cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17697164
title: Dataset and programs for reproducing graphs and implementing proposed formulas from the article "Dynamic response of an ensemble of immobilized superparamagnetic interacting particles with aligned easy magnetization axes in parallel directed ac and dc magnetic fields"

description: This archive contains the Python data and source code used to generate the drawings in the article  "Dynamic response of an ensemble of immobilized superparamagnetic interacting particles with aligned easy magnetization axes in parallel directed ac and dc magnetic fields". The archive includes the implementation of the proposed approximate formulas (approx_formulas.py ) and five separate catalogs (fig1, fig2, ..., fig5), each of which corresponds to one drawing in the article. 

The archive consists of the following contents: approx_formulas.py. The implementation of the approximate formulas proposed in the article for calculating the dynamic response of an ensemble of particles.

Each catalog contains the necessary data and a corresponding script to recreate the corresponding drawing in the article. The following structure is used for each directory:   

figX/

├── *.txt # Source data for plotting

└── *.py # C++  source for generating data
DOI: 10.5281/zenodo.17697165
title: Dataset and programs for reproducing graphs and implementing proposed formulas from the article "Dynamic response of an ensemble of immobilized superparamagnetic interacting particles with aligned easy magnetization axes in parallel directed ac and dc magnetic fields"

description: This archive contains the Python data and source code used to generate the drawings in the article  "Dynamic response of an ensemble of immobilized superparamagnetic interacting particles with aligned easy magnetization axes in parallel directed ac and dc magnetic fields". The archive includes the implementation of the proposed approximate formulas (approx_formulas.py ) and five separate catalogs (fig1, fig2, ..., fig5), each of which corresponds to one drawing in the article. 

The archive consists of the following contents: approx_formulas.py. The implementation of the approximate formulas proposed in the article for calculating the dynamic response of an ensemble of particles.

Each catalog contains the necessary data and a corresponding script to recreate the corresponding drawing in the article. The following structure is used for each directory:   

figX/

├── *.txt # Source data for plotting

└── *.py # C++  source for generating data
DOI: 10.7910/dvn/yyot0q
title: PDB: 5VL3, CD-22 in complex with epratuzumab (313K, 40°C, 100 ns)

description: Molecular Dynamics Simulations (100 nanoseconds) of CD-22 in complex with epratuzumab at 313K (40°C). Includes PDB files obtained every 50 ns.
DOI: 10.15468/dl.zsr5z8
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptilocladiopsis"
 ]
}

 The dataset includes 69 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009057-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13873703
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.7910/dvn/2bkstm
title: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (310K, 37°C,100 ns)

description: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (310K, 37°C,100 ns)
DOI: 10.34740/kaggle/dsv/12128222
title: Damaged QR and Barcode Data
DOI: 10.7910/dvn/vljjf5
title: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (311K, 38°C,100 ns)

description: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (311K, 38°C,100 ns)
DOI: 10.15468/dl.urnhaj
title: Occurrence Download

description: A dataset containing 15776 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 15776 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009060-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17706226
title: VDHA: Preprocessed KONECT CSC/CSR Binaries (for Artifact Evaluation)

description: This Zenodo package provides the preprocessed KONECT matrices (CSC and CSR formats) used in the PPoPP'26 artifact evaluation for:

**“VDHA: Vector-Driven Hash Aggregation for Sparse Matrix–Sparse Vector Multiplication on GPUs.”**
DOI: 10.5281/zenodo.17706225
title: VDHA: Preprocessed KONECT CSC/CSR Binaries (for Artifact Evaluation)

description: This Zenodo package provides the preprocessed KONECT matrices (CSC and CSR formats) used in the PPoPP'26 artifact evaluation for:

**“VDHA: Vector-Driven Hash Aggregation for Sparse Matrix–Sparse Vector Multiplication on GPUs.”**
DOI: 10.5281/zenodo.17678283
title: HF-EOLUS. Task 3. MeteoGalicia Wind Interpolation Outputs. Data Supplement 2 of 2

description: This record contains the interpolated datasets from 2021 to 2023 for:



Herrera Cortijo, J. L., Fernández-Baladrón, A., Rosón, G., Gil Coto, M., Dubert, J., & Varela Benvenuto, R. (2025). HF-EOLUS Wind Interpolation Toolkit for MeteoGalicia models output (v0.1.0). Zenodo. https://doi.org/10.5281/zenodo.17598353.
DOI: 10.5281/zenodo.17678282
title: HF-EOLUS. Task 3. MeteoGalicia Wind Interpolation Outputs. Data Supplement 2 of 2

description: This record contains the interpolated datasets from 2021 to 2023 for:



