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

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachycephalus leopardus Ribeiro, Firkowski & Pie, 2015)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002868-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bc72ax
title: Occurrence Download

description: A dataset containing 2160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Iodopleura pipra (Lesson, 1831))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2160 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002869-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxzw2y
title: Occurrence Download

description: A dataset containing 12039597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 12039597 records from 924 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002856-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzrf4m
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plebejus argus (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 785 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105580-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txbu8f
title: Occurrence Download

description: A dataset containing 9644647 species occurrences available in GBIF matching the query:
{
 "or" : [
 "Country is Peru",
 "Country is Bolivia (Plurinational State of)",
 "Country is Colombia"
 ]
}

 The dataset includes 9644647 records from 2311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014579-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24na85
title: Occurrence Download

description: A dataset containing 166747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dama dama",
 "Geometry POLYGON((-14.45801 34.45313, 41.61621 34.45313, 41.61621 68.4668, -14.45801 68.4668, -14.45801 34.45313))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2025"
 ]
}

 The dataset includes 166747 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012058-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17725302
title: Data for "Modelling of Leading Edge Morphing by Using Geometrically Exact Beam Theory"

description: This dataset includes data and script files for analysis presented in the conference Engineering Mechanics 2024 in Milovy, May 14-16 2024.

Four code blocks are included:



APDL code (ANSYS) which generates a repeated metamaterial cell structure with defined nubmer of cells and dimensions

Python code which extracts effective stiffnesses of the leading edge outer surface

Python code for generating a centerline geometry of the leading edge and a kinematic mechanism

Python code for computing of the leading edge deflection, forces in joint of the kinematic mechanism 


Computed datasets are included:



Metamaterial_v1_M2_loop.mac, Metamaterial_v1_N2_loop.mac, Metamaterial_v1_T2_loop.mac, cell_gen3.mac, generate_flange.mac

postprocessing_v0.py, FEM_beam_nonlinear_v7_quad_rod.py

FEM_beam_nonlinear_v9_git_quad.py
DOI: 10.5281/zenodo.17725303
title: Data for "Modelling of Leading Edge Morphing by Using Geometrically Exact Beam Theory"

description: This dataset includes data and script files for analysis presented in the conference Engineering Mechanics 2024 in Milovy, May 14-16 2024.

Four code blocks are included:



APDL code (ANSYS) which generates a repeated metamaterial cell structure with defined nubmer of cells and dimensions

Python code which extracts effective stiffnesses of the leading edge outer surface

Python code for generating a centerline geometry of the leading edge and a kinematic mechanism

Python code for computing of the leading edge deflection, forces in joint of the kinematic mechanism 


Computed datasets are included:



Metamaterial_v1_M2_loop.mac, Metamaterial_v1_N2_loop.mac, Metamaterial_v1_T2_loop.mac, cell_gen3.mac, generate_flange.mac

postprocessing_v0.py, FEM_beam_nonlinear_v7_quad_rod.py

FEM_beam_nonlinear_v9_git_quad.py
DOI: 10.15468/dl.9w4978
title: Occurrence Download

description: A dataset containing 9525 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stipa tenacissima"
 ]
}

 The dataset includes 9525 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012125-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82cmgh
title: Occurrence Download

description: A dataset containing 5387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis lupus"
 ]
}

 The dataset includes 5387 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012128-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ras3zr
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer palmatum dissectum"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012129-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcuqa4
title: Occurrence Download

description: A dataset containing 3927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agrilus planipennis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is not null",
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3927 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012127-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9jcu9
title: Occurrence Download

description: A dataset containing 37583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is June",
 "StateProvince is New Brunswick",
 "Year 2024-2024"
 ]
}

 The dataset includes 37583 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012126-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zc5u3k
title: Occurrence Download

description: A dataset containing 22282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Nyctalus lasiopterus"
 ]
}

 The dataset includes 22282 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012130-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/75x3v4jyr2.1
title: VAMOS-Cam: Versatile Affordable Modular Stackable Camera System

description: We propose a versatile modular camera system, that can be used in various fields of research, especially for camera array setups. Current camera setups—whether single, stereo, or array configurations—are rarely available off-the-shelf and typically require custom mechanical assemblies. Our system overcomes this challenge by offering a building-block catalog of components that users can easily fabricate and assemble. It leverages consumer-grade hardware, which has improved dramatically in recent years, providing affordable alternatives to industrial cameras without sacrificing capability. The modular approach enhances reproducibility and enables research into innovative methods, including generic camera calibration.

