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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta gronovii",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017453-250914085247600/datasets/export for details.
DOI: 10.5281/zenodo.17156258
title: PULSe simulated and empirical datasets

description: To extract Simulated_data.tar.gz, run the following code on your terminal:

tar -xvzf Simulated_data.tar.gz

Once extracted, in the Simulated_data folder, this will be the folder structure:

 

Simulated Data:

CEU-CEU:

Labeled:

Sweep (contains simulated ms files)

Unlabeled: 

Sweep (contains simulated ms files)

Neutral (contains simulated ms files)

 



Constant-CEU:

Labeled:

Sweep (contains simulated ms files)

Unlabeled: 

Sweep (contains simulated ms files)

Neutral (contains simulated ms files)

 


To extract Empirical_Image_datasets, run the following code on your terminal:

 

tar -xvzf Empirical_Image_datasets.tar.gz

 

Once extracted, in the Empirical_Image_datasets folder, this will be the folder structure:

 

Image datasets: {PopulationName}_{chromosomeNumber}.npy

Genomic position files: {PopulationName}_{chromosomeNumber}_pos.txt
DOI: 10.5281/zenodo.17156259
title: PULSe simulated and empirical datasets

description: To extract Simulated_data.tar.gz, run the following code on your terminal:

tar -xvzf Simulated_data.tar.gz

Once extracted, in the Simulated_data folder, this will be the folder structure:

 

Simulated Data:

CEU-CEU:

Labeled:

Sweep (contains simulated ms files)

Unlabeled: 

Sweep (contains simulated ms files)

Neutral (contains simulated ms files)

 



Constant-CEU:

Labeled:

Sweep (contains simulated ms files)

Unlabeled: 

Sweep (contains simulated ms files)

Neutral (contains simulated ms files)

 


To extract Empirical_Image_datasets, run the following code on your terminal:

 

tar -xvzf Empirical_Image_datasets.tar.gz

 

Once extracted, in the Empirical_Image_datasets folder, this will be the folder structure:

 

Image datasets: {PopulationName}_{chromosomeNumber}.npy

Genomic position files: {PopulationName}_{chromosomeNumber}_pos.txt
DOI: 10.15468/dl.77b34f
title: Occurrence Download

description: A dataset containing 3438 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Butterflies of Singapore and Peninsular Malaysia (Nymphalidae)"
 ]
}

 The dataset includes 3438 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017454-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umnj62
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycymeris ovata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017455-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9h2hwk
title: Occurrence Download

description: A dataset containing 2678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecilia mexicana)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2678 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017456-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4fe97
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "PublishingCountry is Colombia",
 "TaxonKey is Handroanthus serratifolius",
 "Year 2024-2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017457-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25946/29644049
title: Australian Emergency Management perspectives on disaster risk reduction approaches to build community resilience - Interview transcripts

description: Semi structured interviews with higher level of disaster management or policy experience.This qualitative study used semi structured interviews to explore current perspectives of Emergency Management experts on prevention and disaster risk reduction in building community resilience. The setting was examining the perspectives of professionals working at both strategic and operational contexts within emergency management agencies in Australia. Purposeful sampling was used to identify 16 experts with at least five years’ experience within the Australian Emergency Management sector.<br>
DOI: 10.25946/29644049.v1
title: Australian Emergency Management perspectives on disaster risk reduction approaches to build community resilience - Interview transcripts

description: Semi structured interviews with higher level of disaster management or policy experience.This qualitative study used semi structured interviews to explore current perspectives of Emergency Management experts on prevention and disaster risk reduction in building community resilience. The setting was examining the perspectives of professionals working at both strategic and operational contexts within emergency management agencies in Australia. Purposeful sampling was used to identify 16 experts with at least five years’ experience within the Australian Emergency Management sector.<br>
DOI: 10.15468/dl.v3ev4s
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta gronovii",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 249 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017459-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qd7xtp
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Chinese Taipei, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rheum palmatum"
 ]
}

 The dataset includes 248 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017458-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptbyd4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta gronovii",
 "Country is Moldova, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017460-250914085247600/datasets/export for details.
DOI: 10.15468/dl.psjg73
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta gronovii",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 294 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017461-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrapkp
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycymeris pilosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 73 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017462-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y476rn
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rheum tanguticum"
 ]
}

 The dataset includes 96 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017463-250914085247600/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/13104693
title: Uptergrove Data set / Emergent Properties
DOI: 10.15468/dl.gmf2e2
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Buccochromis rhoadesii)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017464-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v97q9p
title: Occurrence Download