Herrera Cortijo, J. L., Fernández-Baladrón, A., Rosón, G., Gil Coto, M., Dubert, J., & Varela Benvenuto, R. (2025). HF-EOLUS Wind Interpolation Toolkit for MeteoGalicia models output (v0.1.0). Zenodo. https://doi.org/10.5281/zenodo.17598353.
DOI: 10.15468/dl.9uz5a5
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Nidularium espiritosantense"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009062-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/r0xa-kw26
title: "IoT-Environment-Dataset"

description: "This dataset contains network traffic logs collected from a multi-device smart-home environment composed of AI speakers, home cameras, a smart bulb hub, mobile phones, and a router. Traffic was captured using Wireshark while performing both normal device operations and controlled attack scenarios. The dataset includes benign activity logs as well as Port Scan, OS & Service Detection, and HTTP Flooding attacks executed against Google Home Mini. Each packet record contains timestamped IP traffic with full payload information, enabling analysis of IoT communication behavior and intrusion patterns within heterogeneous smart-home networks."
DOI: 10.7910/dvn/s4txtg
title: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (312K, 39°C,100 ns)

description: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (312K, 39°C,100 ns)
DOI: 10.5281/zenodo.17712277
title: AWI-ESM precessional cycle simulation

description:
DOI: 10.15468/dl.sr3g9s
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peganum harmala",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 399 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009064-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17719180
title: AWI-ESM precessional cycle simulation

description: The AWI-ESM simulations used inthisstudy ispublic available online
DOI: 10.5281/zenodo.17719181
title: AWI-ESM precessional cycle simulation

description: The AWI-ESM simulations used inthisstudy ispublic available online
DOI: 10.15468/dl.mnxtc7
title: Occurrence Download

description: A dataset containing 15725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Eucalyptus gomphocephala, Eucalyptus gomphocephala, Eucalyptus salmonophloia, Eucalyptus wandoo wandoo, Eucalyptus wandoo, Eucalyptus wandoo pulverea, Eucalyptus gomphocephala rhodoxylon, Eucalyptus marginata, Eucalyptus marginata elegantella, Eucalyptus marginata marginata, Eucalyptus marginata thalassica, Eucalyptus rudis, Eucalyptus rudis rudis, Eucalyptus rudis cratyantha, Eucalyptus loxophleba, Eucalyptus loxophleba lissophloia, Eucalyptus loxophleba supralaevis, Eucalyptus loxophleba loxophleba, Eucalyptus loxophleba fruticosa, Eucalyptus loxophleba gratiae, Eucalyptus accedens, Eucalyptus diversicolor, Corymbia calophylla)"
 ]
}

 The dataset includes 15725 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009063-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/tvq5or
title: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (313K, 40°C,100 ns)

description: PDB - 5VL3: CD22 d1-d3 in complex with therapeutic Fab Epratuzumab, random seed 2 (313K, 40°C,100 ns)
DOI: 10.15468/dl.n8g8u2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pennisetum ciliare",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009066-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgendf
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((4.28690 19.82233,92.71310 19.82233,92.71310 55.17767,4.28690 55.17767,4.28690 19.82233))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Haloxylon persicum"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009067-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdskjt
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anabasis aphylla"
 ]
}

 The dataset includes 84 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009069-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63gj97
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((36.77771 34.51472,79.22229 34.51472,79.22229 51.48528,36.77771 51.48528,36.77771 34.51472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anabasis brachiata"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009070-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jx45n
title: Occurrence Download

description: A dataset containing 1355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris arundinacea",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 1355 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009071-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psnkvk
title: Occurrence Download

description: A dataset containing 3229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Malaysia, Indonesia, Brunei Darussalam)",
 "Geometry POLYGON((117.21007 7.60708,113.39085 4.98319,111.17512 4.22517,110.91273 3.17562,110.88357 2.00944,109.7174 2.44676,108.46376 1.19312,108.7553 -0.78938,108.08475 -1.78063,109.51332 -2.48033,109.92148 -3.41327,111.20427 -3.44242,111.52497 -3.99636,113.12846 -3.47158,114.03224 -3.82143,114.14886 -4.46283,115.78151 -4.17128,116.48121 -4.22959,116.68529 -3.35496,116.80191 -1.9264,117.93893 -0.87684,117.90977 0.14356,118.55117 0.26018,119.45496 0.93073,118.31793 1.95113,118.25963 3.49631,118.93018 4.13771,119.36749 4.69164,119.57157 5.53712,117.21007 7.60708))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Syzygium"
 ]
}