The design files include all documents required to fabricate and assemble the VAMOS-Cam System.

The documentation contains detailed instructions on the manufacturing process, required tools and gives insight into the design of the components. Furthermore it states instructions on operation, as well as safety considerations. All schematics (PCB and non-PCB) were drawn in KiCad 8, which was also used to keep track of parts lists. The files designated with 'PCB' include a printed circuit board design.
The CAD files illustrate all mechanical components of the setup and are supplemented by detailed mechanical drawings, by which the components that require manufacturing can be produced.
DOI: 10.17632/7pmk97ffcs
title: Rape Case in Bangladesh (2020–2024)

description: Rape Case in Bangladesh (2020–2024)

This dataset provides a comprehensive record of reported rape incidents across Bangladesh from 2020 to 2024. Data were compiled from verified Bangladeshi news portals and include details about victims, offenders, locations, and incident context.

Potential Applications
The dataset can be used for:

 -Statistical trend and time-series analysis
 -Geographic crime pattern and hotspot mapping
 -NLP-based headline classification and topic modeling
 -Machine learning prediction and clustering tasks
 -Criminology and social science research
 -Dashboard development and visual reporting

Dataset Overview
Time Period: 2020–2024
Total Records: 883 incidents
Total Columns: 18 attributes
Each record represents a reported rape-related incident, covering cases with one or multiple victims or offenders.

Column Descriptions
1. Year: Incident year
2. News Headline: Original Bangla headline
3. News Headline (English): Translated for accessibility and NLP
4. Number of Victims: Total victims in the incident
5. Victim Age: Age or age range
6. Rapist Age: Estimated age of offender(s)
7. Type of Rape: Category (e.g., gang rape, marital rape, minor victim)
8. Total Rapist: Number of offenders
9. Victims Death: Indicates if the victim survived or died
10. Victim Relationship with Offender: Stranger, neighbor, teacher, relative, employer
11. Time of Incident: Day, night, evening, or specific time
12. Incident Location Type: Home, road, field, school, forest, workplace
13. Victim Residence Type: Village home, rented house, hostel, slum
14. District: Location of incident
15. Division: Administrative division (Dhaka, Chattogram, Rajshahi, etc.)
16. Incident Date: Full constructed date
17. Source: News portal or newspaper
18. Link: Direct URL for verification and further extraction

Purpose
This dataset supports researchers, analysts, and policymakers in:
 -Examining year-wise crime trends
 -Identifying regional and socio-geographic patterns
 -Analyzing age-based vulnerability
 -Studying offender behavior and relationships
 -Building machine learning models for prediction or classification
 -Generating visual analytics dashboards
 -Raising awareness and guiding prevention strategies

Ethical Considerations
 -Contains sensitive information; must be used responsibly
 -No personal or confidential data included
 -All information is sourced from publicly available news reports

This dataset provides a critical foundation for data-driven analysis, research, and preventive strategy development in the context of sexual violence in Bangladesh.
DOI: 10.17632/7pmk97ffcs.1
title: Rape Case in Bangladesh (2020–2024)

description: Rape Case in Bangladesh (2020–2024)

This dataset provides a comprehensive record of reported rape incidents across Bangladesh from 2020 to 2024. Data were compiled from verified Bangladeshi news portals and include details about victims, offenders, locations, and incident context.

Potential Applications
The dataset can be used for:

 -Statistical trend and time-series analysis
 -Geographic crime pattern and hotspot mapping
 -NLP-based headline classification and topic modeling
 -Machine learning prediction and clustering tasks
 -Criminology and social science research
 -Dashboard development and visual reporting

Dataset Overview
Time Period: 2020–2024
Total Records: 883 incidents
Total Columns: 18 attributes
Each record represents a reported rape-related incident, covering cases with one or multiple victims or offenders.

Column Descriptions
1. Year: Incident year
2. News Headline: Original Bangla headline
3. News Headline (English): Translated for accessibility and NLP
4. Number of Victims: Total victims in the incident
5. Victim Age: Age or age range
6. Rapist Age: Estimated age of offender(s)
7. Type of Rape: Category (e.g., gang rape, marital rape, minor victim)
8. Total Rapist: Number of offenders
9. Victims Death: Indicates if the victim survived or died
10. Victim Relationship with Offender: Stranger, neighbor, teacher, relative, employer
11. Time of Incident: Day, night, evening, or specific time
12. Incident Location Type: Home, road, field, school, forest, workplace
13. Victim Residence Type: Village home, rented house, hostel, slum
14. District: Location of incident
15. Division: Administrative division (Dhaka, Chattogram, Rajshahi, etc.)
16. Incident Date: Full constructed date
17. Source: News portal or newspaper
18. Link: Direct URL for verification and further extraction