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

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017465-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.np5sv7
title: Occurrence Download

description: A dataset containing 5997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Zalophus wollebaeki"
 ]
}

 The dataset includes 5997 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017466-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnjg65
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycymeris scripta",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017467-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbkewt
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Macao, Hong Kong)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Glycyrrhiza uralensis"
 ]
}

 The dataset includes 215 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017468-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.na2xm5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta gronovii",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017469-250914085247600/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13104707
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.qare56
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanotaenia utcheensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017470-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2k7khh
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Saxegothaea conspicua",
 "Year 2024-2025"
 ]
}

 The dataset includes 78 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017471-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmcpg2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycymeris stellata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017472-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hx4jw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta scandens",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017474-250914085247600/datasets/export for details.
DOI: 10.15468/dl.kxbf8e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta scandens",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017473-250914085247600/datasets/export for details.
DOI: 10.15468/dl.2m2c7m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta scandens",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017475-250914085247600/datasets/export for details.
DOI: 10.15468/dl.tkfnaw
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tucetona pectunculus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 72 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017476-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65fmep
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aphyosemion amoenum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017477-250914085247600/datasets/export for details.
DOI: 10.15468/dl.v3rfx8
title: Occurrence Download

description: A dataset containing 879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bupleurum chinense"
 ]
}

 The dataset includes 879 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017478-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a95zpv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta scandens",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017480-250914085247600/datasets/export for details.
DOI: 10.15468/dl.tk7eb2
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta scandens",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017479-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bff8rw
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cremastosperma bullatum"
 ]
}

 The dataset includes 94 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017481-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c26r65
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tucetona strigilata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017482-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17156956
title: Tunneling spectroscopy of n-type ferromagnetic semiconductor (In,Fe)Sb using single-barrier heterostructures

description: This is the dataset of the manuscript titled: "Tunneling spectroscopy of n-type ferromagnetic semiconductor (In,Fe)Sb using single-barrier heterostructures", which is published in Phys. Rev. B (DOI for the accepted manuscript: https://doi.org/10.1103/4c5w-w9j2)
DOI: 10.5281/zenodo.17156955
title: Tunneling spectroscopy of n-type ferromagnetic semiconductor (In,Fe)Sb using single-barrier heterostructures

description: This is the dataset of the manuscript titled: "Tunneling spectroscopy of n-type ferromagnetic semiconductor (In,Fe)Sb using single-barrier heterostructures", which is published in Phys. Rev. B (DOI for the accepted manuscript: https://doi.org/10.1103/4c5w-w9j2)
DOI: 10.15468/dl.vuk26h
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Isatis tinctoria"
 ]
}

 The dataset includes 138 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017483-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15609540
title: StackCounting Dataset: 3D Stacked Objects with Ground-Truth Count and Geometry

description: StackCounting Dataset

This dataset is part of the Counting Stacked Objects project ( Project page | Paper ), presented at ICCV25 (Oral). Most importantly, it includes multi-view images of stacked objects, as well as ground-truth counts. It includes both large-scale synthetic data for training as well as real data for evaluation.

 

Specifically, this repository contains the following 3 datasets:

Stacks-3D-Real:



Multi-view images of stacks with ground-truth counts verified manually (45 scenes)

Segmentation masks of objects and their containers

Human estimations for over 30 participants


Stacks-3D-Synth:



A large-scale synthetic dataset of over 13000 3D stacks

Ground-truth counts and percentage of volume occupied by objects

Multi-View 2D renders and masks

3D meshes of the object and stack (Note: some stack meshes are not included due to size limitations, and the rest need to be decompressed with the python script included in this repository)


Stacks-2D-Real:



A single-view dataset of real-scenes and ground-truth counts (71 scenes)

2D localizations and count of visible objects, i.e. only objects that appear in the image


 

Citation

If you find it useful, please consider citing the associated publication:



@inproceedings{dumery2025counting,   title = {{Counting Stacked Objects}},   author = {Dumery, Corentin and Ett{\'e}, Noa and Fan, Aoxiang and Li, Ren and Xu, Jingyi and Le, Hieu and Fua, Pascal},   booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},   year = {2025}}


This dataset can also directly be cited with:



@misc{dumery2025stackcounting,   title = {StackCounting Dataset},   author = {Dumery, Corentin and Ett{\'e}, Noa and D'Alessandro, Adriano},   year = {2025}   publisher = {Zenodo},   doi = {10.5281/zenodo.15609540},   url = {https://doi.org/10.5281/zenodo.15609540},}