPGS from which these images were created.
DOI: 10.15468/dl.2rehvu
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies procera",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 173 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044104-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xpkkh
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies procera",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 463 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044105-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym9b2h
title: Occurrence Download

description: A dataset containing 1177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies procera",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1177 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044106-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/2yqd-6h7g-qg08
title: ACE-1: NOAA-12 SST Imagery. Version 1.0

description: NOAA-12 POES Derived Sea Surface Temperature (SST) imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, via the Australian CSIRO, then converted to GIF image format. These images consist of color enhanced SST composites (two or more subsequent overpasses) at 4 km resolution, collected every overpass (typically 2 times per day). Digital SST data were collected by the CSIRO from which these images were created.
DOI: 10.26023/esgx-qzjh-aj0a
title: ACE-1: NOAA-12 VIS Channel 2 Imagery. Version 1.0

description: NOAA-12 POES Visible (VIS) Channel 2 imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, via the Naval Postgraduate School (NPGS) portable SeaSpace Terrascan receiver system, then converted to GIF image format. These images consist of horizon to horizon scans at 4 km resolution, collected every overpass (typically 2 times per day). Digital Terrascan format files were collected by the NPGS from which these images were created.
DOI: 10.26023/f9gt-sejq-8002
title: ACE-1: NOAA-12 IR Channel 3 Imagery. Version 1.0

description: NOAA-12 POES Infrared (IR) Channel 3 imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, via the Naval Postgraduate School (NPGS) portable SeaSpace Terrascan receiver system, then converted to GIF image format. These images consist of horizon to horizon scans at 4 km resolution, collected every overpass (typically 2 times per day). Digital Terrascan format files were collected by NPGS from which these images were created.
DOI: 10.15468/dl.8pyats
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies veitchii",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044109-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aey466
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies veitchii",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044111-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vy3pgm
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies veitchii",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044110-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/stpg-7wfw-3701
title: ACE-1: NOAA-12 IR Channel 4 Imagery. Version 1.0

description: NOAA-12 POES Infrared (IR) Channel 4 imagery collected during the ACE-1 Intensive Operations in Hobart, Tasmania, via the Naval Postgraduate School (NPGS) portable SeaSpace Terrascan receiver system, then converted to GIF image format. These images consist of horizon to horizon scans at 4 km resolution, collected every overpass (typically 2 times per day). Digital Terrascan format files were collected by NPGS from which these images were created.