Purpose
This dataset supports researchers, analysts, and policymakers in:
 -Examining year-wise crime trends
 -Identifying regional and socio-geographic patterns
 -Analyzing age-based vulnerability
 -Studying offender behavior and relationships
 -Building machine learning models for prediction or classification
 -Generating visual analytics dashboards
 -Raising awareness and guiding prevention strategies

Ethical Considerations
 -Contains sensitive information; must be used responsibly
 -No personal or confidential data included
 -All information is sourced from publicly available news reports

This dataset provides a critical foundation for data-driven analysis, research, and preventive strategy development in the context of sexual violence in Bangladesh.
DOI: 10.17632/6cyzrd49bw
title: CELL-REPORTS-D-25-03172

description: Hypothesis: Flavitrasin (FT) is a selective Sec61 inhibitor of dengue virus (DENV)/ Orthoflavivirus polyprotein translocation. 
We report the antiviral activity of the CADA derivative VGD020, renamed Flavitransin, against DENV (DENV1-4) and other orthoflaviviruses (ZIKV and YFV). 
Immunoblots and radioblots (cell-free translation-translocation assay) provide evidence for selective inhibition of Sec61-directed translocation of the viral polytopic preprotein by FT. For immunoblots cells were transfected or infected and treated with FT for 18h, cells were lyzed in NP40 and lysates were an analyzed by detection with different antibodies for DENV proteins or V5/FLAG/MYC tag. Clathrin or actin antibodies were used as cell loading control. Cell-free in vitro translation and translocation of DENV2 prM and E proteins in rabbit reticulocyte lysate (RRL) supplemented with ovine rough microsomes (RM) and [35S]-labeled methionine. Only fully translocated proteins in the ER lumen are protected from proteinase K (PK) treatment. Representative autoradiogram of DENV2 C14-prM166 and M21-E122 constructs. Samples were left untreated, or treated with FT or FTIN. Half of the translated material of each sample was additionally treated with PK
Flow cytometry data show that the C-terminus of flaviviral capsid protein determines sensitivity to Flavitransin. Data were aquired from transfection of HEK293T/HCT116 cells with plasmid construct encoding for DENV protein and flow cytometric analysis after 18h flavitransin treatment. Data were collected on CELESTA flow cytometer as mean fluorescence intensity (MFI) values for tGFP (FITC) and BFP (BV421) from at least 5,000 cell. 
Sequencing data provided for the FT-resistant cells (nanopore sequencing) which display unique mutations in the Sec61α translocon subunit, CRISPR-Cas9 A70V knock-in (sanger sequencing data) and for FT-desensitized DENV. 
For detailed prescriptions on experiments procedures were refer to the paper.
DOI: 10.17632/6cyzrd49bw.1
title: CELL-REPORTS-D-25-03172

description: Hypothesis: Flavitrasin (FT) is a selective Sec61 inhibitor of dengue virus (DENV)/ Orthoflavivirus polyprotein translocation. 
We report the antiviral activity of the CADA derivative VGD020, renamed Flavitransin, against DENV (DENV1-4) and other orthoflaviviruses (ZIKV and YFV). 
Immunoblots and radioblots (cell-free translation-translocation assay) provide evidence for selective inhibition of Sec61-directed translocation of the viral polytopic preprotein by FT. For immunoblots cells were transfected or infected and treated with FT for 18h, cells were lyzed in NP40 and lysates were an analyzed by detection with different antibodies for DENV proteins or V5/FLAG/MYC tag. Clathrin or actin antibodies were used as cell loading control. Cell-free in vitro translation and translocation of DENV2 prM and E proteins in rabbit reticulocyte lysate (RRL) supplemented with ovine rough microsomes (RM) and [35S]-labeled methionine. Only fully translocated proteins in the ER lumen are protected from proteinase K (PK) treatment. Representative autoradiogram of DENV2 C14-prM166 and M21-E122 constructs. Samples were left untreated, or treated with FT or FTIN. Half of the translated material of each sample was additionally treated with PK
Flow cytometry data show that the C-terminus of flaviviral capsid protein determines sensitivity to Flavitransin. Data were aquired from transfection of HEK293T/HCT116 cells with plasmid construct encoding for DENV protein and flow cytometric analysis after 18h flavitransin treatment. Data were collected on CELESTA flow cytometer as mean fluorescence intensity (MFI) values for tGFP (FITC) and BFP (BV421) from at least 5,000 cell. 
Sequencing data provided for the FT-resistant cells (nanopore sequencing) which display unique mutations in the Sec61α translocon subunit, CRISPR-Cas9 A70V knock-in (sanger sequencing data) and for FT-desensitized DENV. 
For detailed prescriptions on experiments procedures were refer to the paper.
DOI: 10.17632/k2bsgd8y66
title: Rapid Evolution and Transmission of Porcine Sapelovirus: A Looming Threat to Swine Herds