 The dataset includes 3229 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009073-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/70tb-g166
title: Data from JWST GO 2243
DOI: 10.15468/dl.cz2d3a
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((36.74066 28.10051,86.25934 28.10051,86.25934 47.89949,36.74066 47.89949,36.74066 28.10051))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Halothamnus subaphyllus"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009075-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yymu2h
title: Occurrence Download

description: A dataset containing 74440 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wrangeliaceae"
 ]
}

 The dataset includes 74440 records from 497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009048-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84maf7
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((21.05278 20.23043,129.94722 20.23043,129.94722 63.76957,21.05278 63.76957,21.05278 20.23043))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anabasis salsa"
 ]
}

 The dataset includes 140 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009074-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/mw1xaa
title: PDB - 5VL3: CD22 d1-d3, random seed 1 (310K, 37°C,100 ns)

description: PDB - 5VL3: CD22 d1-d3, random seed 1 (310K, 37°C,100 ns).
DOI: 10.15468/dl.9gjbfd
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((41.02334 28.51575,115.97666 28.51575,115.97666 58.48425,41.02334 58.48425,41.02334 28.51575))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salsola arbusculiformis"
 ]
}

 The dataset includes 131 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009077-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7fx2w
title: Occurrence Download

description: A dataset containing 1371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phragmites australis",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 1371 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009078-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44je6v
title: Occurrence Download

description: A dataset containing 3998 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sechium edule"
 ]
}

 The dataset includes 3998 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009076-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.o8j2okop
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (4 records)
DOI: 10.15468/dl.suv3w9
title: Occurrence Download

description: A dataset containing 711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is one of (Procambarus acutus, Procambarus albaughi)"
 ]
}

 The dataset includes 711 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009081-251120083545085/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.30631292
title: Bangladesh Road Traffic Accident Dataset (2007–2024): Multi-Source Integration.

description: This dataset presents a comprehensive compilation of 49,566 road traffic accident records from Bangladesh, meticulously consolidated from four authoritative institutional sources: the Accident Research Institute (ARI) of BUET, the Bangladesh Road Transport Authority (BRTA), the Dhaka Metropolitan Police (DMP), and the Military Police (MP) Unit, along with a primary dataset collected directly through structured reporting forms. Spanning a 17-year period (2007–2024), it integrates diverse data streams into a unified, structured, and research-ready resource for traffic safety and accident analysis. Specifically, ARI contributed historical accident records from 2007–2021, BRTA provided official national accident statistics for 2024, DMP supplied detailed urban traffic incident logs from 2020–2024, and the MP Unit furnished verified accident reports covering the same recent period. Additionally, the primary dataset collected via forms captures incident details directly from field reports, ensuring high granularity and accuracy in recorded attributes.The dataset captures a rich variety of attributes, including:Temporal Information: Exact date, time, and year of each recorded accident.Geospatial Data: Detailed location descriptions with latitude and longitude coordinates for spatial analysis.Incident Narratives: Text-based summaries describing the circumstances of each accident.Vehicle and Victim Data: Vehicle types, collision categories, number of vehicles involved, casualty counts, injury details, and victim classifications.Environmental Conditions: Light levels, weather conditions, and road surface status at the time of the incident.Road and Infrastructure Attributes: Road classification, nature, connection type, surface condition, junction types, and traffic control measures.Accident Severity Indicators: Death and injury counts, as well as accident intensity classifications. Preliminary statistical and correlation analyses conducted on the dataset reveal generally weak linear relationships between predictive features and accident severity, suggesting that traditional linear modeling techniques may have limited predictive capability. Consequently, advanced ensemble-based machine learning approaches, which can capture non-linear interactions, mitigate overfitting, and improve predictive robustness, are recommended for modeling and forecasting purposes.This dataset offers a robust empirical foundation for diverse research and policy applications, including traffic safety assessments, accident hotspot mapping, predictive risk modeling, urban transport infrastructure planning, and evidence-based road safety policy formulation. The inclusion of both institutional records and primary field-collected data ensures a level of depth, reliability, and coverage that makes this dataset an invaluable resource for academics, policymakers, urban planners, and data scientists addressing road safety challenges in Bangladesh.