description: Genes of Porcine Sapelovirus prevalent in Northeast China from 2015 to 2022
DOI: 10.17632/k2bsgd8y66.2
title: Rapid Evolution and Transmission of Porcine Sapelovirus: A Looming Threat to Swine Herds

description: Genes of Porcine Sapelovirus prevalent in Northeast China from 2015 to 2022
DOI: 10.5281/zenodo.17737873
title: Early Pleistocene variation of clay minerals in deep-sea sediments from the eastern Indian Ocean implying regulation of ocean currents on Australian monsoon
DOI: 10.5281/zenodo.17737874
title: Early Pleistocene variation of clay minerals in deep-sea sediments from the eastern Indian Ocean implying regulation of ocean currents on Australian monsoon
DOI: 10.17632/mm9cdtj8v3
title: Vertex data

description: Tavel Poi data
DOI: 10.17632/mm9cdtj8v3.1
title: Vertex data

description: Tavel Poi data
DOI: 10.17632/7kgf7fhfrz
title: Sumitani_2026_dataset

description: Table 1 Characteristics and size of chondrules from NWA 6991.
Table 2 Summary of chondrule characteristics, counts, and SIMS analyses in NWA 6991.
Table 3 Mg# and host oxygen isotopic compositions of layered (core, rim, host), barred olivine (BO), dusty olivine chondrules.
Table 4 Elemental composition of core, rim, and core+rim (bulk) of layered chondrules.
Table S1 Laser fluorination oxygen isotope ratios of olivine and pyroxene standard materials.
Table S2 Raw-measured EPMA data.
Table S3 O-isotope data of individual minerals.
DOI: 10.17632/7kgf7fhfrz.1
title: Sumitani_2026_dataset

description: Table 1 Characteristics and size of chondrules from NWA 6991.
Table 2 Summary of chondrule characteristics, counts, and SIMS analyses in NWA 6991.
Table 3 Mg# and host oxygen isotopic compositions of layered (core, rim, host), barred olivine (BO), dusty olivine chondrules.
Table 4 Elemental composition of core, rim, and core+rim (bulk) of layered chondrules.
Table S1 Laser fluorination oxygen isotope ratios of olivine and pyroxene standard materials.
Table S2 Raw-measured EPMA data.
Table S3 O-isotope data of individual minerals.
DOI: 10.17632/rg22pkbpw6
title: Climate-vegetation-wind erosion

description: Our data includes the data on soil erosion, vegetation characteristics, and climate characteristics in the grazing platform of the desert grassland in Siziwang Banner from 2013 to 2023.
DOI: 10.17632/rg22pkbpw6.1
title: Climate-vegetation-wind erosion

description: Our data includes the data on soil erosion, vegetation characteristics, and climate characteristics in the grazing platform of the desert grassland in Siziwang Banner from 2013 to 2023.
DOI: 10.15468/dl.qhvfbe
title: Occurrence Download

description: A dataset containing 11065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-108.51752 24.24404,-91.16912 24.24404,-91.16912 38.22268,-108.51752 38.22268,-108.51752 24.24404))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anaxyrus woodhousii"
 ]
}

 The dataset includes 11065 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012133-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/78wszhrrtj.1
title: AEEI Data

description: This dataset underpins the Africa Entrepreneurial Ecosystem Index (AEEI), which benchmarks the strength of national entrepreneurial ecosystems.
It combines seven key ecosystem dimensions: Governance, Culture, Support, Finance, Infrastructure, Market Access, and Human Capital to produce a single composite index and ranking of African countries.

The data come from trusted international and regional sources (such as the World Bank, WIPO, ITU, and UNESCO) and from checked local datasets. All indicators were normalised to a 0–1 scale, where higher numbers mean a stronger entrepreneurial ecosystem. The final AEEI score is the sum of the seven dimension scores, or about seven times their average.